diff --git "a/dataset.csv" "b/dataset.csv"
deleted file mode 100644--- "a/dataset.csv"
+++ /dev/null
@@ -1,7044 +0,0 @@
-Gender,Age,Under 30,Senior Citizen,Married,Dependents,Number of Dependents,Country,State,City,Zip Code,Lat Long,Latitude,Longitude,Population,Quarter,Referred a Friend,Number of Referrals,Tenure in Months,Offer,Phone Service,Avg Monthly Long Distance Charges,Multiple Lines,Internet Service,Internet Type,Avg Monthly GB Download,Online Security,Online Backup,Device Protection Plan,Premium Tech Support,Streaming TV,Streaming Movies,Streaming Music,Unlimited Data,Contract,Paperless Billing,Payment Method,Monthly Charge,Total Charges,Total Refunds,Total Extra Data Charges,Total Long Distance Charges,Total Revenue,Satisfaction Score,Customer Status,Churn Value,CLTV,Partner
-Male,78,No,Yes,No,No,0,United States,California,Los Angeles,90022,"34.02381, -118.156582",34.02381,-118.156582,"68,701",Q3,No,0,1,,No,0.0,No,Yes,DSL,8,No,No,Yes,No,No,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,39.65,39.65,0.0,20,0.0,59.65,3,Churned,1,5433,No
-Male,39,No,No,Yes,No,0,United States,California,Los Angeles,90022,"34.02381, -118.156582",34.02381,-118.156582,"68,701",Q3,Yes,5,72,,Yes,42.55,Yes,Yes,DSL,18,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,72.1,5016.65,0.0,0,3063.6,8080.25,3,Stayed,0,4658,Yes
-Female,32,No,No,No,No,0,United States,California,Los Angeles,90022,"34.02381, -118.156582",34.02381,-118.156582,"68,701",Q3,No,0,1,,Yes,7.11,No,Yes,Fiber Optic,26,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.55,75.55,0.0,0,7.11,82.66,5,Joined,0,3503,No
-Male,35,No,No,Yes,Yes,3,United States,California,Los Angeles,90022,"34.02381, -118.156582",34.02381,-118.156582,"68,701",Q3,Yes,4,66,,No,0.0,No,Yes,Cable,25,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,56.75,3708.4,0.0,0,0.0,3708.4,3,Stayed,0,5748,Yes
-Female,20,Yes,No,No,No,0,United States,California,Los Angeles,90022,"34.02381, -118.156582",34.02381,-118.156582,"68,701",Q3,No,0,7,Offer E,Yes,36.49,No,Yes,Fiber Optic,42,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,94.05,633.45,0.0,0,255.43,888.88,3,Stayed,0,5545,No
-Female,74,No,Yes,Yes,Yes,1,United States,California,Los Angeles,90063,"34.044271, -118.185237",34.044271,-118.185237,"55,668",Q3,Yes,1,8,Offer E,Yes,48.85,Yes,Yes,Fiber Optic,17,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,80.65,633.3,0.0,0,390.8,1024.1,3,Churned,1,5302,Yes
-Female,68,No,Yes,Yes,No,0,United States,California,Los Angeles,90063,"34.044271, -118.185237",34.044271,-118.185237,"55,668",Q3,Yes,4,55,,Yes,22.74,Yes,Yes,Fiber Optic,21,No,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,90.45,5044.8,12.48,0,1250.7,6283.02,4,Stayed,0,5140,Yes
-Female,40,No,No,No,Yes,3,United States,California,Los Angeles,90063,"34.044271, -118.185237",34.044271,-118.185237,"55,668",Q3,No,0,1,,Yes,13.58,No,Yes,DSL,24,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,59.2,59.2,0.0,0,13.58,72.78,1,Churned,1,5020,No
-Male,28,Yes,No,Yes,No,0,United States,California,Los Angeles,90063,"34.044271, -118.185237",34.044271,-118.185237,"55,668",Q3,Yes,9,66,,Yes,43.77,Yes,Yes,Fiber Optic,41,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,115.8,7942.15,0.0,0,2888.82,10830.97,3,Stayed,0,5845,Yes
-Female,49,No,No,Yes,Yes,3,United States,California,Los Angeles,90063,"34.044271, -118.185237",34.044271,-118.185237,"55,668",Q3,Yes,9,72,,No,0.0,No,Yes,DSL,53,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,53.65,3784.0,0.0,0,0.0,3784.0,3,Stayed,0,5498,Yes
-Male,71,No,Yes,No,Yes,3,United States,California,Los Angeles,90065,"34.108833, -118.229715",34.108833,-118.229715,"47,534",Q3,No,0,18,Offer D,Yes,11.33,Yes,Yes,Fiber Optic,52,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.45,1752.55,45.61,0,203.94,1910.88,2,Churned,1,3179,No
-Female,74,No,Yes,No,No,0,United States,California,Los Angeles,90065,"34.108833, -118.229715",34.108833,-118.229715,"47,534",Q3,No,0,3,,Yes,46.65,No,Yes,Fiber Optic,25,No,No,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,73.85,196.4,0.0,0,139.95,336.35,4,Joined,0,2868,No
-Female,76,No,Yes,Yes,No,0,United States,California,Los Angeles,90065,"34.108833, -118.229715",34.108833,-118.229715,"47,534",Q3,Yes,4,43,,Yes,3.66,Yes,Yes,Fiber Optic,22,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.5,4156.8,0.0,0,157.38,4314.18,3,Stayed,0,4745,Yes
-Male,34,No,No,No,No,0,United States,California,Los Angeles,90065,"34.108833, -118.229715",34.108833,-118.229715,"47,534",Q3,No,0,21,Offer D,Yes,44.01,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.95,416.4,0.0,0,924.21,1340.61,5,Stayed,0,3632,No
-Female,41,No,No,No,No,0,United States,California,Los Angeles,90065,"34.108833, -118.229715",34.108833,-118.229715,"47,534",Q3,No,0,1,,Yes,36.33,No,Yes,DSL,4,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.65,54.65,0.0,0,36.33,90.98,3,Joined,0,5882,No
-Female,78,No,Yes,Yes,Yes,1,United States,California,Inglewood,90303,"33.936291, -118.332639",33.936291,-118.332639,"27,778",Q3,Yes,1,25,Offer C,Yes,19.76,No,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,98.5,2514.5,13.43,0,494.0,2995.07,2,Churned,1,5337,Yes
-Female,79,No,Yes,Yes,No,0,United States,California,Inglewood,90303,"33.936291, -118.332639",33.936291,-118.332639,"27,778",Q3,Yes,1,53,,Yes,19.03,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.1,1275.6,0.0,0,1008.59,2284.19,3,Stayed,0,5295,Yes
-Female,70,No,Yes,Yes,No,0,United States,California,Inglewood,90303,"33.936291, -118.332639",33.936291,-118.332639,"27,778",Q3,Yes,9,72,,Yes,8.48,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.7,1937.4,0.0,0,610.56,2547.96,3,Stayed,0,5079,Yes
-Male,40,No,No,No,No,0,United States,California,Inglewood,90303,"33.936291, -118.332639",33.936291,-118.332639,"27,778",Q3,No,0,14,Offer D,Yes,28.65,Yes,Yes,Cable,27,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.95,1178.4,0.0,0,401.1,1579.5,2,Churned,1,5463,No
-Female,31,No,No,No,No,0,United States,California,Inglewood,90303,"33.936291, -118.332639",33.936291,-118.332639,"27,778",Q3,No,0,4,,Yes,3.05,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.45,82.85,0.0,0,12.2,95.05,5,Stayed,0,4344,No
-Female,80,No,Yes,Yes,Yes,1,United States,California,Whittier,90602,"33.972119, -118.020188",33.972119,-118.020188,"26,265",Q3,Yes,1,37,Offer C,Yes,6.33,Yes,Yes,Fiber Optic,14,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.5,2868.15,0.0,0,234.21,3102.36,2,Churned,1,2793,Yes
-Female,42,No,No,No,No,0,United States,California,Whittier,90602,"33.972119, -118.020188",33.972119,-118.020188,"26,265",Q3,No,0,4,Offer E,Yes,29.11,Yes,Yes,Fiber Optic,9,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.35,338.1,0.0,0,116.44,454.54,1,Churned,1,2220,No
-Female,35,No,No,Yes,No,0,United States,California,Whittier,90602,"33.972119, -118.020188",33.972119,-118.020188,"26,265",Q3,Yes,8,58,Offer B,Yes,37.95,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,110.65,6526.65,0.0,0,2201.1,8727.75,3,Stayed,0,4761,Yes
-Female,24,Yes,No,Yes,Yes,1,United States,California,Whittier,90602,"33.972119, -118.020188",33.972119,-118.020188,"26,265",Q3,Yes,10,8,,Yes,31.86,No,Yes,Cable,59,No,Yes,No,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,56.3,401.5,0.0,30,254.88,686.38,5,Stayed,0,3135,Yes
-Female,47,No,No,Yes,Yes,1,United States,California,Whittier,90602,"33.972119, -118.020188",33.972119,-118.020188,"26,265",Q3,Yes,9,49,Offer B,Yes,16.6,Yes,Yes,DSL,14,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,79.3,3902.45,0.0,0,813.4,4715.85,5,Stayed,0,6366,Yes
-Female,72,No,Yes,No,Yes,1,United States,California,Pico Rivera,90660,"33.989524, -118.089299",33.989524,-118.089299,"63,288",Q3,No,0,27,Offer C,Yes,3.33,Yes,Yes,Fiber Optic,18,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,78.05,2135.5,0.0,10,89.91,2235.41,1,Churned,1,4638,No
-Male,50,No,No,No,No,0,United States,California,Pico Rivera,90660,"33.989524, -118.089299",33.989524,-118.089299,"63,288",Q3,No,0,12,,Yes,46.58,No,Yes,DSL,26,No,No,No,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,50.25,593.75,0.0,120,558.96,1272.71,1,Churned,1,3624,No
-Male,54,No,No,Yes,Yes,2,United States,California,Pico Rivera,90660,"33.989524, -118.089299",33.989524,-118.089299,"63,288",Q3,Yes,3,72,Offer A,Yes,47.69,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.75,1859.1,0.0,0,3433.68,5292.78,4,Stayed,0,4185,Yes
-Male,38,No,No,No,Yes,3,United States,California,Pico Rivera,90660,"33.989524, -118.089299",33.989524,-118.089299,"63,288",Q3,No,0,53,Offer B,Yes,33.74,No,Yes,Fiber Optic,56,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,95.95,5036.9,0.0,0,1788.22,6825.12,3,Stayed,0,4523,No
-Male,38,No,No,Yes,Yes,1,United States,California,Pico Rivera,90660,"33.989524, -118.089299",33.989524,-118.089299,"63,288",Q3,Yes,10,21,,Yes,18.0,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.8,350.1,0.0,0,378.0,728.1,3,Stayed,0,3243,Yes
-Female,76,No,Yes,Yes,Yes,2,United States,California,Los Alamitos,90720,"33.79499, -118.065591",33.79499,-118.065591,"21,343",Q3,Yes,1,1,Offer E,Yes,15.28,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,70.45,70.45,0.0,0,15.28,85.73,2,Churned,1,3964,Yes
-Male,68,No,Yes,Yes,No,0,United States,California,Los Alamitos,90720,"33.79499, -118.065591",33.79499,-118.065591,"21,343",Q3,Yes,2,40,,Yes,15.15,No,Yes,Fiber Optic,18,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,98.15,4116.8,27.89,0,606.0,4694.91,3,Stayed,0,4332,Yes
-Female,60,No,No,Yes,No,0,United States,California,Los Alamitos,90720,"33.79499, -118.065591",33.79499,-118.065591,"21,343",Q3,Yes,8,44,Offer B,Yes,44.87,No,Yes,Cable,20,Yes,Yes,Yes,No,No,No,No,No,One Year,Yes,Credit Card,61.5,2722.2,0.0,150,1974.28,4846.48,3,Stayed,0,2059,Yes
-Female,48,No,No,No,No,0,United States,California,Los Alamitos,90720,"33.79499, -118.065591",33.79499,-118.065591,"21,343",Q3,No,0,55,,Yes,33.6,No,Yes,DSL,5,No,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,45.05,2462.6,0.0,0,1848.0,4310.6,3,Stayed,0,4055,No
-Female,58,No,No,Yes,No,0,United States,California,Los Alamitos,90720,"33.79499, -118.065591",33.79499,-118.065591,"21,343",Q3,Yes,4,52,,No,0.0,No,Yes,DSL,8,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,35.45,1958.95,0.0,0,0.0,1958.95,4,Stayed,0,5509,Yes
-Male,66,No,Yes,Yes,No,0,United States,California,Sierra Madre,91024,"34.168686, -118.057505",34.168686,-118.057505,"10,558",Q3,Yes,6,58,Offer B,No,0.0,No,Yes,DSL,24,No,Yes,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.3,2651.2,40.95,0,0.0,2610.25,1,Churned,1,5444,Yes
-Female,67,No,Yes,No,No,0,United States,California,Sierra Madre,91024,"34.168686, -118.057505",34.168686,-118.057505,"10,558",Q3,No,0,56,,Yes,27.64,Yes,Yes,Fiber Optic,7,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,104.75,5841.35,36.52,0,1547.84,7352.67,3,Stayed,0,5128,No
-Female,69,No,Yes,Yes,No,0,United States,California,Sierra Madre,91024,"34.168686, -118.057505",34.168686,-118.057505,"10,558",Q3,Yes,9,62,Offer B,Yes,24.62,No,Yes,DSL,29,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,79.95,4819.75,0.0,0,1526.44,6346.19,4,Stayed,0,6488,Yes
-Female,27,Yes,No,Yes,No,0,United States,California,Sierra Madre,91024,"34.168686, -118.057505",34.168686,-118.057505,"10,558",Q3,Yes,9,6,Offer E,Yes,5.69,No,Yes,DSL,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.65,323.45,0.0,0,34.14,357.59,4,Stayed,0,4227,Yes
-Female,25,Yes,No,Yes,Yes,3,United States,California,Sierra Madre,91024,"34.168686, -118.057505",34.168686,-118.057505,"10,558",Q3,Yes,1,25,Offer C,Yes,4.57,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.1,486.05,0.0,0,114.25,600.3,3,Stayed,0,5306,Yes
-Female,70,No,Yes,No,Yes,2,United States,California,Pasadena,91106,"34.139402, -118.128658",34.139402,-118.128658,"23,742",Q3,No,0,15,Offer D,Yes,44.07,Yes,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,74.45,1145.7,0.0,0,661.05,1806.75,2,Churned,1,5717,No
-Male,20,Yes,No,No,No,0,United States,California,Pasadena,91106,"34.139402, -118.128658",34.139402,-118.128658,"23,742",Q3,No,0,42,,Yes,27.64,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,25.05,949.85,0.0,0,1160.88,2110.73,5,Stayed,0,3756,No
-Male,30,No,No,Yes,No,0,United States,California,Pasadena,91106,"34.139402, -118.128658",34.139402,-118.128658,"23,742",Q3,Yes,9,70,Offer A,Yes,3.51,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.85,1433.8,45.47,0,245.7,1634.03,5,Stayed,0,4442,Yes
-Male,42,No,No,Yes,Yes,3,United States,California,Pasadena,91106,"34.139402, -118.128658",34.139402,-118.128658,"23,742",Q3,No,0,71,Offer A,Yes,37.03,Yes,Yes,DSL,26,Yes,No,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,66.2,4692.55,0.0,0,2629.13,7321.68,3,Stayed,0,4756,Yes
-Female,62,No,No,No,No,0,United States,California,Pasadena,91106,"34.139402, -118.128658",34.139402,-118.128658,"23,742",Q3,No,0,19,,Yes,11.86,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,24.7,465.85,1.65,0,225.34,689.54,5,Stayed,0,3612,No
-Female,77,No,Yes,No,Yes,2,United States,California,Pasadena,91107,"34.159007, -118.087353",34.159007,-118.087353,"32,369",Q3,No,0,7,Offer E,Yes,26.95,No,Yes,Fiber Optic,18,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,76.45,503.6,11.05,0,188.65,681.2,2,Churned,1,4419,No
-Male,70,No,Yes,Yes,No,0,United States,California,Pasadena,91107,"34.159007, -118.087353",34.159007,-118.087353,"32,369",Q3,Yes,3,24,Offer C,Yes,49.76,Yes,Yes,Fiber Optic,11,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.25,2433.9,0.0,0,1194.24,3628.14,1,Churned,1,2104,Yes
-Male,44,No,No,No,No,0,United States,California,Pasadena,91107,"34.159007, -118.087353",34.159007,-118.087353,"32,369",Q3,No,0,61,,Yes,7.82,Yes,Yes,Fiber Optic,11,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,111.6,6876.05,0.0,0,477.02,7353.07,1,Churned,1,4495,No
-Male,64,No,No,No,No,0,United States,California,Pasadena,91107,"34.159007, -118.087353",34.159007,-118.087353,"32,369",Q3,No,0,8,Offer E,Yes,11.58,Yes,Yes,Fiber Optic,7,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.85,572.45,0.0,0,92.64,665.09,4,Stayed,0,5514,No
-Female,24,Yes,No,No,No,0,United States,California,Pasadena,91107,"34.159007, -118.087353",34.159007,-118.087353,"32,369",Q3,No,0,4,,Yes,16.25,Yes,Yes,DSL,51,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.7,214.55,39.92,0,65.0,239.63,4,Stayed,0,4288,No
-Female,78,No,Yes,No,Yes,1,United States,California,North Hollywood,91605,"34.207295, -118.400022",34.207295,-118.400022,"57,146",Q3,No,0,11,Offer D,Yes,11.59,No,Yes,Fiber Optic,29,No,Yes,No,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,95.0,1120.3,0.0,120,127.49,1367.79,1,Churned,1,5980,No
-Male,75,No,Yes,No,No,0,United States,California,North Hollywood,91605,"34.207295, -118.400022",34.207295,-118.400022,"57,146",Q3,No,0,5,,Yes,36.36,Yes,Yes,Fiber Optic,12,No,Yes,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.8,502.6,0.0,0,181.8,684.4,1,Churned,1,2960,No
-Female,30,No,No,Yes,No,0,United States,California,North Hollywood,91605,"34.207295, -118.400022",34.207295,-118.400022,"57,146",Q3,Yes,1,1,Offer E,Yes,16.66,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,21.0,21.0,0.0,0,16.66,37.66,2,Churned,1,3753,Yes
-Male,39,No,No,No,No,0,United States,California,North Hollywood,91605,"34.207295, -118.400022",34.207295,-118.400022,"57,146",Q3,No,0,22,Offer D,Yes,39.58,No,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.4,2001.5,0.0,0,870.76,2872.26,2,Churned,1,5438,No
-Female,56,No,No,No,No,0,United States,California,North Hollywood,91605,"34.207295, -118.400022",34.207295,-118.400022,"57,146",Q3,No,0,1,Offer E,Yes,5.1,Yes,Yes,Fiber Optic,10,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.55,79.55,0.0,0,5.1,84.65,2,Churned,1,5571,No
-Male,62,No,No,Yes,Yes,3,United States,California,North Hollywood,91605,"34.207295, -118.400022",34.207295,-118.400022,"57,146",Q3,Yes,6,29,,No,0.0,No,Yes,DSL,57,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,55.35,1636.95,0.0,0,0.0,1636.95,3,Stayed,0,5138,Yes
-Male,65,No,Yes,No,No,0,United States,California,Covina,91722,"34.097345, -117.906736",34.097345,-117.906736,"33,817",Q3,No,0,15,Offer D,Yes,29.11,No,Yes,Fiber Optic,29,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.4,1074.3,0.0,0,436.65,1510.95,1,Churned,1,4616,No
-Female,20,Yes,No,No,No,0,United States,California,Covina,91722,"34.097345, -117.906736",34.097345,-117.906736,"33,817",Q3,No,0,1,Offer E,Yes,21.72,No,Yes,Fiber Optic,52,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.6,79.6,0.0,0,21.72,101.32,2,Churned,1,3108,No
-Male,49,No,No,No,No,0,United States,California,Covina,91722,"34.097345, -117.906736",34.097345,-117.906736,"33,817",Q3,No,0,17,Offer D,Yes,34.98,No,Yes,Fiber Optic,21,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,90.95,1612.2,0.0,0,594.66,2206.86,5,Stayed,0,5687,No
-Male,44,No,No,No,Yes,1,United States,California,Covina,91722,"34.097345, -117.906736",34.097345,-117.906736,"33,817",Q3,No,0,3,Offer E,Yes,25.04,No,Yes,Cable,17,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,70.7,225.65,0.0,0,75.12,300.77,3,Joined,0,2584,No
-Female,55,No,No,No,No,0,United States,California,Covina,91722,"34.097345, -117.906736",34.097345,-117.906736,"33,817",Q3,No,0,42,,Yes,39.32,No,Yes,Cable,20,Yes,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,67.7,2882.25,0.0,0,1651.44,4533.69,4,Stayed,0,5034,No
-Male,77,No,Yes,Yes,No,0,United States,California,El Monte,91732,"34.074492, -118.01462",34.074492,-118.01462,"62,660",Q3,Yes,1,1,Offer E,No,0.0,No,Yes,DSL,12,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,40.2,40.2,0.0,0,0.0,40.2,2,Churned,1,5828,Yes
-Male,21,Yes,No,No,No,0,United States,California,El Monte,91732,"34.074492, -118.01462",34.074492,-118.01462,"62,660",Q3,No,0,56,,Yes,25.41,Yes,Yes,Fiber Optic,51,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.45,5124.6,0.0,0,1422.96,6547.56,3,Churned,1,4830,No
-Female,22,Yes,No,No,No,0,United States,California,El Monte,91732,"34.074492, -118.01462",34.074492,-118.01462,"62,660",Q3,No,0,37,,Yes,24.04,Yes,Yes,Fiber Optic,59,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.9,3545.35,0.0,0,889.48,4434.83,3,Churned,1,4437,No
-Male,53,No,No,Yes,Yes,3,United States,California,El Monte,91732,"34.074492, -118.01462",34.074492,-118.01462,"62,660",Q3,Yes,10,6,Offer E,Yes,1.57,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.45,113.5,0.0,0,9.42,122.92,4,Stayed,0,3461,Yes
-Female,29,Yes,No,Yes,Yes,2,United States,California,El Monte,91732,"34.074492, -118.01462",34.074492,-118.01462,"62,660",Q3,Yes,4,14,Offer D,Yes,42.64,No,Yes,DSL,69,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,59.45,780.85,0.0,0,596.96,1377.81,3,Stayed,0,5723,Yes
-Male,67,No,Yes,No,No,0,United States,California,La Puente,91746,"34.038983, -117.991372",34.038983,-117.991372,"30,802",Q3,No,0,3,Offer E,No,0.0,No,Yes,DSL,28,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,41.15,132.2,0.0,0,0.0,132.2,2,Churned,1,2314,No
-Female,31,No,No,Yes,No,0,United States,California,La Puente,91746,"34.038983, -117.991372",34.038983,-117.991372,"30,802",Q3,Yes,1,48,,No,0.0,No,Yes,DSL,22,No,Yes,Yes,No,No,No,No,Yes,One Year,No,Mailed Check,34.7,1604.5,0.0,0,0.0,1604.5,2,Churned,1,5995,Yes
-Male,54,No,No,No,No,0,United States,California,La Puente,91746,"34.038983, -117.991372",34.038983,-117.991372,"30,802",Q3,No,0,13,Offer D,Yes,5.43,No,Yes,Fiber Optic,26,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,91.1,1135.7,0.0,80,70.59,1286.29,2,Churned,1,5347,No
-Male,64,No,No,Yes,No,0,United States,California,La Puente,91746,"34.038983, -117.991372",34.038983,-117.991372,"30,802",Q3,Yes,1,44,,Yes,27.4,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,20.5,865.05,0.0,0,1205.6,2070.65,3,Stayed,0,3093,Yes
-Male,33,No,No,No,No,0,United States,California,La Puente,91746,"34.038983, -117.991372",34.038983,-117.991372,"30,802",Q3,No,0,63,,Yes,9.21,Yes,Yes,Fiber Optic,28,No,Yes,No,No,No,Yes,Yes,No,One Year,No,Credit Card,90.45,5825.5,0.0,100,580.23,6505.73,3,Stayed,0,4616,No
-Male,68,No,Yes,No,No,0,United States,California,Rowland Heights,91748,"33.976753, -117.897367",33.976753,-117.897367,"46,342",Q3,No,0,13,Offer D,Yes,32.68,Yes,Yes,Cable,11,No,Yes,Yes,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,106.9,1364.3,0.0,10,424.84,1799.14,1,Churned,1,2494,No
-Male,61,No,No,No,No,0,United States,California,Rowland Heights,91748,"33.976753, -117.897367",33.976753,-117.897367,"46,342",Q3,No,0,1,Offer E,Yes,43.03,No,Yes,DSL,3,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.75,50.75,0.0,0,43.03,93.78,2,Churned,1,5355,No
-Female,60,No,No,Yes,No,0,United States,California,Rowland Heights,91748,"33.976753, -117.897367",33.976753,-117.897367,"46,342",Q3,Yes,1,45,,Yes,42.04,No,Yes,Cable,26,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,54.15,2319.8,0.0,0,1891.8,4211.6,2,Churned,1,2761,Yes
-Female,59,No,No,No,No,0,United States,California,Rowland Heights,91748,"33.976753, -117.897367",33.976753,-117.897367,"46,342",Q3,No,0,65,,Yes,27.68,Yes,Yes,Fiber Optic,6,No,Yes,Yes,No,Yes,No,No,No,One Year,Yes,Bank Withdrawal,95.5,6153.85,0.0,80,1799.2,8033.05,5,Stayed,0,6153,No
-Female,51,No,No,No,No,0,United States,California,Rowland Heights,91748,"33.976753, -117.897367",33.976753,-117.897367,"46,342",Q3,No,0,10,Offer D,Yes,17.01,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,24.5,270.15,0.0,0,170.1,440.25,3,Stayed,0,5594,No
-Female,68,No,Yes,No,No,0,United States,California,Ontario,91764,"34.074087, -117.605618",34.074087,-117.605618,"49,474",Q3,No,0,16,Offer D,Yes,9.43,No,Yes,Fiber Optic,9,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.45,1511.2,0.0,0,150.88,1662.08,1,Churned,1,3810,No
-Female,58,No,No,No,No,0,United States,California,Ontario,91764,"34.074087, -117.605618",34.074087,-117.605618,"49,474",Q3,No,0,6,Offer E,Yes,47.92,No,Yes,Fiber Optic,25,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.5,573.3,0.0,0,287.52,860.82,1,Churned,1,2898,No
-Male,55,No,No,Yes,Yes,3,United States,California,Ontario,91764,"34.074087, -117.605618",34.074087,-117.605618,"49,474",Q3,Yes,1,25,,Yes,25.87,Yes,Yes,Cable,76,No,No,No,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,60.35,1404.65,0.0,10,646.75,2061.4,4,Stayed,0,3192,Yes
-Female,30,No,No,No,No,0,United States,California,Ontario,91764,"34.074087, -117.605618",34.074087,-117.605618,"49,474",Q3,No,0,1,Offer E,Yes,29.86,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.35,20.35,0.0,0,29.86,50.21,4,Joined,0,2183,No
-Male,50,No,No,Yes,Yes,2,United States,California,Ontario,91764,"34.074087, -117.605618",34.074087,-117.605618,"49,474",Q3,Yes,8,12,Offer D,Yes,33.9,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,21.15,306.05,0.0,0,406.8,712.85,4,Stayed,0,5209,Yes
-Male,66,No,Yes,No,No,0,United States,California,Alpine,91901,"32.827184, -116.703729",32.827184,-116.703729,"16,486",Q3,No,0,8,,Yes,1.78,No,Yes,Fiber Optic,7,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.5,606.55,0.0,0,14.24,620.79,2,Churned,1,4345,No
-Female,43,No,No,No,No,0,United States,California,Alpine,91901,"32.827184, -116.703729",32.827184,-116.703729,"16,486",Q3,No,0,1,,Yes,36.99,No,Yes,Cable,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.65,45.65,0.0,0,36.99,82.64,2,Churned,1,4689,No
-Female,55,No,No,No,No,0,United States,California,Alpine,91901,"32.827184, -116.703729",32.827184,-116.703729,"16,486",Q3,No,0,1,Offer E,Yes,34.48,No,Yes,Cable,9,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,43.95,43.95,0.0,0,34.48,78.43,3,Churned,1,3238,No
-Male,46,No,No,No,No,0,United States,California,Alpine,91901,"32.827184, -116.703729",32.827184,-116.703729,"16,486",Q3,No,0,63,Offer B,Yes,18.05,Yes,Yes,DSL,11,Yes,Yes,Yes,Yes,No,No,No,No,One Year,No,Bank Withdrawal,71.5,4576.3,0.0,70,1137.15,5783.45,3,Stayed,0,5342,No
-Female,42,No,No,No,No,0,United States,California,Alpine,91901,"32.827184, -116.703729",32.827184,-116.703729,"16,486",Q3,No,0,45,Offer B,Yes,13.82,Yes,Yes,Fiber Optic,8,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,89.3,4192.15,0.0,0,621.9,4814.05,3,Stayed,0,5470,No
-Male,69,No,Yes,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209754",32.85723,-117.209774,"34,902",Q3,No,0,24,Offer C,Yes,30.87,Yes,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.1,1712.7,0.0,0,740.88,2453.58,2,Churned,1,2018,No
-Female,74,No,Yes,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209756",32.85723,-117.209774,"34,902",Q3,No,0,4,Offer E,Yes,31.61,Yes,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.45,396.1,0.0,0,126.44,522.54,3,Churned,1,3677,No
-Male,76,No,Yes,Yes,No,0,United States,California,San Diego,92122,"32.85723, -117.209757",32.85723,-117.209774,"34,902",Q3,Yes,2,32,Offer C,Yes,47.34,Yes,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,2303.35,0.0,0,1514.88,3818.23,2,Churned,1,4105,Yes
-Male,77,No,Yes,Yes,No,0,United States,California,San Diego,92122,"32.85723, -117.209760",32.85723,-117.209774,"34,902",Q3,Yes,1,24,Offer C,Yes,16.1,No,Yes,Cable,12,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.15,2231.05,0.0,0,386.4,2617.45,2,Churned,1,2212,Yes
-Female,70,No,Yes,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209761",32.85723,-117.209774,"34,902",Q3,No,0,54,Offer B,Yes,12.08,Yes,Yes,DSL,5,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,82.45,4350.1,0.0,0,652.32,5002.42,1,Churned,1,4149,No
-Female,74,No,Yes,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209762",32.85723,-117.209774,"34,902",Q3,No,0,2,Offer E,Yes,13.17,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.35,139.05,0.0,0,26.34,165.39,3,Churned,1,2671,No
-Female,77,No,Yes,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209770",32.85723,-117.209774,"34,902",Q3,No,0,21,,No,0.0,No,Yes,Cable,8,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,41.9,840.1,0.0,0,0.0,840.1,1,Churned,1,4778,No
-Male,71,No,Yes,Yes,No,0,United States,California,San Diego,92122,"32.85723, -117.209772",32.85723,-117.209774,"34,902",Q3,No,0,27,,No,0.0,No,Yes,Cable,13,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,30.75,805.1,0.0,140,0.0,945.1,1,Churned,1,2927,Yes
-Male,79,No,Yes,Yes,No,0,United States,California,San Diego,92122,"32.85723, -117.209778",32.85723,-117.209774,"34,902",Q3,Yes,1,11,,Yes,29.54,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.95,214.75,0.0,0,324.94,539.69,1,Churned,1,5888,Yes
-Female,66,No,Yes,Yes,No,0,United States,California,San Diego,92122,"32.85723, -117.209779",32.85723,-117.209774,"34,902",Q3,Yes,2,55,Offer B,Yes,42.82,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,85.45,4874.7,0.0,90,2355.1,7319.8,1,Churned,1,5502,Yes
-Male,77,No,Yes,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209784",32.85723,-117.209774,"34,902",Q3,No,0,3,Offer E,Yes,9.22,Yes,Yes,Fiber Optic,14,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.35,233.7,0.0,0,27.66,261.36,1,Churned,1,2818,No
-Female,68,No,Yes,Yes,No,0,United States,California,San Diego,92122,"32.85723, -117.209774",32.85723,-117.209774,"34,902",Q3,Yes,1,5,Offer E,Yes,47.28,Yes,Yes,Fiber Optic,11,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,81.0,371.65,40.64,10,236.4,577.41,1,Churned,1,4287,Yes
-Male,34,No,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209753",32.85723,-117.209774,"34,902",Q3,No,0,10,,Yes,49.58,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.85,435.4,0.0,0,495.8,931.2,2,Churned,1,4061,No
-Female,21,Yes,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209755",32.85723,-117.209774,"34,902",Q3,No,0,1,,Yes,6.19,No,Yes,Fiber Optic,52,Yes,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,73.6,73.6,0.0,0,6.19,79.79,1,Churned,1,2565,No
-Male,30,No,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209758",32.85723,-117.209774,"34,902",Q3,No,0,5,Offer E,Yes,5.78,No,Yes,Fiber Optic,52,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,80.6,415.55,36.44,40,28.9,448.01,2,Churned,1,5715,No
-Female,55,No,No,Yes,No,0,United States,California,San Diego,92122,"32.85723, -117.209759",32.85723,-117.209774,"34,902",Q3,Yes,1,38,Offer C,Yes,42.14,No,Yes,DSL,19,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,80.3,3058.65,0.0,0,1601.32,4659.97,1,Churned,1,2071,Yes
-Female,29,Yes,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209763",32.85723,-117.209774,"34,902",Q3,No,0,7,,Yes,28.62,Yes,Yes,Fiber Optic,26,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,73.85,511.25,13.03,0,200.34,698.56,3,Churned,1,2473,No
-Female,54,No,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209764",32.85723,-117.209774,"34,902",Q3,No,0,2,,Yes,5.32,Yes,Yes,Fiber Optic,20,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,80.6,155.8,0.0,0,10.64,166.44,1,Churned,1,2683,No
-Male,63,No,No,Yes,No,0,United States,California,San Diego,92122,"32.85723, -117.209765",32.85723,-117.209774,"34,902",Q3,Yes,1,68,Offer A,Yes,29.18,Yes,Yes,DSL,18,No,Yes,Yes,Yes,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,75.8,5293.95,0.0,90,1984.24,7368.19,3,Churned,1,4903,Yes
-Female,24,Yes,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209766",32.85723,-117.209774,"34,902",Q3,No,0,43,,Yes,12.88,Yes,Yes,Fiber Optic,59,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.6,4759.85,0.0,0,553.84,5313.69,1,Churned,1,5250,No
-Male,61,No,No,Yes,No,0,United States,California,San Diego,92122,"32.85723, -117.209767",32.85723,-117.209774,"34,902",Q3,Yes,2,63,,Yes,48.95,Yes,Yes,Fiber Optic,13,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.4,6603.0,0.0,0,3083.85,9686.85,2,Churned,1,4352,Yes
-Female,47,No,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209768",32.85723,-117.209774,"34,902",Q3,No,0,2,Offer E,Yes,10.53,No,Yes,Fiber Optic,8,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.4,168.2,0.0,0,21.06,189.26,3,Churned,1,4157,No
-Male,26,Yes,No,Yes,No,0,United States,California,San Diego,92122,"32.85723, -117.209769",32.85723,-117.209774,"34,902",Q3,Yes,5,4,Offer E,Yes,28.77,Yes,Yes,Fiber Optic,19,No,Yes,Yes,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.8,371.9,0.0,0,115.08,486.98,3,Churned,1,4939,Yes
-Female,40,No,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209771",32.85723,-117.209774,"34,902",Q3,No,0,10,,Yes,27.1,No,Yes,Fiber Optic,11,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.25,846.0,0.0,0,271.0,1117.0,3,Churned,1,3598,No
-Male,54,No,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209773",32.85723,-117.209774,"34,902",Q3,No,0,5,Offer E,Yes,20.86,No,Yes,Fiber Optic,8,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,96.5,492.55,0.0,0,104.3,596.85,3,Churned,1,5383,No
-Male,22,Yes,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209774",32.85723,-117.209774,"34,902",Q3,No,0,2,Offer E,Yes,40.43,Yes,Yes,Cable,27,No,No,No,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.65,181.5,0.0,0,80.86,262.36,1,Churned,1,3878,No
-Female,48,No,No,Yes,No,0,United States,California,San Diego,92122,"32.85723, -117.209775",32.85723,-117.209774,"34,902",Q3,Yes,1,25,Offer C,Yes,8.91,Yes,Yes,Fiber Optic,10,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.95,2566.5,0.0,0,222.75,2789.25,3,Churned,1,3642,Yes
-Male,26,Yes,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209776",32.85723,-117.209774,"34,902",Q3,No,0,1,Offer E,Yes,14.78,No,Yes,DSL,59,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,50.65,50.65,0.0,0,14.78,65.43,1,Churned,1,2431,No
-Male,64,No,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209777",32.85723,-117.209774,"34,902",Q3,No,0,1,Offer E,Yes,8.56,Yes,Yes,Fiber Optic,24,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,90.85,90.85,0.0,0,8.56,99.41,3,Churned,1,3424,No
-Female,63,No,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209780",32.85723,-117.209774,"34,902",Q3,No,0,34,Offer C,Yes,1.55,No,Yes,Fiber Optic,14,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,73.95,2524.45,0.0,0,52.7,2577.15,3,Churned,1,5795,No
-Male,30,No,No,Yes,No,0,United States,California,San Diego,92122,"32.85723, -117.209781",32.85723,-117.209774,"34,902",Q3,Yes,2,69,Offer A,Yes,48.8,Yes,Yes,Fiber Optic,26,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.45,7007.6,0.0,0,3367.2,10374.8,3,Churned,1,4020,Yes
-Female,59,No,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209782",32.85723,-117.209774,"34,902",Q3,No,0,1,Offer E,Yes,36.63,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.9,19.9,0.0,0,36.63,56.53,3,Churned,1,3351,No
-Male,52,No,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209783",32.85723,-117.209774,"34,902",Q3,No,0,1,Offer E,Yes,14.17,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.6,19.6,0.0,0,14.17,33.77,1,Churned,1,3448,No
-Female,54,No,No,No,No,0,United States,California,San Diego,92122,"32.85723, -117.209774",32.85723,-117.209774,"34,902",Q3,No,0,1,,Yes,8.56,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.5,20.5,0.0,0,8.56,29.06,5,Joined,0,4454,No
-Female,24,Yes,No,Yes,Yes,1,United States,California,San Diego,92122,"32.85723, -117.209774",32.85723,-117.209774,"34,902",Q3,Yes,1,30,,Yes,12.85,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.7,599.25,49.79,0,385.5,934.96,3,Stayed,0,5045,Yes
-Male,64,No,No,No,Yes,2,United States,California,San Diego,92122,"32.85723, -117.209774",32.85723,-117.209774,"34,902",Q3,No,0,1,Offer E,No,0.0,No,Yes,Cable,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,24.2,24.2,0.0,0,0.0,24.2,5,Joined,0,4276,No
-Female,80,No,Yes,No,No,0,United States,California,Thermal,92274,"33.53604, -116.119222",33.53604,-116.119222,"17,018",Q3,No,0,1,Offer E,Yes,35.09,No,Yes,Fiber Optic,17,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,75.3,75.3,0.0,20,35.09,130.39,2,Churned,1,4902,No
-Female,53,No,No,Yes,Yes,3,United States,California,Thermal,92274,"33.53604, -116.119222",33.53604,-116.119222,"17,018",Q3,Yes,1,67,Offer A,Yes,11.4,Yes,Yes,Fiber Optic,27,No,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,94.1,6302.8,0.0,0,763.8,7066.6,4,Stayed,0,4803,Yes
-Female,39,No,No,Yes,Yes,2,United States,California,Thermal,92274,"33.53604, -116.119222",33.53604,-116.119222,"17,018",Q3,Yes,8,18,,Yes,14.6,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.45,357.0,0.0,0,262.8,619.8,4,Stayed,0,2047,Yes
-Male,64,No,No,No,No,0,United States,California,Thermal,92274,"33.53604, -116.119222",33.53604,-116.119222,"17,018",Q3,No,0,13,,Yes,40.99,No,Yes,DSL,21,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,73.35,931.55,49.02,0,532.87,1415.4,4,Stayed,0,4645,No
-Female,77,No,Yes,No,No,0,United States,California,Riverside,92509,"34.004379, -117.447864",34.004379,-117.447864,"63,999",Q3,No,0,5,Offer E,No,0.0,No,Yes,DSL,26,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,28.45,131.05,0.0,0,0.0,131.05,2,Churned,1,4099,No
-Female,76,No,Yes,Yes,No,0,United States,California,Riverside,92509,"34.004379, -117.447864",34.004379,-117.447864,"63,999",Q3,Yes,1,1,,Yes,12.46,No,Yes,Fiber Optic,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.55,69.55,0.0,0,12.46,82.01,2,Churned,1,5948,Yes
-Male,46,No,No,No,No,0,United States,California,Riverside,92509,"34.004379, -117.447864",34.004379,-117.447864,"63,999",Q3,No,0,21,,Yes,49.05,Yes,Yes,Fiber Optic,9,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.1,1737.45,0.0,0,1030.05,2767.5,4,Stayed,0,4649,No
-Male,55,No,No,No,No,0,United States,California,Riverside,92509,"34.004379, -117.447864",34.004379,-117.447864,"63,999",Q3,No,0,1,Offer E,Yes,25.99,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.0,20.0,0.0,0,25.99,45.99,4,Joined,0,5650,No
-Female,77,No,Yes,No,No,0,United States,California,Hemet,92544,"33.644585, -116.871544",33.644585,-116.871544,"39,264",Q3,No,0,20,,Yes,48.73,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,No,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,94.1,1782.4,0.0,80,974.6,2837.0,1,Churned,1,2666,No
-Male,31,No,No,Yes,No,0,United States,California,Hemet,92544,"33.644585, -116.871544",33.644585,-116.871544,"39,264",Q3,Yes,3,51,Offer B,Yes,29.4,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,106.8,5498.8,0.0,140,1499.4,7138.2,3,Stayed,0,4640,Yes
-Male,24,Yes,No,No,No,0,United States,California,Hemet,92544,"33.644585, -116.871544",33.644585,-116.871544,"39,264",Q3,No,0,50,,Yes,21.72,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.15,989.05,0.0,0,1086.0,2075.05,5,Stayed,0,5249,No
-Female,45,No,No,No,No,0,United States,California,Hemet,92544,"33.644585, -116.871544",33.644585,-116.871544,"39,264",Q3,No,0,62,,Yes,23.18,No,Yes,DSL,18,Yes,No,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,65.1,3846.75,0.0,0,1437.16,5283.91,3,Stayed,0,5172,No
-Female,72,No,Yes,Yes,No,0,United States,California,Moreno Valley,92557,"33.970661, -117.255039",33.970661,-117.255039,"46,214",Q3,Yes,4,5,Offer E,Yes,45.76,Yes,Yes,Fiber Optic,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.35,334.8,0.0,0,228.8,563.6,1,Churned,1,5273,Yes
-Male,74,No,Yes,Yes,Yes,2,United States,California,Moreno Valley,92557,"33.970661, -117.255039",33.970661,-117.255039,"46,214",Q3,Yes,3,50,,Yes,32.9,Yes,Yes,DSL,18,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,75.15,3822.45,0.0,0,1645.0,5467.45,4,Stayed,0,6084,Yes
-Female,31,No,No,No,No,0,United States,California,Moreno Valley,92557,"33.970661, -117.255039",33.970661,-117.255039,"46,214",Q3,No,0,7,,Yes,28.92,No,Yes,Fiber Optic,16,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.7,586.05,0.0,0,202.44,788.49,2,Churned,1,3109,No
-Male,52,No,No,Yes,Yes,2,United States,California,Moreno Valley,92557,"33.970661, -117.255039",33.970661,-117.255039,"46,214",Q3,Yes,10,70,,Yes,49.67,No,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,101.1,6994.8,0.0,0,3476.9,10471.7,3,Stayed,0,4226,Yes
-Female,80,No,Yes,Yes,No,0,United States,California,Perris,92571,"33.828289, -117.201666",33.828289,-117.201666,"26,357",Q3,Yes,2,27,,Yes,7.02,No,Yes,Cable,25,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.2,1929.35,0.0,0,189.54,2118.89,1,Churned,1,4517,Yes
-Female,30,No,No,No,No,0,United States,California,Perris,92571,"33.828289, -117.201666",33.828289,-117.201666,"26,357",Q3,No,0,21,,Yes,7.41,No,Yes,DSL,51,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,60.25,1258.35,0.0,0,155.61,1413.96,4,Stayed,0,4870,No
-Female,39,No,No,Yes,Yes,2,United States,California,Perris,92571,"33.828289, -117.201666",33.828289,-117.201666,"26,357",Q3,Yes,7,6,,Yes,41.29,Yes,Yes,Fiber Optic,19,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,94.05,518.75,0.0,0,247.74,766.49,3,Stayed,0,3083,Yes
-Female,44,No,No,No,No,0,United States,California,Perris,92571,"33.828289, -117.201666",33.828289,-117.201666,"26,357",Q3,No,0,1,Offer E,Yes,7.34,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,84.6,84.6,0.0,0,7.34,91.94,3,Joined,0,2196,No
-Female,74,No,Yes,No,No,0,United States,California,Anaheim,92807,"33.848733, -117.788357",33.848733,-117.788357,"36,301",Q3,No,0,4,,Yes,48.35,Yes,Yes,Cable,24,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.2,346.2,0.0,0,193.4,539.6,1,Churned,1,5808,No
-Female,69,No,Yes,Yes,No,0,United States,California,Anaheim,92807,"33.848733, -117.788357",33.848733,-117.788357,"36,301",Q3,Yes,8,72,Offer A,Yes,7.85,Yes,Yes,Fiber Optic,20,Yes,Yes,No,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,106.85,7677.4,0.0,100,565.2,8342.6,4,Stayed,0,4768,Yes
-Female,53,No,No,No,No,0,United States,California,Anaheim,92807,"33.848733, -117.788357",33.848733,-117.788357,"36,301",Q3,No,0,1,,Yes,22.86,No,Yes,Fiber Optic,24,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,81.1,81.1,0.0,0,22.86,103.96,3,Churned,1,2075,No
-Male,33,No,No,Yes,No,0,United States,California,Anaheim,92807,"33.848733, -117.788357",33.848733,-117.788357,"36,301",Q3,Yes,6,23,,Yes,13.79,Yes,Yes,Cable,17,No,Yes,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,59.7,1414.2,0.0,0,317.17,1731.37,5,Stayed,0,3464,Yes
-Female,68,No,Yes,No,No,0,United States,California,Brea,92823,"33.924143, -117.79387",33.924143,-117.79387,"1,408",Q3,No,0,1,,Yes,45.81,Yes,Yes,Fiber Optic,21,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.7,85.7,0.0,0,45.81,131.51,1,Churned,1,4880,No
-Female,39,No,No,No,No,0,United States,California,Brea,92823,"33.924143, -117.79387",33.924143,-117.79387,"1,408",Q3,No,0,61,,Yes,41.23,Yes,Yes,Fiber Optic,28,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,106.6,6428.4,0.0,0,2515.03,8943.43,3,Churned,1,4183,No
-Male,25,Yes,No,Yes,No,0,United States,California,Brea,92823,"33.924143, -117.79387",33.924143,-117.79387,"1,408",Q3,Yes,3,27,,No,0.0,No,Yes,DSL,27,No,Yes,Yes,No,No,Yes,Yes,No,One Year,Yes,Credit Card,45.85,1246.4,0.0,30,0.0,1276.4,4,Stayed,0,2068,Yes
-Male,44,No,No,No,No,0,United States,California,Brea,92823,"33.924143, -117.79387",33.924143,-117.79387,"1,408",Q3,No,0,13,Offer D,Yes,45.03,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.3,259.65,35.28,0,585.39,809.76,4,Stayed,0,2823,No
-Female,78,No,Yes,Yes,No,0,United States,California,Yorba Linda,92887,"33.884073, -117.732197",33.884073,-117.732197,"20,893",Q3,Yes,3,65,Offer B,Yes,18.39,Yes,Yes,Fiber Optic,28,Yes,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,105.25,6786.4,0.0,0,1195.35,7981.75,1,Churned,1,4196,Yes
-Female,46,No,No,Yes,No,0,United States,California,Yorba Linda,92887,"33.884073, -117.732197",33.884073,-117.732197,"20,893",Q3,Yes,1,18,,No,0.0,No,Yes,Cable,30,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,39.05,669.85,0.0,0,0.0,669.85,3,Churned,1,2601,Yes
-Female,19,Yes,No,Yes,No,0,United States,California,Yorba Linda,92887,"33.884073, -117.732197",33.884073,-117.732197,"20,893",Q3,Yes,6,49,,Yes,28.42,Yes,Yes,DSL,41,No,No,No,No,No,No,Yes,No,Month-to-Month,Yes,Credit Card,52.15,2583.75,0.0,50,1392.58,4026.33,4,Stayed,0,5224,Yes
-Male,38,No,No,Yes,No,0,United States,California,Yorba Linda,92887,"33.884073, -117.732197",33.884073,-117.732197,"20,893",Q3,Yes,1,72,,Yes,13.72,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.8,1874.3,16.26,0,987.84,2845.88,3,Stayed,0,6251,Yes
-Male,75,No,Yes,Yes,No,0,United States,California,Summerland,93067,"34.420998, -119.60137",34.420998,-119.60137,576,Q3,Yes,3,49,Offer B,Yes,22.92,Yes,Yes,Fiber Optic,14,No,Yes,No,No,No,Yes,No,Yes,Month-to-Month,No,Credit Card,90.05,4547.25,0.0,0,1123.08,5670.33,2,Churned,1,5059,Yes
-Female,48,No,No,No,No,0,United States,California,Summerland,93067,"34.420998, -119.60137",34.420998,-119.60137,576,Q3,No,0,16,,Yes,47.45,Yes,Yes,DSL,30,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,65.2,1043.35,0.0,0,759.2,1802.55,1,Churned,1,4722,No
-Male,61,No,No,No,No,0,United States,California,Summerland,93067,"34.420998, -119.60137",34.420998,-119.60137,576,Q3,No,0,1,,Yes,49.2,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.3,19.3,0.0,0,49.2,68.5,3,Churned,1,4266,No
-Male,37,No,No,No,No,0,United States,California,Summerland,93067,"34.420998, -119.60137",34.420998,-119.60137,576,Q3,No,0,9,Offer E,Yes,24.89,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.7,180.7,0.0,0,224.01,404.71,4,Stayed,0,4194,No
-Male,77,No,Yes,Yes,No,0,United States,California,Santa Barbara,93101,"34.419203, -119.710008",34.419203,-119.710008,"31,727",Q3,Yes,1,43,Offer B,Yes,14.52,Yes,Yes,Fiber Optic,5,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,110.75,4687.9,0.0,0,624.36,5312.26,2,Churned,1,2728,Yes
-Male,79,No,Yes,Yes,No,0,United States,California,Santa Barbara,93101,"34.419203, -119.710008",34.419203,-119.710008,"31,727",Q3,Yes,1,66,Offer A,Yes,28.86,Yes,Yes,Fiber Optic,25,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,99.5,6822.15,0.0,0,1904.76,8726.91,1,Churned,1,4479,Yes
-Female,52,No,No,No,Yes,5,United States,California,Santa Barbara,93101,"34.419203, -119.710008",34.419203,-119.710008,"31,727",Q3,No,0,10,Offer D,No,0.0,No,Yes,DSL,57,Yes,Yes,No,Yes,No,No,No,No,One Year,No,Credit Card,40.25,411.45,17.96,30,0.0,423.49,3,Stayed,0,2876,No
-Female,36,No,No,No,No,0,United States,California,Santa Barbara,93101,"34.419203, -119.710008",34.419203,-119.710008,"31,727",Q3,No,0,27,,Yes,20.18,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.15,501.35,0.0,0,544.86,1046.21,5,Stayed,0,5606,No
-Male,80,No,Yes,Yes,No,0,United States,California,Alpaugh,93201,"35.869626, -119.498771",35.869626,-119.498771,"1,054",Q3,No,0,56,Offer B,Yes,48.8,Yes,Yes,Fiber Optic,12,Yes,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,104.55,5794.65,0.0,0,2732.8,8527.45,1,Churned,1,6268,Yes
-Female,42,No,No,Yes,No,0,United States,California,Alpaugh,93201,"35.869626, -119.498771",35.869626,-119.498771,"1,054",Q3,Yes,1,13,,No,0.0,No,Yes,DSL,8,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,48.75,633.4,0.0,0,0.0,633.4,2,Churned,1,2655,Yes
-Male,47,No,No,No,No,0,United States,California,Alpaugh,93201,"35.869626, -119.498771",35.869626,-119.498771,"1,054",Q3,No,0,1,Offer E,Yes,4.02,No,Yes,Cable,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,42.9,42.9,0.0,0,4.02,46.92,1,Churned,1,4895,No
-Female,30,No,No,Yes,Yes,2,United States,California,Alpaugh,93201,"35.869626, -119.498771",35.869626,-119.498771,"1,054",Q3,Yes,1,23,Offer D,Yes,34.91,Yes,Yes,Fiber Optic,30,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.75,1849.95,0.0,0,802.93,2652.88,4,Stayed,0,3585,Yes
-Male,75,No,Yes,Yes,No,0,United States,California,Camp Nelson,93208,"36.057458, -118.591951",36.057458,-118.591951,191,Q3,Yes,7,20,,Yes,5.31,Yes,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.55,1899.65,0.0,0,106.2,2005.85,1,Churned,1,5604,Yes
-Female,21,Yes,No,Yes,No,0,United States,California,Camp Nelson,93208,"36.057458, -118.591951",36.057458,-118.591951,191,Q3,Yes,1,54,Offer B,Yes,2.18,Yes,Yes,Fiber Optic,71,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,110.35,5893.15,0.0,0,117.72,6010.87,1,Churned,1,6189,Yes
-Female,25,Yes,No,No,Yes,2,United States,California,Camp Nelson,93208,"36.057458, -118.591951",36.057458,-118.591951,191,Q3,No,0,18,Offer D,Yes,17.51,Yes,Yes,DSL,30,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,57.65,992.7,0.0,0,315.18,1307.88,3,Stayed,0,3425,No
-Female,36,No,No,Yes,Yes,1,United States,California,Camp Nelson,93208,"36.057458, -118.591951",36.057458,-118.591951,191,Q3,Yes,6,35,,No,0.0,No,Yes,DSL,30,No,No,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,40.9,1383.6,0.0,0,0.0,1383.6,3,Stayed,0,5691,Yes
-Female,69,No,Yes,No,No,0,United States,California,Delano,93215,"35.772244, -119.209689",35.772244,-119.209689,"37,280",Q3,No,0,2,,Yes,47.47,Yes,Yes,Fiber Optic,19,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,89.5,161.5,0.0,0,94.94,256.44,2,Churned,1,2065,No
-Female,24,Yes,No,Yes,No,0,United States,California,Delano,93215,"35.772244, -119.209689",35.772244,-119.209689,"37,280",Q3,Yes,1,48,Offer B,Yes,6.36,Yes,Yes,Fiber Optic,47,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,103.25,5037.55,0.0,0,305.28,5342.83,1,Churned,1,4736,Yes
-Female,19,Yes,No,No,No,0,United States,California,Delano,93215,"35.772244, -119.209689",35.772244,-119.209689,"37,280",Q3,No,0,72,,Yes,10.05,Yes,Yes,Fiber Optic,82,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,108.05,7806.6,0.0,0,723.6,8530.2,3,Stayed,0,5430,No
-Male,26,Yes,No,No,No,0,United States,California,Delano,93215,"35.772244, -119.209689",35.772244,-119.209689,"37,280",Q3,No,0,17,Offer D,Yes,35.88,No,Yes,Fiber Optic,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.8,1207.0,0.0,0,609.96,1816.96,5,Stayed,0,5420,No
-Female,74,No,Yes,No,No,0,United States,California,Fellows,93224,"35.215731, -119.57013",35.215731,-119.57013,626,Q3,No,0,8,,Yes,27.95,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.65,164.3,0.0,0,223.6,387.9,2,Churned,1,5432,No
-Male,32,No,No,Yes,No,0,United States,California,Fellows,93224,"35.215731, -119.57013",35.215731,-119.57013,626,Q3,Yes,1,16,,Yes,17.96,Yes,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.85,1284.2,0.0,0,287.36,1571.56,1,Churned,1,3226,Yes
-Female,30,No,No,No,No,0,United States,California,Fellows,93224,"35.215731, -119.57013",35.215731,-119.57013,626,Q3,No,0,3,Offer E,Yes,47.51,Yes,Yes,Fiber Optic,85,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.5,220.6,0.0,0,142.53,363.13,2,Churned,1,5948,No
-Female,53,No,No,No,No,0,United States,California,Fellows,93224,"35.215731, -119.57013",35.215731,-119.57013,626,Q3,No,0,3,Offer E,Yes,34.76,No,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.85,199.85,0.0,0,104.28,304.13,5,Joined,0,4764,No
-Male,76,No,Yes,No,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,No,0,52,,No,0.0,No,Yes,DSL,18,No,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,49.15,2550.9,0.0,30,0.0,2580.9,2,Churned,1,5597,No
-Female,65,No,Yes,Yes,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,Yes,2,15,,Yes,44.13,Yes,Yes,Fiber Optic,3,No,No,Yes,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,83.05,1258.3,0.0,110,661.95,2030.25,3,Churned,1,2596,Yes
-Female,79,No,Yes,No,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,No,0,21,,Yes,21.15,Yes,Yes,Fiber Optic,9,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.25,1973.75,0.0,0,444.15,2417.9,2,Churned,1,4819,No
-Male,80,No,Yes,Yes,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,Yes,3,25,Offer C,Yes,33.63,Yes,Yes,Fiber Optic,25,Yes,No,No,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,89.05,2177.45,0.0,0,840.75,3018.2,1,Churned,1,2673,Yes
-Male,75,No,Yes,Yes,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,Yes,10,59,,Yes,4.21,No,Yes,Fiber Optic,21,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,82.95,4903.15,0.0,0,248.39,5151.54,4,Stayed,0,5295,Yes
-Female,23,Yes,No,No,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,No,0,1,Offer E,Yes,32.86,Yes,Yes,Fiber Optic,58,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,75.05,75.05,0.0,0,32.86,107.91,2,Churned,1,4838,No
-Male,24,Yes,No,Yes,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,Yes,1,33,Offer C,Yes,41.8,No,Yes,Fiber Optic,41,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,95.8,3036.75,0.0,60,1379.4,4476.15,2,Churned,1,4161,Yes
-Male,42,No,No,No,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,No,0,2,,Yes,41.18,Yes,Yes,Fiber Optic,14,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,82.0,184.65,0.0,0,82.36,267.01,3,Churned,1,3051,No
-Female,62,No,No,No,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,No,0,5,Offer E,Yes,32.12,No,Yes,Fiber Optic,10,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.25,512.45,0.0,0,160.6,673.05,2,Churned,1,5056,No
-Male,24,Yes,No,No,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,No,0,1,,Yes,31.34,No,Yes,Fiber Optic,52,No,No,No,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.05,79.05,0.0,0,31.34,110.39,1,Churned,1,3555,No
-Female,31,No,No,No,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,No,0,4,Offer E,No,0.0,No,Yes,DSL,9,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.45,86.6,0.0,0,0.0,86.6,1,Churned,1,4909,No
-Female,47,No,No,No,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,No,0,4,Offer E,Yes,7.39,Yes,Yes,Fiber Optic,4,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.5,362.2,0.0,0,29.56,391.76,2,Churned,1,4554,No
-Female,64,No,No,Yes,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,Yes,1,40,Offer B,Yes,2.03,Yes,Yes,Fiber Optic,19,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.85,3303.05,0.0,0,81.2,3384.25,2,Churned,1,5764,Yes
-Male,49,No,No,Yes,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,Yes,1,22,,Yes,19.8,No,Yes,Cable,17,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,67.5,1544.05,0.0,0,435.6,1979.65,1,Churned,1,3378,Yes
-Female,25,Yes,No,No,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,No,0,1,,Yes,14.19,No,Yes,Fiber Optic,59,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.6,69.6,0.0,0,14.19,83.79,1,Churned,1,2412,No
-Female,38,No,No,Yes,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,Yes,5,55,,Yes,19.41,Yes,Yes,Fiber Optic,4,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,77.75,4458.15,0.0,0,1067.55,5525.7,2,Churned,1,4398,Yes
-Female,28,Yes,No,No,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,No,0,13,Offer D,Yes,17.02,Yes,Yes,Fiber Optic,41,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.65,1244.5,0.0,0,221.26,1465.76,1,Churned,1,2110,No
-Female,52,No,No,No,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,No,0,39,Offer C,Yes,34.74,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.45,3994.45,0.0,0,1354.86,5349.31,2,Churned,1,4811,No
-Male,23,Yes,No,No,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,No,0,1,,Yes,44.56,No,Yes,Fiber Optic,27,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.9,75.9,0.0,0,44.56,120.46,3,Churned,1,3389,No
-Male,32,No,No,Yes,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,Yes,2,72,Offer A,Yes,11.57,Yes,Yes,Fiber Optic,18,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,89.7,6588.95,0.0,0,833.04,7421.99,3,Stayed,0,6016,Yes
-Male,30,No,No,Yes,Yes,3,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,Yes,1,58,Offer B,Yes,43.75,Yes,Yes,Fiber Optic,69,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,94.7,5430.35,0.0,0,2537.5,7967.85,4,Stayed,0,5653,Yes
-Female,19,Yes,No,Yes,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,Yes,10,2,,Yes,4.65,No,Yes,Fiber Optic,53,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,90.35,190.5,0.0,0,9.3,199.8,3,Joined,0,5361,Yes
-Male,44,No,No,Yes,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,Yes,6,46,,Yes,4.72,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,20.2,845.6,0.0,0,217.12,1062.72,3,Stayed,0,2325,Yes
-Female,54,No,No,No,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,No,0,5,,Yes,37.97,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.55,99.6,0.0,0,189.85,289.45,4,Stayed,0,2575,No
-Female,21,Yes,No,Yes,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,Yes,2,72,Offer A,Yes,11.85,Yes,Yes,Fiber Optic,82,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,109.15,7789.6,0.0,0,853.2,8642.8,4,Stayed,0,4807,Yes
-Female,48,No,No,Yes,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,Yes,5,17,Offer D,No,0.0,No,Yes,DSL,23,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,35.65,646.05,0.0,0,0.0,646.05,3,Stayed,0,5977,Yes
-Male,47,No,No,No,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,No,0,3,,Yes,5.39,No,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,90.7,237.65,0.0,0,16.17,253.82,4,Joined,0,3953,No
-Female,41,No,No,Yes,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,Yes,4,70,,Yes,28.54,Yes,Yes,Fiber Optic,23,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.5,7752.05,0.0,0,1997.8,9749.85,4,Stayed,0,5979,Yes
-Male,31,No,No,No,No,0,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,No,0,67,,Yes,4.72,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.8,1311.3,0.0,0,316.24,1627.54,3,Stayed,0,4260,No
-Female,43,No,No,Yes,Yes,2,United States,California,Temecula,92592,"33.507255, -117.029473",33.507255,-117.029473,"46,171",Q3,Yes,2,71,,Yes,16.84,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.85,1326.35,0.0,0,1195.64,2521.99,4,Stayed,0,6342,Yes
-Male,69,No,Yes,No,No,0,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,No,0,2,,Yes,43.99,No,Yes,DSL,27,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.25,91.1,0.0,0,87.98,179.08,2,Churned,1,3475,No
-Male,72,No,Yes,Yes,No,0,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,Yes,1,33,,Yes,27.78,Yes,Yes,Fiber Optic,8,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.5,3105.55,0.0,0,916.74,4022.29,3,Churned,1,4333,Yes
-Female,69,No,Yes,No,No,0,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,No,0,30,,Yes,45.88,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,91.7,2758.15,0.0,0,1376.4,4134.55,1,Churned,1,2482,No
-Male,73,No,Yes,No,No,0,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,No,0,20,,Yes,44.44,Yes,Yes,Fiber Optic,13,No,No,Yes,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,98.55,1842.8,0.0,120,888.8,2851.6,3,Churned,1,5444,No
-Male,80,No,Yes,Yes,No,0,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,Yes,1,46,Offer B,Yes,5.36,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,101.0,4680.05,0.0,0,246.56,4926.61,1,Churned,1,2436,Yes
-Female,63,No,No,No,No,0,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,No,0,3,Offer E,Yes,26.52,Yes,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.1,270.7,0.0,0,79.56,350.26,3,Churned,1,4965,No
-Male,23,Yes,No,Yes,No,0,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,Yes,1,3,,Yes,13.54,No,Yes,Cable,51,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.15,168.15,0.0,0,40.62,208.77,1,Churned,1,3273,Yes
-Female,54,No,No,No,No,0,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,No,0,25,Offer C,Yes,26.81,No,Yes,Fiber Optic,12,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.85,2015.35,0.0,0,670.25,2685.6,2,Churned,1,4535,No
-Male,27,Yes,No,No,No,0,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,No,0,1,,Yes,38.44,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.55,19.55,0.0,0,38.44,57.99,2,Churned,1,3556,No
-Female,48,No,No,Yes,No,0,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,Yes,1,4,,Yes,4.14,Yes,Yes,Fiber Optic,30,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.95,381.3,0.0,0,16.56,397.86,3,Churned,1,5640,Yes
-Male,26,Yes,No,No,No,0,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,No,0,3,,Yes,36.48,No,Yes,DSL,59,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.35,141.5,0.0,0,109.44,250.94,3,Churned,1,2450,No
-Female,29,Yes,No,No,No,0,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,No,0,45,,Yes,4.48,Yes,Yes,Cable,51,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,87.25,3941.7,0.0,0,201.6,4143.3,1,Churned,1,5269,No
-Male,51,No,No,No,No,0,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,No,0,10,Offer D,Yes,27.57,Yes,Yes,Fiber Optic,13,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,98.55,1008.55,0.0,0,275.7,1284.25,1,Churned,1,3658,No
-Male,31,No,No,Yes,No,0,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,Yes,1,67,Offer A,Yes,30.75,No,Yes,Fiber Optic,5,Yes,Yes,No,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,90.6,6056.15,0.0,0,2060.25,8116.4,1,Churned,1,4394,Yes
-Female,28,Yes,No,Yes,No,0,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,Yes,1,2,Offer E,Yes,9.76,No,Yes,Cable,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.7,141.45,0.0,0,19.52,160.97,2,Churned,1,4559,Yes
-Male,23,Yes,No,Yes,Yes,2,United States,California,San Diego,92129,"32.961064, -117.134917",32.961064,-117.134917,"47,224",Q3,Yes,7,37,Offer C,No,0.0,No,Yes,Cable,52,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,40.2,1525.35,0.0,0,0.0,1525.35,4,Stayed,0,2308,Yes
-Female,65,No,Yes,No,No,0,United States,California,Biola,93606,"36.798882, -120.019511",36.798882,-120.019511,807,Q3,No,0,46,,Yes,2.37,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,110.0,4874.8,0.0,0,109.02,4983.82,1,Churned,1,2403,No
-Female,55,No,No,No,No,0,United States,California,Biola,93606,"36.798882, -120.019511",36.798882,-120.019511,807,Q3,No,0,9,Offer E,Yes,16.48,Yes,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.75,706.6,0.0,0,148.32,854.92,2,Churned,1,5003,No
-Male,54,No,No,No,No,0,United States,California,Biola,93606,"36.798882, -120.019511",36.798882,-120.019511,807,Q3,No,0,19,Offer D,Yes,2.19,Yes,Yes,Fiber Optic,18,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.95,1931.75,0.0,0,41.61,1973.36,1,Churned,1,3670,No
-Female,38,No,No,No,No,0,United States,California,Biola,93606,"36.798882, -120.019511",36.798882,-120.019511,807,Q3,No,0,7,,Yes,15.84,No,Yes,DSL,14,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,61.4,438.9,0.0,0,110.88,549.78,3,Stayed,0,2845,No
-Male,74,No,Yes,Yes,No,0,United States,California,Selma,93662,"36.545322, -119.642281",36.545322,-119.642281,"26,213",Q3,Yes,1,7,,Yes,21.91,Yes,Yes,Cable,11,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.6,644.35,0.0,0,153.37,797.72,3,Churned,1,3265,Yes
-Female,70,No,Yes,No,No,0,United States,California,Selma,93662,"36.545322, -119.642281",36.545322,-119.642281,"26,213",Q3,No,0,1,,Yes,31.13,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.65,69.65,0.0,0,31.13,100.78,3,Churned,1,4741,No
-Male,38,No,No,No,No,0,United States,California,Selma,93662,"36.545322, -119.642281",36.545322,-119.642281,"26,213",Q3,No,0,4,Offer E,Yes,30.07,No,Yes,Cable,29,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.55,220.75,0.0,0,120.28,341.03,3,Stayed,0,2124,No
-Female,33,No,No,No,No,0,United States,California,Selma,93662,"36.545322, -119.642281",36.545322,-119.642281,"26,213",Q3,No,0,10,,No,0.0,No,Yes,DSL,23,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,36.25,374.0,0.0,0,0.0,374.0,3,Stayed,0,4571,No
-Female,65,No,Yes,No,No,0,United States,California,Squaw Valley,93675,"36.719141, -119.202677",36.719141,-119.202677,"3,146",Q3,No,0,4,,Yes,36.93,No,Yes,Fiber Optic,18,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.85,292.8,0.0,0,147.72,440.52,3,Churned,1,5301,No
-Female,48,No,No,No,No,0,United States,California,Squaw Valley,93675,"36.719141, -119.202677",36.719141,-119.202677,"3,146",Q3,No,0,1,Offer E,Yes,22.97,No,Yes,Fiber Optic,23,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.45,85.45,0.0,0,22.97,108.42,2,Churned,1,4931,No
-Female,44,No,No,Yes,Yes,1,United States,California,Squaw Valley,93675,"36.719141, -119.202677",36.719141,-119.202677,"3,146",Q3,Yes,7,28,Offer C,Yes,26.28,Yes,Yes,Fiber Optic,19,No,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,90.45,2509.25,0.0,0,735.84,3245.09,3,Stayed,0,5823,Yes
-Female,27,Yes,No,Yes,Yes,3,United States,California,Squaw Valley,93675,"36.719141, -119.202677",36.719141,-119.202677,"3,146",Q3,No,0,40,,No,0.0,No,Yes,DSL,52,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.85,2036.55,0.0,0,0.0,2036.55,3,Stayed,0,2819,Yes
-Female,66,No,Yes,No,No,0,United States,California,Fresno,93706,"36.654614, -119.903674",36.654614,-119.903674,"35,790",Q3,No,0,55,,Yes,37.38,Yes,Yes,Fiber Optic,7,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,100.0,5509.3,0.0,100,2055.9,7665.2,3,Churned,1,5679,No
-Male,28,Yes,No,Yes,No,0,United States,California,Fresno,93706,"36.654614, -119.903674",36.654614,-119.903674,"35,790",Q3,Yes,1,13,,No,0.0,No,Yes,Cable,71,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,54.45,706.85,0.0,0,0.0,706.85,1,Churned,1,5212,Yes
-Male,60,No,No,No,No,0,United States,California,Fresno,93706,"36.654614, -119.903674",36.654614,-119.903674,"35,790",Q3,No,0,21,Offer D,Yes,15.89,Yes,Yes,Fiber Optic,3,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,103.85,2215.0,0.0,0,333.69,2548.69,3,Stayed,0,4520,No
-Female,37,No,No,Yes,Yes,2,United States,California,Fresno,93706,"36.654614, -119.903674",36.654614,-119.903674,"35,790",Q3,Yes,1,47,,No,0.0,No,Yes,DSL,25,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,60.0,2768.65,0.0,0,0.0,2768.65,3,Stayed,0,3248,Yes
-Male,71,No,Yes,Yes,No,0,United States,California,Jolon,93928,"35.930782, -121.189757",35.930782,-121.189757,254,Q3,Yes,1,20,,Yes,5.37,No,Yes,Fiber Optic,24,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.65,1463.5,0.0,0,107.4,1570.9,1,Churned,1,5849,Yes
-Female,72,No,Yes,No,No,0,United States,California,Jolon,93928,"35.930782, -121.189757",35.930782,-121.189757,254,Q3,No,0,25,,Yes,36.36,Yes,Yes,Fiber Optic,6,No,Yes,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.7,2187.55,23.33,0,909.0,3073.22,3,Churned,1,4078,No
-Male,79,No,Yes,No,No,0,United States,California,Jolon,93928,"35.930782, -121.189757",35.930782,-121.189757,254,Q3,No,0,32,,Yes,25.89,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.8,587.7,0.0,0,828.48,1416.18,4,Stayed,0,3836,No
-Male,47,No,No,No,No,0,United States,California,Jolon,93928,"35.930782, -121.189757",35.930782,-121.189757,254,Q3,No,0,65,Offer B,Yes,27.75,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,105.1,6631.85,0.0,0,1803.75,8435.6,3,Stayed,0,5649,No
-Male,65,No,Yes,No,No,0,United States,California,San Francisco,94102,"37.7795, -122.419233",37.7795,-122.419233,"28,998",Q3,No,0,9,,Yes,48.71,Yes,Yes,Fiber Optic,15,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.5,918.6,0.0,0,438.39,1356.99,1,Churned,1,4038,No
-Male,35,No,No,No,No,0,United States,California,San Francisco,94102,"37.7795, -122.419233",37.7795,-122.419233,"28,998",Q3,No,0,3,,Yes,20.37,No,Yes,Cable,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.45,141.7,0.0,0,61.11,202.81,5,Joined,0,3666,No
-Male,58,No,No,Yes,Yes,3,United States,California,San Francisco,94102,"37.7795, -122.419233",37.7795,-122.419233,"28,998",Q3,Yes,4,44,,Yes,46.54,No,Yes,DSL,52,No,Yes,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,54.9,2549.1,0.0,130,2047.76,4726.86,4,Stayed,0,4412,Yes
-Male,33,No,No,No,No,0,United States,California,San Francisco,94102,"37.7795, -122.419233",37.7795,-122.419233,"28,998",Q3,No,0,35,Offer C,Yes,4.24,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.25,677.9,0.0,0,148.4,826.3,4,Stayed,0,2682,No
-Male,69,No,Yes,No,No,0,United States,California,San Francisco,94108,"37.791998, -122.408653",37.791998,-122.408653,"13,723",Q3,No,0,10,,Yes,5.46,No,Yes,Fiber Optic,24,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,72.85,688.65,0.0,30,54.6,773.25,1,Churned,1,3189,No
-Male,42,No,No,No,No,0,United States,California,San Francisco,94108,"37.791998, -122.408653",37.791998,-122.408653,"13,723",Q3,No,0,4,Offer E,Yes,12.24,Yes,Yes,Fiber Optic,11,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,90.05,368.1,0.0,30,48.96,447.06,3,Churned,1,3212,No
-Male,33,No,No,Yes,Yes,4,United States,California,San Francisco,94108,"37.791998, -122.408653",37.791998,-122.408653,"13,723",Q3,Yes,9,66,Offer A,No,0.0,No,Yes,Cable,23,No,No,No,Yes,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,50.55,3364.55,0.0,110,0.0,3474.55,4,Stayed,0,4652,Yes
-Male,46,No,No,No,No,0,United States,California,San Francisco,94108,"37.791998, -122.408653",37.791998,-122.408653,"13,723",Q3,No,0,3,,Yes,35.59,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.65,68.35,0.0,0,106.77,175.12,5,Joined,0,4852,No
-Male,75,No,Yes,Yes,No,0,United States,California,San Francisco,94114,"37.758085, -122.434801",37.758085,-122.434801,"30,587",Q3,No,0,1,,Yes,36.92,Yes,Yes,Fiber Optic,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.55,73.55,0.0,0,36.92,110.47,2,Churned,1,4369,Yes
-Male,59,No,No,Yes,No,0,United States,California,San Francisco,94114,"37.758085, -122.434801",37.758085,-122.434801,"30,587",Q3,Yes,1,60,,Yes,35.22,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.75,5742.9,0.0,0,2113.2,7856.1,2,Churned,1,4129,Yes
-Male,43,No,No,No,No,0,United States,California,San Francisco,94114,"37.758085, -122.434801",37.758085,-122.434801,"30,587",Q3,No,0,24,,Yes,8.99,Yes,Yes,DSL,5,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,55.65,1400.55,0.0,60,215.76,1676.31,1,Churned,1,4126,No
-Female,64,No,No,No,No,0,United States,California,San Francisco,94114,"37.758085, -122.434801",37.758085,-122.434801,"30,587",Q3,No,0,48,,Yes,41.26,No,Yes,Fiber Optic,23,No,Yes,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,75.15,3772.65,0.0,0,1980.48,5753.13,4,Stayed,0,3345,No
-Female,75,No,Yes,No,No,0,United States,California,San Francisco,94130,"37.820894, -122.369725",37.820894,-122.369725,"1,458",Q3,No,0,3,,Yes,41.9,Yes,Yes,Fiber Optic,11,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.4,205.05,0.0,0,125.7,330.75,1,Churned,1,3501,No
-Female,70,No,Yes,Yes,No,0,United States,California,San Francisco,94130,"37.820894, -122.369725",37.820894,-122.369725,"1,458",Q3,Yes,1,31,Offer C,Yes,47.95,No,Yes,Fiber Optic,21,No,No,Yes,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,98.9,2911.3,0.0,0,1486.45,4397.75,2,Churned,1,4050,Yes
-Male,30,No,No,No,No,0,United States,California,San Francisco,94130,"37.820894, -122.369725",37.820894,-122.369725,"1,458",Q3,No,0,11,,Yes,38.88,No,Yes,Fiber Optic,30,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.5,791.75,0.0,0,427.68,1219.43,1,Churned,1,4509,No
-Female,40,No,No,Yes,Yes,1,United States,California,San Francisco,94130,"37.820894, -122.369725",37.820894,-122.369725,"1,458",Q3,Yes,8,14,Offer D,Yes,15.33,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.7,263.65,0.0,0,214.62,478.27,4,Stayed,0,2966,Yes
-Female,68,No,Yes,No,No,0,United States,California,Palo Alto,94304,"37.386978, -122.177746",37.386978,-122.177746,"1,723",Q3,No,0,4,,Yes,6.68,Yes,Yes,Cable,17,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.6,360.1,0.0,0,26.72,386.82,1,Churned,1,2467,No
-Male,65,No,Yes,Yes,No,0,United States,California,Palo Alto,94304,"37.386978, -122.177746",37.386978,-122.177746,"1,723",Q3,Yes,4,59,,No,0.0,No,Yes,Cable,23,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.25,2997.45,0.0,0,0.0,2997.45,4,Stayed,0,5546,Yes
-Male,52,No,No,No,No,0,United States,California,Palo Alto,94304,"37.386978, -122.177746",37.386978,-122.177746,"1,723",Q3,No,0,5,,Yes,14.26,No,Yes,DSL,26,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,70.05,346.4,0.0,0,71.3,417.7,1,Churned,1,4944,No
-Female,49,No,No,No,No,0,United States,California,Palo Alto,94304,"37.386978, -122.177746",37.386978,-122.177746,"1,723",Q3,No,0,37,,Yes,41.99,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.8,813.3,0.0,0,1553.63,2366.93,5,Stayed,0,5336,No
-Male,71,No,Yes,No,No,0,United States,California,Birds Landing,94512,"38.140719, -121.838298",38.140719,-121.838298,138,Q3,No,0,35,,Yes,20.83,Yes,Yes,Fiber Optic,19,No,No,Yes,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,99.05,3395.8,0.0,120,729.05,4244.85,1,Churned,1,2074,No
-Female,53,No,No,No,No,0,United States,California,Birds Landing,94512,"38.140719, -121.838298",38.140719,-121.838298,138,Q3,No,0,1,,Yes,1.15,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.1,70.1,0.0,0,1.15,71.25,4,Joined,0,2475,No
-Female,54,No,No,No,No,0,United States,California,Birds Landing,94512,"38.140719, -121.838298",38.140719,-121.838298,138,Q3,No,0,19,Offer D,Yes,36.88,Yes,Yes,DSL,27,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,56.1,1033.9,0.0,0,700.72,1734.62,3,Stayed,0,3367,No
-Female,25,Yes,No,No,No,0,United States,California,Birds Landing,94512,"38.140719, -121.838298",38.140719,-121.838298,138,Q3,No,0,70,Offer A,Yes,8.39,Yes,Yes,Fiber Optic,59,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,98.9,6838.6,0.0,0,587.3,7425.9,5,Stayed,0,5980,No
-Male,80,No,Yes,No,No,0,United States,California,Byron,94514,"37.83323, -121.601461",37.83323,-121.601461,"10,153",Q3,No,0,2,Offer E,Yes,26.62,No,Yes,DSL,11,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.95,85.15,0.0,0,53.24,138.39,2,Churned,1,5900,No
-Female,65,No,Yes,No,No,0,United States,California,Byron,94514,"37.83323, -121.601461",37.83323,-121.601461,"10,153",Q3,No,0,14,Offer D,Yes,16.36,Yes,Yes,Fiber Optic,6,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.95,1101.85,0.0,0,229.04,1330.89,1,Churned,1,5203,No
-Male,37,No,No,Yes,No,0,United States,California,Byron,94514,"37.83323, -121.601461",37.83323,-121.601461,"10,153",Q3,No,0,29,,Yes,28.37,Yes,Yes,Fiber Optic,12,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.45,2467.1,0.0,0,822.73,3289.83,1,Churned,1,2651,Yes
-Female,48,No,No,Yes,Yes,3,United States,California,Byron,94514,"37.83323, -121.601461",37.83323,-121.601461,"10,153",Q3,Yes,3,64,Offer B,Yes,39.37,Yes,Yes,Fiber Optic,53,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,111.45,7266.95,0.0,0,2519.68,9786.63,5,Stayed,0,5129,Yes
-Male,66,No,Yes,No,No,0,United States,California,Fremont,94539,"37.516791, -121.899117",37.516791,-121.899117,"46,917",Q3,No,0,8,,Yes,11.57,No,Yes,Fiber Optic,27,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,100.3,832.35,0.0,0,92.56,924.91,1,Churned,1,5084,No
-Female,24,Yes,No,No,No,0,United States,California,Fremont,94539,"37.516791, -121.899117",37.516791,-121.899117,"46,917",Q3,No,0,1,Offer E,Yes,5.36,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.6,19.6,0.0,0,5.36,24.96,2,Churned,1,4205,No
-Male,62,No,No,Yes,No,0,United States,California,Fremont,94539,"37.516791, -121.899117",37.516791,-121.899117,"46,917",Q3,Yes,1,17,Offer D,Yes,12.06,Yes,Yes,Fiber Optic,9,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,90.2,1454.15,0.0,0,205.02,1659.17,1,Churned,1,2026,Yes
-Female,20,Yes,No,No,No,0,United States,California,Fremont,94539,"37.516791, -121.899117",37.516791,-121.899117,"46,917",Q3,No,0,27,Offer C,Yes,48.91,No,Yes,DSL,59,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,78.2,2078.95,0.0,0,1320.57,3399.52,3,Stayed,0,2297,No
-Male,73,No,Yes,Yes,No,0,United States,California,Livermore,94550,"37.571748, -121.659562",37.571748,-121.659562,"75,929",Q3,Yes,2,44,,No,0.0,No,Yes,Cable,28,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.35,1359.7,0.0,0,0.0,1359.7,1,Churned,1,4829,Yes
-Male,68,No,Yes,Yes,No,0,United States,California,Livermore,94550,"37.571748, -121.659562",37.571748,-121.659562,"75,929",Q3,Yes,4,62,,Yes,4.76,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.1,5618.3,0.0,0,295.12,5913.42,4,Stayed,0,4415,Yes
-Male,32,No,No,No,No,0,United States,California,Livermore,94550,"37.571748, -121.659562",37.571748,-121.659562,"75,929",Q3,No,0,56,Offer B,Yes,37.15,Yes,Yes,Fiber Optic,13,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.4,4922.4,0.0,0,2080.4,7002.8,5,Stayed,0,4449,No
-Female,40,No,No,No,No,0,United States,California,Livermore,94550,"37.571748, -121.659562",37.571748,-121.659562,"75,929",Q3,No,0,6,,Yes,43.19,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.95,109.5,0.0,0,259.14,368.64,3,Stayed,0,5554,No
-Male,77,No,Yes,Yes,No,0,United States,California,Napa,94558,"38.489789, -122.27011",38.489789,-122.27011,"63,947",Q3,Yes,1,62,,Yes,7.11,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.75,6383.35,0.0,0,440.82,6824.17,1,Churned,1,5052,Yes
-Female,73,No,Yes,Yes,No,0,United States,California,Napa,94558,"38.489789, -122.27011",38.489789,-122.27011,"63,947",Q3,Yes,1,26,Offer C,Yes,9.28,Yes,Yes,Fiber Optic,26,No,Yes,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,93.85,2381.55,0.0,0,241.28,2622.83,2,Churned,1,2591,Yes
-Male,52,No,No,Yes,No,0,United States,California,Napa,94558,"38.489789, -122.27011",38.489789,-122.27011,"63,947",Q3,Yes,8,63,Offer B,Yes,12.96,Yes,Yes,Fiber Optic,7,Yes,No,No,Yes,No,No,No,No,Two Year,Yes,Credit Card,84.65,5377.8,0.0,20,816.48,6214.28,4,Stayed,0,4604,Yes
-Female,20,Yes,No,Yes,Yes,1,United States,California,Napa,94558,"38.489789, -122.27011",38.489789,-122.27011,"63,947",Q3,Yes,1,52,Offer B,Yes,44.79,Yes,Yes,Fiber Optic,52,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,101.25,5301.1,0.0,0,2329.08,7630.18,5,Stayed,0,5954,Yes
-Female,76,No,Yes,Yes,No,0,United States,California,Pleasanton,94566,"37.633361, -121.862395",37.633361,-121.862395,"36,669",Q3,Yes,1,33,,Yes,33.19,Yes,Yes,Cable,15,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.6,2656.5,0.0,0,1095.27,3751.77,2,Churned,1,3601,Yes
-Female,19,Yes,No,Yes,Yes,3,United States,California,Pleasanton,94566,"37.633361, -121.862395",37.633361,-121.862395,"36,669",Q3,Yes,5,36,,No,0.0,No,Yes,Cable,71,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,40.65,1547.35,0.0,0,0.0,1547.35,4,Stayed,0,2564,Yes
-Female,45,No,No,No,No,0,United States,California,Pleasanton,94566,"37.633361, -121.862395",37.633361,-121.862395,"36,669",Q3,No,0,54,Offer B,Yes,26.25,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.1,1079.45,0.0,0,1417.5,2496.95,5,Stayed,0,5755,No
-Female,41,No,No,No,No,0,United States,California,Pleasanton,94566,"37.633361, -121.862395",37.633361,-121.862395,"36,669",Q3,No,0,36,Offer C,No,0.0,No,Yes,Cable,2,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,34.85,1267.2,0.0,0,0.0,1267.2,4,Stayed,0,4452,No
-Female,65,No,Yes,No,No,0,United States,California,San Ramon,94583,"37.766556, -121.976784",37.766556,-121.976784,"44,078",Q3,No,0,4,Offer E,Yes,49.5,Yes,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.3,424.45,0.0,0,198.0,622.45,2,Churned,1,5419,No
-Female,44,No,No,Yes,No,0,United States,California,San Ramon,94583,"37.766556, -121.976784",37.766556,-121.976784,"44,078",Q3,Yes,5,64,Offer B,Yes,6.81,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.0,1584.8,0.0,0,435.84,2020.64,5,Stayed,0,5538,Yes
-Male,62,No,No,Yes,Yes,2,United States,California,San Ramon,94583,"37.766556, -121.976784",37.766556,-121.976784,"44,078",Q3,Yes,7,66,,Yes,31.53,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.75,1344.5,0.0,0,2080.98,3425.48,4,Stayed,0,4485,Yes
-Male,56,No,No,No,No,0,United States,California,San Ramon,94583,"37.766556, -121.976784",37.766556,-121.976784,"44,078",Q3,No,0,1,Offer E,Yes,38.05,No,Yes,Cable,14,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.7,50.7,0.0,0,38.05,88.75,3,Joined,0,3007,No
-Male,75,No,Yes,Yes,No,0,United States,California,Pleasanton,94588,"37.685052, -121.912061",37.685052,-121.912061,"28,568",Q3,Yes,1,27,,Yes,10.6,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.5,1893.95,0.0,0,286.2,2180.15,1,Churned,1,2377,Yes
-Male,66,No,Yes,Yes,No,0,United States,California,Pleasanton,94588,"37.685052, -121.912061",37.685052,-121.912061,"28,568",Q3,Yes,1,18,Offer D,Yes,4.98,No,Yes,Fiber Optic,18,No,No,No,No,No,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,78.55,1422.65,0.0,0,89.64,1512.29,3,Churned,1,3521,Yes
-Female,35,No,No,Yes,Yes,3,United States,California,Pleasanton,94588,"37.685052, -121.912061",37.685052,-121.912061,"28,568",Q3,Yes,9,70,Offer A,Yes,39.53,No,Yes,DSL,53,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,75.35,5437.75,0.0,0,2767.1,8204.85,3,Stayed,0,6477,Yes
-Female,44,No,No,Yes,No,0,United States,California,Pleasanton,94588,"37.685052, -121.912061",37.685052,-121.912061,"28,568",Q3,Yes,6,29,Offer C,Yes,49.96,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.55,521.8,0.0,0,1448.84,1970.64,3,Stayed,0,5758,Yes
-Male,75,No,Yes,No,No,0,United States,California,Berkeley,94704,"37.871416, -122.246597",37.871416,-122.246597,"21,205",Q3,No,0,8,Offer E,Yes,40.45,Yes,Yes,Fiber Optic,29,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,100.6,819.4,0.0,0,323.6,1143.0,1,Churned,1,5906,No
-Male,59,No,No,No,No,0,United States,California,Berkeley,94704,"37.871416, -122.246597",37.871416,-122.246597,"21,205",Q3,No,0,19,Offer D,Yes,20.26,No,Yes,Fiber Optic,25,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.25,1490.95,0.0,0,384.94,1875.89,1,Churned,1,3666,No
-Male,62,No,No,No,No,0,United States,California,Berkeley,94704,"37.871416, -122.246597",37.871416,-122.246597,"21,205",Q3,No,0,30,,Yes,24.57,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,19.7,625.05,0.0,0,737.1,1362.15,4,Stayed,0,3302,No
-Male,49,No,No,No,No,0,United States,California,Berkeley,94704,"37.871416, -122.246597",37.871416,-122.246597,"21,205",Q3,No,0,15,,Yes,5.54,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.8,304.6,0.0,0,83.1,387.7,4,Stayed,0,5753,No
-Female,68,No,Yes,Yes,No,0,United States,California,Berkeley,94707,"37.897753, -122.279391",37.897753,-122.279391,"11,889",Q3,Yes,1,3,Offer E,Yes,25.77,No,Yes,Fiber Optic,2,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,88.3,273.75,0.0,0,77.31,351.06,1,Churned,1,4486,Yes
-Male,63,No,No,Yes,No,0,United States,California,Berkeley,94707,"37.897753, -122.279391",37.897753,-122.279391,"11,889",Q3,Yes,6,46,Offer B,No,0.0,No,Yes,DSL,26,Yes,No,Yes,Yes,No,No,No,No,Two Year,No,Credit Card,40.4,1842.7,0.0,80,0.0,1922.7,3,Stayed,0,2519,Yes
-Male,47,No,No,Yes,No,0,United States,California,Berkeley,94707,"37.897753, -122.279391",37.897753,-122.279391,"11,889",Q3,Yes,4,31,Offer C,Yes,22.42,Yes,Yes,Fiber Optic,21,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,90.55,2929.75,0.0,0,695.02,3624.77,4,Stayed,0,5722,Yes
-Female,25,Yes,No,Yes,No,0,United States,California,Berkeley,94707,"37.897753, -122.279391",37.897753,-122.279391,"11,889",Q3,Yes,2,57,,Yes,6.63,Yes,Yes,Cable,27,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,74.6,4368.95,0.0,0,377.91,4746.86,4,Stayed,0,4546,Yes
-Female,71,No,Yes,No,No,0,United States,California,Berkeley,94710,"37.872902, -122.303708",37.872902,-122.303708,"8,157",Q3,No,0,8,Offer E,Yes,42.93,No,Yes,Fiber Optic,9,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,92.1,729.95,0.0,0,343.44,1073.39,1,Churned,1,5662,No
-Female,77,No,Yes,No,No,0,United States,California,Berkeley,94710,"37.872902, -122.303708",37.872902,-122.303708,"8,157",Q3,No,0,72,Offer A,Yes,14.12,Yes,Yes,Fiber Optic,23,Yes,Yes,No,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,110.1,7746.7,44.81,0,1016.64,8718.53,4,Stayed,0,5232,No
-Male,48,No,No,No,No,0,United States,California,Berkeley,94710,"37.872902, -122.303708",37.872902,-122.303708,"8,157",Q3,No,0,69,Offer A,Yes,44.57,Yes,Yes,Fiber Optic,28,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.2,7386.05,0.0,0,3075.33,10461.38,3,Stayed,0,6247,No
-Male,24,Yes,No,Yes,Yes,1,United States,California,Berkeley,94710,"37.872902, -122.303708",37.872902,-122.303708,"8,157",Q3,Yes,3,12,,Yes,49.7,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,21.05,262.05,0.0,0,596.4,858.45,4,Stayed,0,4843,Yes
-Male,74,No,Yes,No,No,0,United States,California,Greenbrae,94904,"37.946617, -122.563571",37.946617,-122.563571,"12,010",Q3,No,0,14,,Yes,11.31,No,Yes,Fiber Optic,24,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,No,Credit Card,90.45,1266.1,0.0,0,158.34,1424.44,3,Churned,1,4777,No
-Female,64,No,No,No,No,0,United States,California,Greenbrae,94904,"37.946617, -122.563571",37.946617,-122.563571,"12,010",Q3,No,0,22,Offer D,Yes,31.53,No,Yes,Cable,11,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.8,1049.05,0.0,0,693.66,1742.71,3,Stayed,0,4667,No
-Female,52,No,No,No,No,0,United States,California,Greenbrae,94904,"37.946617, -122.563571",37.946617,-122.563571,"12,010",Q3,No,0,68,,Yes,20.3,Yes,Yes,DSL,13,No,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,80.65,5330.2,0.0,90,1380.4,6800.6,3,Stayed,0,5914,No
-Male,29,Yes,No,No,No,0,United States,California,Greenbrae,94904,"37.946617, -122.563571",37.946617,-122.563571,"12,010",Q3,No,0,62,,Yes,14.17,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.85,1253.65,0.0,0,878.54,2132.19,5,Stayed,0,4278,No
-Male,77,No,Yes,No,No,0,United States,California,Forest Knolls,94933,"38.010092, -122.689442",38.010092,-122.689442,"1,025",Q3,No,0,12,,No,0.0,No,Yes,DSL,10,No,No,Yes,Yes,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,43.65,526.95,0.0,0,0.0,526.95,1,Churned,1,2437,No
-Male,62,No,No,No,No,0,United States,California,Forest Knolls,94933,"38.010092, -122.689442",38.010092,-122.689442,"1,025",Q3,No,0,1,Offer E,Yes,13.4,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.0,44.0,0.0,0,13.4,57.4,5,Joined,0,2785,No
-Male,47,No,No,No,No,0,United States,California,Forest Knolls,94933,"38.010092, -122.689442",38.010092,-122.689442,"1,025",Q3,No,0,59,,Yes,47.17,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.2,1192.3,0.0,0,2783.03,3975.33,4,Stayed,0,5216,No
-Male,45,No,No,Yes,Yes,1,United States,California,Forest Knolls,94933,"38.010092, -122.689442",38.010092,-122.689442,"1,025",Q3,Yes,2,23,Offer D,No,0.0,No,Yes,DSL,19,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.35,678.75,0.0,0,0.0,678.75,4,Stayed,0,4960,Yes
-Female,73,No,Yes,No,No,0,United States,California,Freedom,95019,"36.936228, -121.785559",36.936228,-121.785559,"4,753",Q3,No,0,13,,Yes,40.37,No,Yes,Fiber Optic,21,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.3,940.35,0.0,0,524.81,1465.16,1,Churned,1,2995,No
-Male,47,No,No,No,No,0,United States,California,Freedom,95019,"36.936228, -121.785559",36.936228,-121.785559,"4,753",Q3,No,0,64,,Yes,25.95,Yes,Yes,Fiber Optic,23,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,104.65,6889.8,0.0,0,1660.8,8550.6,4,Stayed,0,6443,No
-Male,45,No,No,No,No,0,United States,California,Freedom,95019,"36.936228, -121.785559",36.936228,-121.785559,"4,753",Q3,No,0,30,Offer C,Yes,17.26,Yes,Yes,Fiber Optic,19,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.4,2936.25,0.0,0,517.8,3454.05,3,Stayed,0,3778,No
-Female,33,No,No,No,No,0,United States,California,Freedom,95019,"36.936228, -121.785559",36.936228,-121.785559,"4,753",Q3,No,0,5,,Yes,34.8,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.95,109.6,0.0,0,174.0,283.6,3,Stayed,0,5252,No
-Female,68,No,Yes,No,No,0,United States,California,Gilroy,95020,"37.03889, -121.528955",37.03889,-121.528955,"49,968",Q3,No,0,11,,Yes,3.96,No,Yes,Fiber Optic,27,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,89.7,1047.7,0.0,0,43.56,1091.26,2,Churned,1,2202,No
-Female,77,No,Yes,Yes,No,0,United States,California,Gilroy,95020,"37.03889, -121.528955",37.03889,-121.528955,"49,968",Q3,Yes,1,37,,Yes,25.35,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,19.6,727.8,0.0,0,937.95,1665.75,4,Stayed,0,5730,Yes
-Female,30,No,No,Yes,Yes,1,United States,California,Gilroy,95020,"37.03889, -121.528955",37.03889,-121.528955,"49,968",Q3,Yes,10,43,,Yes,29.98,No,Yes,Cable,59,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,75.2,3254.35,0.0,0,1289.14,4543.49,3,Stayed,0,3976,Yes
-Male,21,Yes,No,Yes,Yes,3,United States,California,Gilroy,95020,"37.03889, -121.528955",37.03889,-121.528955,"49,968",Q3,Yes,9,22,Offer D,Yes,42.58,No,Yes,DSL,82,Yes,Yes,No,Yes,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,57.95,1271.8,0.0,0,936.76,2208.56,3,Stayed,0,5036,Yes
-Male,74,No,Yes,Yes,No,0,United States,California,Los Gatos,95030,"37.222842, -121.988727",37.222842,-121.988727,"13,290",Q3,Yes,1,17,,Yes,28.18,Yes,Yes,Cable,16,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,100.45,1622.45,0.0,0,479.06,2101.51,3,Churned,1,5508,Yes
-Female,58,No,No,No,No,0,United States,California,Los Gatos,95030,"37.222842, -121.988727",37.222842,-121.988727,"13,290",Q3,No,0,1,Offer E,Yes,26.53,No,Yes,DSL,30,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.4,44.4,0.0,0,26.53,70.93,2,Churned,1,3204,No
-Male,57,No,No,Yes,Yes,3,United States,California,Los Gatos,95030,"37.222842, -121.988727",37.222842,-121.988727,"13,290",Q3,Yes,10,1,,Yes,32.78,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.2,19.2,0.0,0,32.78,51.98,5,Joined,0,3007,Yes
-Female,43,No,No,No,Yes,1,United States,California,Los Gatos,95030,"37.222842, -121.988727",37.222842,-121.988727,"13,290",Q3,No,0,12,Offer D,Yes,26.13,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.6,893.0,0.0,0,313.56,1206.56,3,Stayed,0,3280,No
-Male,65,No,Yes,Yes,No,0,United States,California,San Jose,95128,"37.316146, -121.936285",37.316146,-121.936285,"32,804",Q3,Yes,1,39,,Yes,33.25,Yes,Yes,Fiber Optic,26,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.65,4284.8,0.0,0,1296.75,5581.55,3,Churned,1,4687,Yes
-Male,27,Yes,No,No,No,0,United States,California,San Jose,95128,"37.316146, -121.936285",37.316146,-121.936285,"32,804",Q3,No,0,10,,Yes,39.39,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.0,185.4,0.0,0,393.9,579.3,3,Stayed,0,2706,No
-Female,44,No,No,Yes,Yes,1,United States,California,San Jose,95128,"37.316146, -121.936285",37.316146,-121.936285,"32,804",Q3,Yes,3,70,Offer A,Yes,8.36,Yes,Yes,DSL,19,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,79.7,5743.3,0.0,0,585.2,6328.5,3,Stayed,0,4848,Yes
-Male,55,No,No,No,No,0,United States,California,San Jose,95128,"37.316146, -121.936285",37.316146,-121.936285,"32,804",Q3,No,0,1,,Yes,38.21,No,Yes,Cable,13,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.8,49.8,0.0,0,38.21,88.01,3,Joined,0,2978,No
-Female,73,No,Yes,Yes,No,0,United States,California,San Jose,95135,"37.28682, -121.723877",37.28682,-121.723877,"15,798",Q3,Yes,5,11,,Yes,17.25,Yes,Yes,Fiber Optic,27,No,No,Yes,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,104.05,1133.65,0.0,0,189.75,1323.4,3,Churned,1,4553,Yes
-Female,34,No,No,No,No,0,United States,California,San Jose,95135,"37.28682, -121.723877",37.28682,-121.723877,"15,798",Q3,No,0,4,Offer E,Yes,5.63,No,Yes,Fiber Optic,18,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.1,396.3,0.0,0,22.52,418.82,1,Churned,1,2895,No
-Female,37,No,No,No,No,0,United States,California,San Jose,95135,"37.28682, -121.723877",37.28682,-121.723877,"15,798",Q3,No,0,1,Offer E,Yes,13.01,No,Yes,Cable,4,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55.4,55.4,0.0,0,13.01,68.41,1,Churned,1,2294,No
-Female,52,No,No,No,Yes,3,United States,California,San Jose,95135,"37.28682, -121.723877",37.28682,-121.723877,"15,798",Q3,No,0,19,Offer D,Yes,36.48,No,Yes,DSL,20,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,60.6,1297.8,0.0,0,693.12,1990.92,3,Stayed,0,2463,No
-Female,74,No,Yes,Yes,No,0,United States,California,Glencoe,95232,"38.358464, -120.579304",38.358464,-120.579304,21,Q3,Yes,1,3,Offer E,Yes,3.29,No,Yes,Fiber Optic,9,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.4,224.05,0.0,0,9.87,233.92,2,Churned,1,3834,Yes
-Male,51,No,No,No,No,0,United States,California,Glencoe,95232,"38.358464, -120.579304",38.358464,-120.579304,21,Q3,No,0,1,Offer E,Yes,12.13,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.85,69.85,0.0,0,12.13,81.98,1,Churned,1,4548,No
-Female,40,No,No,Yes,Yes,3,United States,California,Glencoe,95232,"38.358464, -120.579304",38.358464,-120.579304,21,Q3,Yes,6,39,Offer C,Yes,15.91,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.75,757.95,0.0,0,620.49,1378.44,3,Stayed,0,3944,Yes
-Female,38,No,No,Yes,Yes,1,United States,California,Glencoe,95232,"38.358464, -120.579304",38.358464,-120.579304,21,Q3,Yes,3,72,,Yes,32.23,No,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,109.5,7854.9,0.0,0,2320.56,10175.46,3,Stayed,0,6419,Yes
-Male,80,No,Yes,No,No,0,United States,California,Columbia,95310,"38.085839, -120.37855",38.085839,-120.37855,"2,144",Q3,No,0,21,,Yes,34.62,No,Yes,DSL,14,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,60.05,1236.15,0.0,0,727.02,1963.17,1,Churned,1,4716,No
-Female,34,No,No,No,No,0,United States,California,Columbia,95310,"38.085839, -120.37855",38.085839,-120.37855,"2,144",Q3,No,0,5,Offer E,Yes,24.32,No,Yes,Cable,22,Yes,No,No,Yes,No,No,No,No,Month-to-Month,No,Credit Card,53.85,259.8,22.96,10,121.6,368.44,1,Churned,1,5435,No
-Female,25,Yes,No,No,No,0,United States,California,Columbia,95310,"38.085839, -120.37855",38.085839,-120.37855,"2,144",Q3,No,0,66,,Yes,21.37,No,Yes,DSL,30,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,61.15,4017.45,0.0,0,1410.42,5427.87,3,Stayed,0,5133,No
-Male,19,Yes,No,Yes,No,0,United States,California,Columbia,95310,"38.085839, -120.37855",38.085839,-120.37855,"2,144",Q3,Yes,1,66,Offer A,Yes,23.27,Yes,Yes,DSL,58,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,91.7,6075.9,0.0,0,1535.82,7611.72,3,Stayed,0,5453,Yes
-Female,76,No,Yes,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,16,,Yes,38.75,Yes,Yes,Fiber Optic,16,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.15,1529.2,0.0,0,620.0,2149.2,2,Churned,1,5913,No
-Male,71,No,Yes,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,10,Offer D,Yes,41.37,Yes,Yes,Fiber Optic,14,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.35,898.35,0.0,0,413.7,1312.05,1,Churned,1,5353,No
-Female,67,No,Yes,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,43,,Yes,31.83,No,Yes,Fiber Optic,10,Yes,Yes,No,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,108.15,4600.7,0.0,0,1368.69,5969.39,1,Churned,1,2833,No
-Female,80,No,Yes,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,1,,Yes,28.64,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71.0,71.0,0.0,0,28.64,99.64,3,Churned,1,5345,No
-Female,73,No,Yes,Yes,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,Yes,1,47,,Yes,26.95,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.55,3309.25,26.99,0,1266.65,4548.91,3,Churned,1,4457,Yes
-Male,79,No,Yes,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,1,,Yes,8.35,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.75,75.75,0.0,0,8.35,84.1,1,Churned,1,5571,No
-Male,75,No,Yes,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,31,,Yes,46.71,Yes,Yes,Fiber Optic,24,No,Yes,No,No,Yes,No,No,No,Two Year,Yes,Bank Withdrawal,90.7,2845.15,0.0,100,1448.01,4393.16,5,Stayed,0,3493,No
-Female,80,No,Yes,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,59,Offer B,Yes,25.57,Yes,Yes,Fiber Optic,5,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,89.75,5496.9,0.0,0,1508.63,7005.53,3,Stayed,0,5170,No
-Female,68,No,Yes,Yes,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,Yes,2,32,Offer C,Yes,2.17,Yes,Yes,Fiber Optic,11,No,No,Yes,No,No,No,No,Yes,Two Year,No,Mailed Check,79.3,2570.0,0.0,0,69.44,2639.44,3,Stayed,0,5242,Yes
-Female,78,No,Yes,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,18,Offer D,Yes,21.09,No,Yes,Fiber Optic,18,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,74.7,1294.6,0.0,20,379.62,1694.22,4,Stayed,0,3896,No
-Male,20,Yes,No,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,58,Offer B,Yes,44.5,Yes,Yes,Fiber Optic,47,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.25,6017.65,0.0,0,2581.0,8598.65,1,Churned,1,6105,No
-Female,41,No,No,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,62,Offer B,Yes,32.58,Yes,Yes,Fiber Optic,15,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.15,6413.65,0.0,0,2019.96,8433.61,3,Churned,1,5600,No
-Male,44,No,No,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,3,,Yes,38.38,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,76.95,228.4,0.0,10,115.14,353.54,2,Churned,1,4428,No
-Female,47,No,No,Yes,Yes,2,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,Yes,1,1,Offer E,Yes,9.73,No,Yes,DSL,29,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,50.45,50.45,0.0,0,9.73,60.18,2,Churned,1,2426,Yes
-Male,37,No,No,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,16,,Yes,11.96,Yes,Yes,Fiber Optic,18,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,89.05,1448.6,0.0,0,191.36,1639.96,3,Churned,1,5953,No
-Female,26,Yes,No,Yes,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,Yes,1,37,,Yes,36.29,Yes,Yes,Fiber Optic,27,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.5,3762.0,0.0,0,1342.73,5104.73,1,Churned,1,4233,Yes
-Male,19,Yes,No,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,3,,No,0.0,No,Yes,DSL,26,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,40.15,130.75,0.0,0,0.0,130.75,3,Churned,1,4710,No
-Male,58,No,No,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,2,Offer E,Yes,14.14,No,Yes,Fiber Optic,28,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.85,167.3,0.0,0,28.28,195.58,1,Churned,1,3273,No
-Male,27,Yes,No,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,1,,Yes,46.21,No,Yes,Fiber Optic,58,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.6,69.6,0.0,0,46.21,115.81,1,Churned,1,2072,No
-Female,30,No,No,Yes,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,52,,Yes,44.34,Yes,Yes,Fiber Optic,71,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,102.7,5138.1,0.0,0,2305.68,7443.78,3,Stayed,0,4044,Yes
-Male,46,No,No,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,29,,Yes,49.92,Yes,Yes,Fiber Optic,23,No,Yes,Yes,Yes,No,Yes,Yes,No,One Year,No,Credit Card,100.55,2830.45,0.0,100,1447.68,4378.13,5,Stayed,0,3055,No
-Female,31,No,No,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,10,Offer D,No,0.0,No,Yes,DSL,24,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,40.7,449.3,0.0,0,0.0,449.3,5,Stayed,0,2164,No
-Male,53,No,No,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,32,,Yes,6.2,Yes,Yes,Fiber Optic,25,Yes,No,No,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,87.65,2766.4,47.87,150,198.4,3066.93,3,Stayed,0,2426,No
-Female,19,Yes,No,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,14,Offer D,Yes,34.01,No,Yes,Cable,69,No,No,No,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,59.1,772.85,0.0,0,476.14,1248.99,4,Stayed,0,5718,No
-Male,61,No,No,No,Yes,1,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,1,,Yes,20.1,No,Yes,Cable,21,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,70.45,70.45,0.0,0,20.1,90.55,3,Joined,0,2706,No
-Male,20,Yes,No,Yes,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,Yes,9,71,,Yes,32.18,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,24.5,1816.2,0.0,0,2284.78,4100.98,4,Stayed,0,4058,Yes
-Female,35,No,No,Yes,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,Yes,5,61,,Yes,36.13,Yes,Yes,Fiber Optic,23,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,101.15,6383.9,0.0,0,2203.93,8587.83,3,Stayed,0,5177,Yes
-Male,33,No,No,Yes,Yes,3,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,Yes,8,17,Offer D,Yes,45.24,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.15,412.6,0.0,0,769.08,1181.68,3,Stayed,0,3931,Yes
-Male,19,Yes,No,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,67,Offer A,Yes,37.32,Yes,Yes,DSL,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,88.8,5903.15,0.0,0,2500.44,8403.59,3,Stayed,0,4081,No
-Female,60,No,No,Yes,Yes,1,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,Yes,10,51,Offer B,Yes,14.54,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.95,1028.75,0.0,0,741.54,1770.29,4,Stayed,0,4057,Yes
-Female,33,No,No,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,9,Offer E,Yes,39.19,No,Yes,Cable,20,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.5,530.05,0.0,0,352.71,882.76,5,Stayed,0,4011,No
-Male,52,No,No,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,1,Offer E,Yes,2.29,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.95,20.95,0.0,0,2.29,23.24,3,Joined,0,2285,No
-Female,56,No,No,Yes,Yes,3,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,Yes,8,72,,Yes,22.62,Yes,Yes,Cable,27,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,66.75,4760.3,0.0,0,1628.64,6388.94,3,Stayed,0,6063,Yes
-Female,28,Yes,No,Yes,Yes,2,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,Yes,1,58,Offer B,Yes,2.87,Yes,Yes,DSL,69,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,75.8,4415.75,0.0,0,166.46,4582.21,3,Stayed,0,4292,Yes
-Female,55,No,No,Yes,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,Yes,5,23,Offer D,Yes,1.39,No,Yes,DSL,18,No,No,No,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,60.0,1347.15,0.0,0,31.97,1379.12,4,Stayed,0,3835,Yes
-Male,29,Yes,No,Yes,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,Yes,1,61,,Yes,23.31,Yes,Yes,DSL,51,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,80.9,4932.5,0.0,0,1421.91,6354.41,3,Stayed,0,4161,Yes
-Female,50,No,No,Yes,Yes,2,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,Yes,1,68,Offer A,Yes,15.94,Yes,Yes,Fiber Optic,29,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,83.65,5733.4,46.99,0,1083.92,6770.33,4,Stayed,0,5958,Yes
-Female,57,No,No,No,No,0,United States,California,Escondido,92027,"33.141265, -116.967221",33.141265,-116.967221,"48,690",Q3,No,0,2,Offer E,Yes,6.85,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,20.05,39.25,0.0,0,13.7,52.95,3,Joined,0,5191,No
-Female,73,No,Yes,No,No,0,United States,California,Lakewood,90712,"33.840524, -118.148403",33.840524,-118.148403,"30,173",Q3,No,0,46,,Yes,6.13,No,Yes,Fiber Optic,30,No,Yes,No,No,Yes,Yes,No,Yes,One Year,No,Credit Card,95.25,4424.2,0.0,0,281.98,4706.18,2,Churned,1,3180,No
-Male,78,No,Yes,Yes,No,0,United States,California,Lakewood,90712,"33.840524, -118.148403",33.840524,-118.148403,"30,173",Q3,No,0,7,,Yes,9.7,Yes,Yes,Fiber Optic,17,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.7,673.1,0.0,0,67.9,741.0,1,Churned,1,3591,Yes
-Female,79,No,Yes,No,No,0,United States,California,Lakewood,90712,"33.840524, -118.148403",33.840524,-118.148403,"30,173",Q3,No,0,6,,Yes,47.35,Yes,Yes,Fiber Optic,29,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.25,560.6,0.0,0,284.1,844.7,3,Churned,1,3330,No
-Male,45,No,No,No,No,0,United States,California,Lakewood,90712,"33.840524, -118.148403",33.840524,-118.148403,"30,173",Q3,No,0,2,Offer E,Yes,46.84,No,Yes,DSL,3,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.35,81.25,0.0,0,93.68,174.93,3,Churned,1,2570,No
-Female,26,Yes,No,No,No,0,United States,California,Lakewood,90712,"33.840524, -118.148403",33.840524,-118.148403,"30,173",Q3,No,0,38,,Yes,17.66,No,Yes,Fiber Optic,41,No,Yes,Yes,Yes,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,84.25,3264.5,0.0,0,671.08,3935.58,2,Churned,1,2885,No
-Male,53,No,No,Yes,No,0,United States,California,Lakewood,90712,"33.840524, -118.148403",33.840524,-118.148403,"30,173",Q3,Yes,1,18,Offer D,Yes,31.49,Yes,Yes,Fiber Optic,20,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.7,1687.95,0.0,0,566.82,2254.77,1,Churned,1,2206,Yes
-Male,61,No,No,Yes,Yes,2,United States,California,Lakewood,90712,"33.840524, -118.148403",33.840524,-118.148403,"30,173",Q3,Yes,5,52,,Yes,16.53,No,Yes,DSL,12,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,79.2,4016.3,0.0,0,859.56,4875.86,4,Stayed,0,4509,Yes
-Female,70,No,Yes,Yes,No,0,United States,California,Fulton,95439,"38.493888, -122.777141",38.493888,-122.777141,476,Q3,Yes,1,68,Offer A,Yes,24.13,Yes,Yes,Fiber Optic,24,No,Yes,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.6,6127.6,0.0,0,1640.84,7768.44,1,Churned,1,5651,Yes
-Female,68,No,Yes,No,No,0,United States,California,Fulton,95439,"38.493888, -122.777141",38.493888,-122.777141,476,Q3,No,0,1,,No,0.0,No,Yes,Cable,9,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,25.7,25.7,0.0,0,0.0,25.7,1,Churned,1,4095,No
-Female,61,No,No,Yes,Yes,3,United States,California,Fulton,95439,"38.493888, -122.777141",38.493888,-122.777141,476,Q3,Yes,8,72,,No,0.0,No,Yes,DSL,22,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,63.8,4684.3,0.0,0,0.0,4684.3,4,Stayed,0,6107,Yes
-Male,51,No,No,No,No,0,United States,California,Fulton,95439,"38.493888, -122.777141",38.493888,-122.777141,476,Q3,No,0,34,,Yes,28.0,Yes,Yes,Fiber Optic,18,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.35,3540.65,0.0,0,952.0,4492.65,3,Stayed,0,5503,No
-Male,75,No,Yes,Yes,No,0,United States,California,Nice,95464,"39.12334, -122.838198",39.12334,-122.838198,"2,223",Q3,Yes,1,7,Offer E,Yes,13.63,No,Yes,Fiber Optic,27,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.5,676.7,0.0,0,95.41,772.11,2,Churned,1,3077,Yes
-Male,47,No,No,No,No,0,United States,California,Nice,95464,"39.12334, -122.838198",39.12334,-122.838198,"2,223",Q3,No,0,3,Offer E,Yes,40.79,No,Yes,DSL,29,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,49.15,169.05,0.0,10,122.37,301.42,1,Churned,1,5598,No
-Female,21,Yes,No,Yes,Yes,3,United States,California,Nice,95464,"39.12334, -122.838198",39.12334,-122.838198,"2,223",Q3,Yes,8,64,,Yes,37.47,Yes,Yes,Fiber Optic,69,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,92.85,5980.75,0.0,0,2398.08,8378.83,4,Stayed,0,5206,Yes
-Female,51,No,No,Yes,Yes,3,United States,California,Nice,95464,"39.12334, -122.838198",39.12334,-122.838198,"2,223",Q3,Yes,1,10,,Yes,18.62,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.15,220.8,0.0,0,186.2,407.0,5,Stayed,0,2836,Yes
-Male,74,No,Yes,Yes,No,0,United States,California,Alderpoint,95511,"40.166028, -123.584144",40.166028,-123.584144,261,Q3,Yes,1,15,,Yes,45.25,Yes,Yes,Cable,22,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.6,1345.55,0.0,0,678.75,2024.3,1,Churned,1,4981,Yes
-Male,34,No,No,No,No,0,United States,California,Alderpoint,95511,"40.166028, -123.584144",40.166028,-123.584144,261,Q3,No,0,51,Offer B,Yes,42.33,No,Yes,Fiber Optic,2,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.0,5038.15,0.0,0,2158.83,7196.98,5,Stayed,0,5787,No
-Male,48,No,No,No,No,0,United States,California,Alderpoint,95511,"40.166028, -123.584144",40.166028,-123.584144,261,Q3,No,0,55,,Yes,26.3,Yes,Yes,DSL,23,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,77.8,4323.35,0.0,0,1446.5,5769.85,5,Stayed,0,6483,No
-Female,58,No,No,No,No,0,United States,California,Alderpoint,95511,"40.166028, -123.584144",40.166028,-123.584144,261,Q3,No,0,13,Offer D,No,0.0,No,Yes,Cable,13,No,No,Yes,Yes,No,No,No,No,Two Year,No,Credit Card,35.4,450.4,0.0,100,0.0,550.4,3,Stayed,0,3239,No
-Male,76,No,Yes,No,No,0,United States,California,Bayside,95524,"40.825486, -124.049485",40.825486,-124.049485,"1,689",Q3,No,0,16,,Yes,19.18,Yes,Yes,Fiber Optic,22,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.6,1281.0,0.0,0,306.88,1587.88,3,Churned,1,2508,No
-Male,51,No,No,No,No,0,United States,California,Bayside,95524,"40.825486, -124.049485",40.825486,-124.049485,"1,689",Q3,No,0,22,,Yes,35.93,Yes,Yes,Fiber Optic,17,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.75,2095.0,0.0,0,790.46,2885.46,2,Churned,1,4152,No
-Female,33,No,No,No,Yes,2,United States,California,Bayside,95524,"40.825486, -124.049485",40.825486,-124.049485,"1,689",Q3,No,0,65,,No,0.0,No,Yes,DSL,25,No,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,45.25,2933.95,0.0,0,0.0,2933.95,5,Stayed,0,5712,No
-Male,30,No,No,No,No,0,United States,California,Bayside,95524,"40.825486, -124.049485",40.825486,-124.049485,"1,689",Q3,No,0,44,Offer B,Yes,48.95,No,Yes,Fiber Optic,59,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,100.1,4378.35,0.0,0,2153.8,6532.15,3,Stayed,0,4025,No
-Female,75,No,Yes,No,No,0,United States,California,Loleta,95551,"40.665952, -124.240051",40.665952,-124.240051,"1,447",Q3,No,0,1,Offer E,Yes,29.68,No,Yes,Cable,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.25,69.25,0.0,0,29.68,98.93,2,Churned,1,4371,No
-Male,54,No,No,No,No,0,United States,California,Loleta,95551,"40.665952, -124.240051",40.665952,-124.240051,"1,447",Q3,No,0,1,,Yes,8.02,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.5,19.5,0.0,0,8.02,27.52,5,Joined,0,3753,No
-Female,50,No,No,No,No,0,United States,California,Loleta,95551,"40.665952, -124.240051",40.665952,-124.240051,"1,447",Q3,No,0,13,Offer D,Yes,21.36,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.3,279.3,0.0,0,277.68,556.98,5,Stayed,0,5917,No
-Male,24,Yes,No,No,No,0,United States,California,Loleta,95551,"40.665952, -124.240051",40.665952,-124.240051,"1,447",Q3,No,0,6,Offer E,Yes,12.17,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.6,116.6,0.0,0,73.02,189.62,3,Stayed,0,4439,No
-Female,74,No,Yes,No,No,0,United States,California,Rio Dell,95562,"40.485849, -124.163234",40.485849,-124.163234,"3,284",Q3,No,0,1,,No,0.0,No,Yes,Cable,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.2,25.2,0.0,0,0.0,25.2,1,Churned,1,5688,No
-Female,32,No,No,No,No,0,United States,California,Rio Dell,95562,"40.485849, -124.163234",40.485849,-124.163234,"3,284",Q3,No,0,2,,Yes,41.37,Yes,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.55,166.3,0.0,0,82.74,249.04,2,Churned,1,4320,No
-Female,55,No,No,Yes,No,0,United States,California,Rio Dell,95562,"40.485849, -124.163234",40.485849,-124.163234,"3,284",Q3,Yes,2,71,Offer A,Yes,40.52,Yes,Yes,Fiber Optic,17,No,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,93.7,6585.35,0.0,0,2876.92,9462.27,3,Churned,1,4296,Yes
-Female,52,No,No,Yes,Yes,2,United States,California,Rio Dell,95562,"40.485849, -124.163234",40.485849,-124.163234,"3,284",Q3,Yes,3,55,Offer B,Yes,27.87,No,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,69.05,3842.6,0.0,0,1532.85,5375.45,3,Stayed,0,4318,Yes
-Female,73,No,Yes,No,No,0,United States,California,Davis,95618,"38.544002, -121.685559",38.544002,-121.685559,648,Q3,No,0,13,,Yes,19.03,Yes,Yes,Fiber Optic,24,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.05,1290.0,0.0,0,247.39,1537.39,1,Churned,1,2230,No
-Female,37,No,No,No,No,0,United States,California,Davis,95618,"38.544002, -121.685559",38.544002,-121.685559,648,Q3,No,0,2,,Yes,38.28,Yes,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,74.9,147.15,0.0,0,76.56,223.71,1,Churned,1,2078,No
-Male,25,Yes,No,Yes,Yes,2,United States,California,Davis,95618,"38.544002, -121.685559",38.544002,-121.685559,648,Q3,Yes,1,54,Offer B,Yes,24.59,Yes,Yes,DSL,52,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,65.65,3566.7,0.0,0,1327.86,4894.56,3,Stayed,0,5725,Yes
-Male,19,Yes,No,Yes,Yes,3,United States,California,Davis,95618,"38.544002, -121.685559",38.544002,-121.685559,648,Q3,Yes,8,63,Offer B,Yes,24.5,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.25,1573.05,0.0,0,1543.5,3116.55,5,Stayed,0,6245,Yes
-Female,69,No,Yes,No,No,0,United States,California,Folsom,95630,"38.672638, -121.147403",38.672638,-121.147403,"51,855",Q3,No,0,1,,Yes,20.06,No,Yes,Fiber Optic,24,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.2,79.2,0.0,0,20.06,99.26,3,Churned,1,4363,No
-Male,56,No,No,No,No,0,United States,California,Folsom,95630,"38.672638, -121.147403",38.672638,-121.147403,"51,855",Q3,No,0,43,Offer B,Yes,39.37,Yes,Yes,Fiber Optic,23,No,No,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,100.0,4211.55,0.0,140,1692.91,6044.46,1,Churned,1,4760,No
-Male,25,Yes,No,Yes,Yes,1,United States,California,Folsom,95630,"38.672638, -121.147403",38.672638,-121.147403,"51,855",Q3,Yes,10,72,Offer A,Yes,33.75,Yes,Yes,Cable,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,89.7,6339.3,0.0,0,2430.0,8769.3,3,Stayed,0,4193,Yes
-Male,50,No,No,No,No,0,United States,California,Folsom,95630,"38.672638, -121.147403",38.672638,-121.147403,"51,855",Q3,No,0,28,Offer C,Yes,13.69,No,Yes,Fiber Optic,12,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,91.25,2483.65,0.0,0,383.32,2866.97,5,Stayed,0,2886,No
-Female,75,No,Yes,Yes,No,0,United States,California,Madison,95653,"38.674276, -121.961866",38.674276,-121.961866,844,Q3,Yes,1,34,,Yes,2.88,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.25,3217.55,0.0,0,97.92,3315.47,1,Churned,1,3369,Yes
-Female,68,No,Yes,No,No,0,United States,California,Madison,95653,"38.674276, -121.961866",38.674276,-121.961866,844,Q3,No,0,2,Offer E,Yes,31.74,Yes,Yes,DSL,25,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,56.55,118.25,0.0,0,63.48,181.73,4,Joined,0,2069,No
-Male,29,Yes,No,No,Yes,1,United States,California,Madison,95653,"38.674276, -121.961866",38.674276,-121.961866,844,Q3,No,0,1,Offer E,Yes,6.35,No,Yes,DSL,76,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.9,49.9,0.0,0,6.35,56.25,5,Joined,0,3239,No
-Male,26,Yes,No,No,Yes,1,United States,California,Madison,95653,"38.674276, -121.961866",38.674276,-121.961866,844,Q3,No,0,52,,Yes,23.12,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.6,1334.5,0.0,0,1202.24,2536.74,3,Stayed,0,5662,No
-Female,65,No,Yes,No,No,0,United States,California,Pleasant Grove,95668,"38.833554, -121.498102",38.833554,-121.498102,901,Q3,No,0,4,,Yes,12.68,No,Yes,Fiber Optic,10,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.8,442.85,0.0,0,50.72,493.57,1,Churned,1,2268,No
-Male,39,No,No,Yes,No,0,United States,California,Pleasant Grove,95668,"38.833554, -121.498102",38.833554,-121.498102,901,Q3,Yes,5,65,Offer B,Yes,49.33,Yes,Yes,Fiber Optic,16,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,89.75,5769.6,18.72,0,3206.45,8957.33,1,Churned,1,6110,Yes
-Male,40,No,No,Yes,Yes,3,United States,California,Pleasant Grove,95668,"38.833554, -121.498102",38.833554,-121.498102,901,Q3,No,0,65,Offer B,Yes,39.52,Yes,Yes,Fiber Optic,57,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.1,6700.05,0.0,0,2568.8,9268.85,4,Stayed,0,4024,Yes
-Male,55,No,No,No,No,0,United States,California,Pleasant Grove,95668,"38.833554, -121.498102",38.833554,-121.498102,901,Q3,No,0,6,Offer E,Yes,29.52,No,Yes,Fiber Optic,28,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.95,494.95,0.0,0,177.12,672.07,3,Stayed,0,4093,No
-Female,77,No,Yes,No,No,0,United States,California,Sheridan,95681,"38.984756, -121.345074",38.984756,-121.345074,"1,219",Q3,No,0,2,,Yes,19.27,Yes,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,93.85,170.85,0.0,0,38.54,209.39,3,Churned,1,4193,No
-Male,68,No,Yes,Yes,No,0,United States,California,Sheridan,95681,"38.984756, -121.345074",38.984756,-121.345074,"1,219",Q3,Yes,3,24,,No,0.0,No,Yes,Cable,28,No,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,34.25,828.2,0.0,0,0.0,828.2,4,Stayed,0,2525,Yes
-Female,43,No,No,Yes,Yes,1,United States,California,Sheridan,95681,"38.984756, -121.345074",38.984756,-121.345074,"1,219",Q3,Yes,3,65,,Yes,28.46,Yes,Yes,Cable,14,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.45,5957.9,0.0,0,1849.9,7807.8,3,Stayed,0,5509,Yes
-Female,57,No,No,Yes,No,0,United States,California,Sheridan,95681,"38.984756, -121.345074",38.984756,-121.345074,"1,219",Q3,Yes,9,64,,Yes,23.29,No,Yes,DSL,25,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,68.3,4378.8,0.0,0,1490.56,5869.36,5,Stayed,0,5425,Yes
-Male,67,No,Yes,No,No,0,United States,California,Wheatland,95692,"39.043387, -121.409837",39.043387,-121.409837,"3,600",Q3,No,0,9,,Yes,30.8,Yes,Yes,Fiber Optic,18,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,84.4,732.5,0.0,0,277.2,1009.7,2,Churned,1,5745,No
-Male,58,No,No,No,No,0,United States,California,Wheatland,95692,"39.043387, -121.409837",39.043387,-121.409837,"3,600",Q3,No,0,1,Offer E,Yes,47.83,Yes,Yes,DSL,12,No,No,Yes,Yes,No,No,No,No,Month-to-Month,No,Mailed Check,62.05,62.05,0.0,10,47.83,119.88,2,Churned,1,2937,No
-Male,49,No,No,No,No,0,United States,California,Wheatland,95692,"39.043387, -121.409837",39.043387,-121.409837,"3,600",Q3,No,0,1,Offer E,No,0.0,No,Yes,Cable,19,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,44.65,44.65,0.0,0,0.0,44.65,1,Churned,1,3704,No
-Female,40,No,No,No,No,0,United States,California,Wheatland,95692,"39.043387, -121.409837",39.043387,-121.409837,"3,600",Q3,No,0,52,Offer B,No,0.0,No,Yes,DSL,19,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,58.75,3038.55,0.0,0,0.0,3038.55,4,Stayed,0,5122,No
-Female,78,No,Yes,No,No,0,United States,California,Rancho Cordova,95742,"38.591134, -121.161585",38.591134,-121.161585,299,Q3,No,0,5,,Yes,42.33,No,Yes,Fiber Optic,9,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.55,349.65,0.0,0,211.65,561.3,1,Churned,1,4028,No
-Male,36,No,No,Yes,No,0,United States,California,Rancho Cordova,95742,"38.591134, -121.161585",38.591134,-121.161585,299,Q3,Yes,1,41,Offer B,Yes,45.03,Yes,Yes,Fiber Optic,10,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,102.6,4213.35,2.93,0,1846.23,6056.65,1,Churned,1,2098,Yes
-Female,52,No,No,Yes,No,0,United States,California,Rancho Cordova,95742,"38.591134, -121.161585",38.591134,-121.161585,299,Q3,Yes,8,4,,Yes,44.73,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.5,79.05,0.0,0,178.92,257.97,5,Stayed,0,3233,Yes
-Male,34,No,No,Yes,No,0,United States,California,Rancho Cordova,95742,"38.591134, -121.161585",38.591134,-121.161585,299,Q3,Yes,9,56,Offer B,Yes,35.55,Yes,Yes,DSL,17,No,Yes,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,59.5,3389.25,0.0,0,1990.8,5380.05,5,Stayed,0,5477,Yes
-Male,65,No,Yes,No,No,0,United States,California,Canyon Dam,95923,"40.171312, -121.120605",40.171312,-121.120605,86,Q3,No,0,22,Offer D,Yes,40.18,Yes,Yes,Fiber Optic,8,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,96.7,2082.95,0.0,100,883.96,3066.91,1,Churned,1,4458,No
-Female,41,No,No,No,No,0,United States,California,Canyon Dam,95923,"40.171312, -121.120605",40.171312,-121.120605,86,Q3,No,0,1,Offer E,Yes,10.19,No,Yes,Fiber Optic,9,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,71.1,71.1,0.0,0,10.19,81.29,2,Churned,1,5824,No
-Female,28,Yes,No,Yes,Yes,2,United States,California,Canyon Dam,95923,"40.171312, -121.120605",40.171312,-121.120605,86,Q3,Yes,3,41,,Yes,20.41,Yes,Yes,Fiber Optic,59,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,109.1,4454.25,0.0,0,836.81,5291.06,5,Stayed,0,4854,Yes
-Female,25,Yes,No,Yes,Yes,3,United States,California,Canyon Dam,95923,"40.171312, -121.120605",40.171312,-121.120605,86,Q3,Yes,1,17,,Yes,20.23,No,Yes,DSL,69,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.35,920.5,0.0,0,343.91,1264.41,4,Stayed,0,5465,Yes
-Male,74,No,Yes,No,No,0,United States,California,Dobbins,95935,"39.381174, -121.21191",39.381174,-121.21191,614,Q3,No,0,19,Offer D,Yes,39.97,Yes,Yes,Fiber Optic,9,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.2,1775.8,0.0,0,759.43,2535.23,1,Churned,1,5683,No
-Male,34,No,No,No,No,0,United States,California,Dobbins,95935,"39.381174, -121.21191",39.381174,-121.21191,614,Q3,No,0,58,Offer B,Yes,41.14,Yes,Yes,Fiber Optic,25,No,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,104.65,6219.6,0.0,40,2386.12,8645.72,2,Churned,1,5411,No
-Male,24,Yes,No,No,No,0,United States,California,Dobbins,95935,"39.381174, -121.21191",39.381174,-121.21191,614,Q3,No,0,6,,Yes,27.54,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,18.95,110.15,0.0,0,165.24,275.39,4,Stayed,0,5920,No
-Female,59,No,No,Yes,No,0,United States,California,Dobbins,95935,"39.381174, -121.21191",39.381174,-121.21191,614,Q3,Yes,6,55,Offer B,Yes,24.93,No,Yes,Fiber Optic,17,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,94.75,5276.1,0.0,0,1371.15,6647.25,4,Stayed,0,6021,Yes
-Male,70,No,Yes,No,No,0,United States,California,Forest Ranch,95942,"40.077028, -121.494168",40.077028,-121.494168,"1,351",Q3,No,0,15,Offer D,Yes,46.38,Yes,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.65,1146.65,0.0,0,695.7,1842.35,3,Churned,1,2099,No
-Male,63,No,No,No,No,0,United States,California,Forest Ranch,95942,"40.077028, -121.494168",40.077028,-121.494168,"1,351",Q3,No,0,17,,No,0.0,No,Yes,Cable,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,25.65,440.2,0.0,0,0.0,440.2,3,Stayed,0,3090,No
-Female,55,No,No,No,No,0,United States,California,Forest Ranch,95942,"40.077028, -121.494168",40.077028,-121.494168,"1,351",Q3,No,0,28,,Yes,25.59,No,Yes,Cable,7,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.65,1517.5,0.0,0,716.52,2234.02,5,Stayed,0,3185,No
-Female,32,No,No,No,No,0,United States,California,Forest Ranch,95942,"40.077028, -121.494168",40.077028,-121.494168,"1,351",Q3,No,0,41,,Yes,7.83,Yes,Yes,Fiber Optic,19,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,81.3,3190.65,0.0,0,321.03,3511.68,4,Stayed,0,2299,No
-Male,69,No,Yes,No,No,0,United States,California,Grass Valley,95949,"39.099204, -121.137962",39.099204,-121.137962,"17,922",Q3,No,0,1,,Yes,11.34,Yes,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.7,74.7,0.0,0,11.34,86.04,1,Churned,1,3348,No
-Male,57,No,No,No,No,0,United States,California,Grass Valley,95949,"39.099204, -121.137962",39.099204,-121.137962,"17,922",Q3,No,0,9,Offer E,Yes,2.88,No,Yes,DSL,26,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,44.95,431.0,0.0,10,25.92,466.92,1,Churned,1,5023,No
-Female,60,No,No,Yes,No,0,United States,California,Grass Valley,95949,"39.099204, -121.137962",39.099204,-121.137962,"17,922",Q3,Yes,7,1,,Yes,6.64,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.3,20.3,0.0,0,6.64,26.94,5,Joined,0,4215,Yes
-Male,44,No,No,Yes,No,0,United States,California,Grass Valley,95949,"39.099204, -121.137962",39.099204,-121.137962,"17,922",Q3,Yes,1,49,Offer B,Yes,14.21,No,Yes,Fiber Optic,23,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,85.3,4297.95,0.0,0,696.29,4994.24,4,Stayed,0,4696,Yes
-Female,76,No,Yes,No,No,0,United States,California,Nevada City,95959,"39.333737, -120.858667",39.333737,-120.858667,"17,269",Q3,No,0,1,,No,0.0,No,Yes,DSL,26,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,25.8,25.8,0.0,20,0.0,45.8,1,Churned,1,3884,No
-Male,61,No,No,Yes,Yes,2,United States,California,Nevada City,95959,"39.333737, -120.858667",39.333737,-120.858667,"17,269",Q3,Yes,5,24,Offer C,Yes,40.81,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,20.25,439.75,0.0,0,979.44,1419.19,4,Stayed,0,3000,Yes
-Female,21,Yes,No,No,No,0,United States,California,Nevada City,95959,"39.333737, -120.858667",39.333737,-120.858667,"17,269",Q3,No,0,1,,Yes,1.5,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.9,19.9,0.0,0,1.5,21.4,5,Joined,0,5057,No
-Male,47,No,No,No,No,0,United States,California,Nevada City,95959,"39.333737, -120.858667",39.333737,-120.858667,"17,269",Q3,No,0,35,,Yes,17.2,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,21.45,705.45,0.0,0,602.0,1307.45,3,Stayed,0,3967,No
-Female,76,No,Yes,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,3,,Yes,30.14,No,Yes,DSL,6,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,45.0,127.1,0.0,10,90.42,227.52,3,Churned,1,4145,No
-Female,69,No,Yes,Yes,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,1,32,,Yes,33.74,Yes,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,93.2,2931.0,17.88,0,1079.68,3992.8,3,Churned,1,5247,Yes
-Female,68,No,Yes,Yes,Yes,3,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,1,4,Offer E,Yes,42.13,No,Yes,Cable,52,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,46.0,181.6,0.0,0,168.52,350.12,1,Churned,1,4797,Yes
-Female,73,No,Yes,Yes,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,5,27,Offer C,Yes,10.19,Yes,Yes,Fiber Optic,27,Yes,No,No,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,104.3,2867.75,0.0,0,275.13,3142.88,1,Churned,1,3444,Yes
-Female,73,No,Yes,Yes,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,1,1,,Yes,31.27,Yes,Yes,Fiber Optic,11,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,74.45,74.45,0.0,10,31.27,115.72,2,Churned,1,2394,Yes
-Male,75,No,Yes,Yes,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,4,,Yes,10.61,Yes,Yes,Fiber Optic,8,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,74.4,306.6,0.0,20,42.44,369.04,2,Churned,1,5839,Yes
-Female,68,No,Yes,Yes,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,9,11,Offer D,Yes,29.15,No,Yes,Fiber Optic,2,No,No,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,82.9,880.05,0.0,0,320.65,1200.7,4,Stayed,0,4413,Yes
-Female,67,No,Yes,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,7,,Yes,7.82,No,Yes,Cable,7,No,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,64.95,493.65,0.0,0,54.74,548.39,4,Stayed,0,4615,No
-Female,77,No,Yes,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,27,,Yes,2.97,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,86.45,2401.05,0.0,0,80.19,2481.24,4,Stayed,0,5990,No
-Male,68,No,Yes,Yes,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,6,55,,Yes,42.9,Yes,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74.0,4052.4,0.0,0,2359.5,6411.9,5,Stayed,0,4958,Yes
-Male,50,No,No,Yes,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,2,4,,Yes,9.67,No,Yes,Cable,22,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,50.05,179.35,0.0,0,38.68,218.03,2,Churned,1,3394,Yes
-Male,49,No,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,12,,Yes,11.12,No,Yes,DSL,14,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.4,518.9,0.0,0,133.44,652.34,3,Churned,1,2887,No
-Male,61,No,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,5,,Yes,31.09,No,Yes,Fiber Optic,11,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.1,453.4,0.0,0,155.45,608.85,1,Churned,1,4192,No
-Male,54,No,No,Yes,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,1,47,Offer B,Yes,7.62,Yes,Yes,Fiber Optic,20,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,109.55,5124.55,0.0,0,358.14,5482.69,2,Churned,1,5863,Yes
-Female,49,No,No,Yes,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,1,14,,Yes,29.18,Yes,Yes,Fiber Optic,19,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,87.25,1258.6,0.0,0,408.52,1667.12,2,Churned,1,4786,Yes
-Female,27,Yes,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,2,,Yes,24.83,Yes,Yes,Cable,52,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.4,106.55,0.0,0,49.66,156.21,1,Churned,1,5115,No
-Male,22,Yes,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,51,Offer B,Yes,44.77,Yes,Yes,Fiber Optic,58,Yes,Yes,No,No,Yes,No,Yes,Yes,One Year,Yes,Bank Withdrawal,94.8,4837.6,0.0,0,2283.27,7120.87,3,Churned,1,5074,No
-Male,38,No,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,51,,Yes,5.62,Yes,Yes,Fiber Optic,16,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,80.0,4242.35,0.0,0,286.62,4528.97,3,Churned,1,4769,No
-Female,33,No,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,7,Offer E,Yes,48.82,Yes,Yes,Cable,19,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,74.65,521.1,28.35,0,341.74,834.49,3,Churned,1,4612,No
-Male,33,No,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,1,Offer E,Yes,16.81,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.1,20.1,0.0,0,16.81,36.91,1,Churned,1,5747,No
-Female,41,No,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,4,Offer E,Yes,36.91,No,Yes,Fiber Optic,23,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.15,317.25,0.0,0,147.64,464.89,1,Churned,1,5762,No
-Male,63,No,No,Yes,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,1,1,Offer E,Yes,44.73,Yes,Yes,Fiber Optic,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.6,74.6,0.0,0,44.73,119.33,1,Churned,1,5861,Yes
-Female,36,No,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,4,,Yes,2.01,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.95,85.5,0.0,0,8.04,93.54,1,Churned,1,5822,No
-Female,54,No,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,5,Offer E,Yes,37.1,Yes,Yes,Cable,2,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,50.6,249.95,0.0,20,185.5,455.45,2,Churned,1,2353,No
-Male,37,No,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,10,,Yes,8.38,No,Yes,Fiber Optic,2,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.4,1081.45,0.0,0,83.8,1165.25,1,Churned,1,5035,No
-Male,46,No,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,2,,Yes,24.9,No,Yes,DSL,11,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,44.65,74.9,0.0,10,49.8,134.7,1,Churned,1,4655,No
-Male,48,No,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,3,,Yes,35.64,No,Yes,Cable,6,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.35,191.35,0.0,0,106.92,298.27,2,Churned,1,3520,No
-Female,20,Yes,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,5,,Yes,35.22,Yes,Yes,Fiber Optic,58,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,75.55,413.65,0.0,0,176.1,589.75,2,Churned,1,4600,No
-Female,31,No,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,9,Offer E,Yes,36.43,No,Yes,DSL,16,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,74.65,703.55,0.0,0,327.87,1031.42,1,Churned,1,5900,No
-Male,22,Yes,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,7,Offer E,Yes,30.61,Yes,Yes,Fiber Optic,59,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86.8,620.35,0.0,0,214.27,834.62,2,Churned,1,3780,No
-Male,56,No,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,22,Offer D,Yes,30.35,Yes,Yes,Fiber Optic,10,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,78.85,1600.25,0.0,50,667.7,2317.95,5,Stayed,0,2444,No
-Male,64,No,No,Yes,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,6,72,,Yes,23.27,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,114.1,8086.4,0.0,0,1675.44,9761.84,3,Stayed,0,4965,Yes
-Female,21,Yes,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,57,,Yes,36.14,No,Yes,Cable,48,No,Yes,Yes,Yes,Yes,No,Yes,Yes,Two Year,No,Mailed Check,69.75,3894.4,0.0,0,2059.98,5954.38,3,Stayed,0,4487,No
-Male,19,Yes,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,2,Offer E,Yes,43.56,No,Yes,Fiber Optic,52,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.75,144.8,0.0,0,87.12,231.92,3,Joined,0,4545,No
-Female,56,No,No,No,Yes,1,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,12,,Yes,17.85,Yes,Yes,Fiber Optic,19,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.05,966.55,0.0,0,214.2,1180.75,4,Stayed,0,4621,No
-Female,28,Yes,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,2,,Yes,13.89,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.7,39.85,0.0,0,27.78,67.63,4,Joined,0,2107,No
-Female,42,No,No,Yes,Yes,2,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,1,37,,Yes,31.83,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,26.45,911.6,0.0,0,1177.71,2089.31,4,Stayed,0,5359,Yes
-Female,63,No,No,Yes,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,1,51,Offer B,Yes,45.76,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,69.15,3649.6,0.0,110,2333.76,6093.36,4,Stayed,0,5187,Yes
-Male,55,No,No,No,Yes,3,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,33,Offer C,Yes,10.36,Yes,Yes,Fiber Optic,53,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.3,3275.15,0.0,0,341.88,3617.03,4,Stayed,0,3087,No
-Female,59,No,No,No,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,No,0,35,Offer C,No,0.0,No,Yes,Cable,12,No,No,Yes,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,33.45,1175.85,0.0,30,0.0,1205.85,5,Stayed,0,2553,No
-Male,38,No,No,Yes,Yes,1,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,2,70,Offer A,Yes,31.78,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.35,1458.1,35.44,0,2224.6,3647.26,5,Stayed,0,5748,Yes
-Female,23,Yes,No,Yes,Yes,1,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,10,49,,Yes,9.07,No,Yes,DSL,82,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,78.0,3824.2,0.0,0,444.43,4268.63,5,Stayed,0,4200,Yes
-Male,27,Yes,No,Yes,No,0,United States,California,Fallbrook,92028,"33.362575, -117.299644",33.362575,-117.299644,"42,239",Q3,Yes,1,71,Offer A,Yes,3.86,Yes,Yes,Fiber Optic,85,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,104.15,7365.3,0.0,0,274.06,7639.36,4,Stayed,0,5973,Yes
-Male,77,No,Yes,Yes,No,0,United States,California,Lewiston,96052,"40.704293, -122.803899",40.704293,-122.803899,"1,845",Q3,Yes,1,12,Offer D,Yes,6.97,No,Yes,Fiber Optic,19,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.45,950.2,0.0,0,83.64,1033.84,2,Churned,1,5374,Yes
-Male,65,No,Yes,No,No,0,United States,California,Lewiston,96052,"40.704293, -122.803899",40.704293,-122.803899,"1,845",Q3,No,0,8,Offer E,No,0.0,No,Yes,DSL,4,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,29.4,221.9,0.0,0,0.0,221.9,1,Churned,1,5971,No
-Male,26,Yes,No,No,No,0,United States,California,Lewiston,96052,"40.704293, -122.803899",40.704293,-122.803899,"1,845",Q3,No,0,35,,Yes,39.84,No,Yes,Fiber Optic,48,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,102.35,3626.1,0.0,0,1394.4,5020.5,3,Churned,1,2473,No
-Female,58,No,No,No,No,0,United States,California,Lewiston,96052,"40.704293, -122.803899",40.704293,-122.803899,"1,845",Q3,No,0,15,Offer D,Yes,8.97,No,Yes,Cable,2,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,84.45,1287.85,0.0,0,134.55,1422.4,3,Stayed,0,4653,No
-Male,74,No,Yes,No,No,0,United States,California,Palo Cedro,96073,"40.582399, -122.195512",40.582399,-122.195512,"4,931",Q3,No,0,2,,Yes,6.51,No,Yes,Fiber Optic,11,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.7,165.4,0.0,0,13.02,178.42,2,Churned,1,2803,No
-Female,21,Yes,No,No,No,0,United States,California,Palo Cedro,96073,"40.582399, -122.195512",40.582399,-122.195512,"4,931",Q3,No,0,4,,Yes,41.72,Yes,Yes,Fiber Optic,69,No,Yes,Yes,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,84.05,333.55,0.0,0,166.88,500.43,3,Churned,1,5552,No
-Female,42,No,No,No,No,0,United States,California,Palo Cedro,96073,"40.582399, -122.195512",40.582399,-122.195512,"4,931",Q3,No,0,72,,Yes,24.19,Yes,Yes,Fiber Optic,13,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,111.6,8012.75,0.0,0,1741.68,9754.43,5,Stayed,0,5425,No
-Female,20,Yes,No,Yes,No,0,United States,California,Palo Cedro,96073,"40.582399, -122.195512",40.582399,-122.195512,"4,931",Q3,Yes,5,63,Offer B,Yes,20.51,No,Yes,Fiber Optic,51,No,Yes,No,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,96.0,6109.75,0.0,30,1292.13,7431.88,3,Stayed,0,5016,Yes
-Male,77,No,Yes,No,No,0,United States,California,Round Mountain,96084,"40.923558, -122.059933",40.923558,-122.059933,459,Q3,No,0,1,,Yes,49.6,Yes,Yes,Fiber Optic,20,No,No,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,88.8,88.8,0.0,10,49.6,148.4,1,Churned,1,3106,No
-Male,58,No,No,Yes,Yes,3,United States,California,Round Mountain,96084,"40.923558, -122.059933",40.923558,-122.059933,459,Q3,Yes,10,17,,Yes,32.27,Yes,Yes,Cable,28,Yes,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,62.1,1096.65,0.0,0,548.59,1645.24,3,Stayed,0,3937,Yes
-Female,39,No,No,No,No,0,United States,California,Round Mountain,96084,"40.923558, -122.059933",40.923558,-122.059933,459,Q3,No,0,33,,Yes,49.69,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,107.55,3645.5,0.0,0,1639.77,5285.27,3,Stayed,0,4800,No
-Female,38,No,No,Yes,Yes,3,United States,California,Round Mountain,96084,"40.923558, -122.059933",40.923558,-122.059933,459,Q3,No,0,6,,Yes,30.01,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.0,105.5,0.0,0,180.06,285.56,5,Stayed,0,5518,Yes
-Male,76,No,Yes,Yes,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,Yes,1,13,Offer D,Yes,1.47,No,Yes,Fiber Optic,5,No,Yes,No,Yes,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.05,1169.35,0.0,0,19.11,1188.46,1,Churned,1,3861,Yes
-Female,77,No,Yes,No,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,No,0,23,Offer D,Yes,31.17,No,Yes,Fiber Optic,23,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.75,2293.6,0.0,0,716.91,3010.51,2,Churned,1,2740,No
-Female,80,No,Yes,Yes,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,Yes,1,17,Offer D,Yes,36.82,Yes,Yes,Fiber Optic,6,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.35,1463.45,0.0,0,625.94,2089.39,1,Churned,1,3209,Yes
-Male,68,No,Yes,No,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,No,0,17,,Yes,40.93,No,Yes,DSL,2,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.05,770.6,0.0,0,695.81,1466.41,1,Churned,1,3797,No
-Female,79,No,Yes,No,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,No,0,42,,Yes,9.53,Yes,Yes,Fiber Optic,17,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.65,3541.35,0.0,0,400.26,3941.61,2,Churned,1,4871,No
-Male,65,No,Yes,No,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,No,0,1,,Yes,42.3,No,Yes,Fiber Optic,16,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.1,79.1,0.0,0,42.3,121.4,3,Churned,1,5001,No
-Male,33,No,No,No,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,No,0,30,,Yes,30.06,No,Yes,Fiber Optic,19,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.25,2755.35,0.0,0,901.8,3657.15,2,Churned,1,5654,No
-Female,51,No,No,No,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,No,0,15,Offer D,Yes,47.57,Yes,Yes,DSL,26,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,64.65,994.55,0.0,0,713.55,1708.1,1,Churned,1,4780,No
-Male,34,No,No,Yes,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,Yes,1,67,Offer A,Yes,28.4,Yes,Yes,Cable,10,No,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,87.4,5918.8,0.0,0,1902.8,7821.6,2,Churned,1,4421,Yes
-Female,32,No,No,No,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,No,0,35,,Yes,19.07,Yes,Yes,Fiber Optic,17,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.45,3029.1,0.0,0,667.45,3696.55,1,Churned,1,5874,No
-Female,21,Yes,No,Yes,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,Yes,1,56,,Yes,19.16,Yes,Yes,Fiber Optic,48,No,Yes,No,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,98.25,5508.35,0.0,150,1072.96,6731.31,1,Churned,1,4886,Yes
-Female,46,No,No,Yes,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,Yes,1,9,Offer E,Yes,31.75,No,Yes,Fiber Optic,25,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.75,655.9,0.0,0,285.75,941.65,3,Churned,1,5105,Yes
-Male,55,No,No,No,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,No,0,48,,Yes,24.73,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,106.1,5082.8,0.0,0,1187.04,6269.84,1,Churned,1,5898,No
-Female,23,Yes,No,No,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,No,0,34,,Yes,7.99,Yes,Yes,Fiber Optic,76,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,109.8,3587.25,0.0,0,271.66,3858.91,1,Churned,1,3410,No
-Male,61,No,No,Yes,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,Yes,1,11,Offer D,Yes,13.33,No,Yes,Fiber Optic,19,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,79.5,868.5,0.0,50,146.63,1065.13,1,Churned,1,3469,Yes
-Female,30,No,No,No,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,No,0,1,Offer E,Yes,34.47,Yes,Yes,Fiber Optic,59,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,85.8,85.8,0.0,0,34.47,120.27,3,Churned,1,2850,No
-Female,31,No,No,No,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,No,0,4,,Yes,30.95,Yes,Yes,Fiber Optic,26,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,77.95,305.55,0.0,0,123.8,429.35,2,Churned,1,5365,No
-Male,62,No,No,No,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,No,0,1,Offer E,Yes,38.66,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.1,69.1,0.0,0,38.66,107.76,1,Churned,1,5795,No
-Male,62,No,No,No,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,No,0,1,Offer E,Yes,38.53,No,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,69.4,69.4,0.0,0,38.53,107.93,1,Churned,1,2847,No
-Female,63,No,No,Yes,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,Yes,1,30,,Yes,7.01,Yes,Yes,Fiber Optic,24,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,94.1,2804.45,0.0,0,210.3,3014.75,3,Churned,1,5255,Yes
-Female,52,No,No,No,No,0,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,No,0,61,,Yes,23.45,Yes,Yes,DSL,8,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,89.65,5308.7,0.0,0,1430.45,6739.15,3,Stayed,0,6149,No
-Male,54,No,No,No,Yes,2,United States,California,San Diego,92130,"32.957195, -117.202542",32.957195,-117.202542,"28,201",Q3,No,0,2,,Yes,14.88,Yes,Yes,DSL,12,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,60.95,134.6,0.0,0,29.76,164.36,4,Joined,0,3172,No
-Male,68,No,Yes,No,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,No,0,1,Offer E,Yes,39.78,No,Yes,Cable,12,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,50.15,50.15,0.0,0,39.78,89.93,2,Churned,1,3438,No
-Female,76,No,Yes,No,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,No,0,9,Offer E,Yes,12.91,Yes,Yes,Fiber Optic,21,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.45,762.5,0.0,0,116.19,878.69,3,Churned,1,3543,No
-Male,74,No,Yes,No,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,No,0,1,,Yes,3.84,Yes,Yes,Fiber Optic,13,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,76.45,76.45,0.0,10,3.84,90.29,3,Churned,1,3763,No
-Female,79,No,Yes,No,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,No,0,12,,Yes,34.01,Yes,Yes,Fiber Optic,18,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.3,1094.5,0.0,0,408.12,1502.62,2,Churned,1,4703,No
-Male,69,No,Yes,Yes,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,No,0,6,Offer E,Yes,47.9,No,Yes,Fiber Optic,6,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.75,573.75,0.0,0,287.4,861.15,3,Churned,1,5750,Yes
-Female,21,Yes,No,Yes,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,Yes,6,10,,Yes,9.41,No,Yes,Cable,69,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,55.2,528.35,0.0,0,94.1,622.45,1,Churned,1,5925,Yes
-Female,41,No,No,No,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,No,0,1,Offer E,Yes,22.11,No,Yes,DSL,18,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,45.8,45.8,0.0,10,22.11,77.91,1,Churned,1,5973,No
-Male,44,No,No,No,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,No,0,3,Offer E,No,0.0,No,Yes,DSL,21,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,36.85,108.7,0.0,0,0.0,108.7,1,Churned,1,5825,No
-Male,59,No,No,Yes,Yes,3,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,Yes,1,15,,Yes,31.14,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.0,288.05,0.0,0,467.1,755.15,1,Churned,1,4672,Yes
-Female,60,No,No,Yes,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,Yes,1,38,,Yes,19.08,Yes,Yes,Fiber Optic,4,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.0,4026.4,0.0,0,725.04,4751.44,1,Churned,1,2341,Yes
-Male,20,Yes,No,No,Yes,3,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,No,0,1,,No,0.0,No,Yes,Cable,51,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,25.3,25.3,0.0,10,0.0,35.3,2,Churned,1,5421,No
-Male,22,Yes,No,No,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,No,0,22,,Yes,33.53,No,Yes,DSL,59,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,55.15,1193.05,0.0,0,737.66,1930.71,3,Churned,1,5866,No
-Male,25,Yes,No,No,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,No,0,1,,Yes,4.11,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,20.1,20.1,0.0,0,4.11,24.21,1,Churned,1,4389,No
-Male,49,No,No,Yes,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,No,0,1,,Yes,4.99,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,69.9,69.9,0.0,0,4.99,74.89,1,Churned,1,2100,Yes
-Male,39,No,No,No,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,No,0,43,,Yes,49.64,Yes,Yes,Fiber Optic,27,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.4,4528.0,0.0,0,2134.52,6662.52,1,Churned,1,3370,No
-Male,34,No,No,No,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,No,0,1,,Yes,41.77,No,Yes,Fiber Optic,15,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.8,80.8,0.0,0,41.77,122.57,3,Churned,1,4424,No
-Male,44,No,No,No,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,No,0,2,,Yes,37.29,Yes,Yes,Cable,20,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,62.05,118.3,0.0,0,74.58,192.88,1,Churned,1,5344,No
-Male,63,No,No,Yes,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,Yes,2,33,,Yes,34.22,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.6,690.25,0.0,0,1129.26,1819.51,5,Stayed,0,5212,Yes
-Female,40,No,No,No,No,0,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,No,0,16,Offer D,Yes,22.3,No,Yes,Fiber Optic,28,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86.25,1340.1,0.0,0,356.8,1696.9,5,Stayed,0,3511,No
-Female,50,No,No,Yes,Yes,2,United States,California,San Diego,92121,"32.898613, -117.202937",32.898613,-117.202937,"4,258",Q3,Yes,6,70,Offer A,Yes,4.11,Yes,Yes,Cable,16,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,80.7,5617.95,0.0,0,287.7,5905.65,4,Stayed,0,4412,Yes
-Female,72,No,Yes,No,No,0,United States,California,Hermosa Beach,90254,"33.86532, -118.396336",33.86532,-118.396336,"18,693",Q3,No,0,1,Offer E,Yes,34.51,No,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.6,69.6,0.0,0,34.51,104.11,1,Churned,1,3438,No
-Female,78,No,Yes,Yes,No,0,United States,California,Hermosa Beach,90254,"33.86532, -118.396336",33.86532,-118.396336,"18,693",Q3,Yes,1,2,Offer E,Yes,17.73,Yes,Yes,Fiber Optic,18,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,79.2,172.85,0.0,0,35.46,208.31,3,Churned,1,4225,Yes
-Male,33,No,No,Yes,No,0,United States,California,Hermosa Beach,90254,"33.86532, -118.396336",33.86532,-118.396336,"18,693",Q3,Yes,4,6,,Yes,21.23,Yes,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.5,438.0,0.0,0,127.38,565.38,1,Churned,1,5838,Yes
-Female,48,No,No,Yes,No,0,United States,California,Hermosa Beach,90254,"33.86532, -118.396336",33.86532,-118.396336,"18,693",Q3,Yes,4,45,Offer B,Yes,22.49,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,25.9,1216.6,0.0,0,1012.05,2228.65,4,Stayed,0,5741,Yes
-Male,45,No,No,No,No,0,United States,California,Hermosa Beach,90254,"33.86532, -118.396336",33.86532,-118.396336,"18,693",Q3,No,0,20,Offer D,Yes,45.39,No,Yes,Fiber Optic,24,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,78.8,1641.3,0.0,0,907.8,2549.1,3,Stayed,0,2317,No
-Female,66,No,Yes,No,No,0,United States,California,Buena Park,90620,"33.845706, -118.012204",33.845706,-118.012204,"44,442",Q3,No,0,41,,Yes,27.95,Yes,Yes,Fiber Optic,23,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,113.2,4689.5,0.0,0,1145.95,5835.45,1,Churned,1,3380,No
-Female,74,No,Yes,No,No,0,United States,California,Buena Park,90620,"33.845706, -118.012204",33.845706,-118.012204,"44,442",Q3,No,0,2,Offer E,Yes,9.86,No,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.75,154.85,0.0,0,19.72,174.57,2,Churned,1,4407,No
-Female,53,No,No,No,No,0,United States,California,Buena Park,90620,"33.845706, -118.012204",33.845706,-118.012204,"44,442",Q3,No,0,41,,Yes,31.62,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.65,835.15,0.0,0,1296.42,2131.57,5,Stayed,0,5918,No
-Female,54,No,No,No,No,0,United States,California,Buena Park,90620,"33.845706, -118.012204",33.845706,-118.012204,"44,442",Q3,No,0,70,Offer A,No,0.0,No,Yes,DSL,13,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,58.35,4214.25,0.0,0,0.0,4214.25,3,Stayed,0,4093,No
-Female,25,Yes,No,No,Yes,1,United States,California,Buena Park,90620,"33.845706, -118.012204",33.845706,-118.012204,"44,442",Q3,No,0,49,,Yes,45.64,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.45,921.3,0.0,0,2236.36,3157.66,5,Stayed,0,4170,No
-Male,68,No,Yes,No,No,0,United States,California,Buena Park,90621,"33.874224, -117.993368",33.874224,-117.993368,"33,528",Q3,No,0,13,,Yes,26.11,No,Yes,Fiber Optic,4,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,90.5,1201.15,29.84,140,339.43,1650.74,1,Churned,1,5394,No
-Female,68,No,Yes,Yes,No,0,United States,California,Buena Park,90621,"33.874224, -117.993368",33.874224,-117.993368,"33,528",Q3,Yes,5,13,,No,0.0,No,Yes,DSL,9,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,45.3,528.45,0.0,0,0.0,528.45,4,Stayed,0,4118,Yes
-Male,47,No,No,No,Yes,2,United States,California,Buena Park,90621,"33.874224, -117.993368",33.874224,-117.993368,"33,528",Q3,No,0,1,,Yes,11.86,No,Yes,Cable,13,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.6,50.6,0.0,0,11.86,62.46,1,Churned,1,3677,No
-Male,33,No,No,Yes,Yes,1,United States,California,Buena Park,90621,"33.874224, -117.993368",33.874224,-117.993368,"33,528",Q3,Yes,1,27,Offer C,Yes,48.17,Yes,Yes,Fiber Optic,15,No,Yes,No,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,85.2,2151.6,0.0,30,1300.59,3482.19,3,Stayed,0,3796,Yes
-Female,33,No,No,Yes,Yes,3,United States,California,Buena Park,90621,"33.874224, -117.993368",33.874224,-117.993368,"33,528",Q3,Yes,10,42,,Yes,17.75,No,Yes,Fiber Optic,53,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92.15,3875.4,0.0,0,745.5,4620.9,5,Stayed,0,5697,Yes
-Male,69,No,Yes,Yes,No,0,United States,California,Long Beach,90813,"33.781086, -118.199049",33.781086,-118.199049,"63,136",Q3,Yes,1,32,,Yes,5.99,Yes,Yes,Fiber Optic,23,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.0,2642.05,49.57,0,191.68,2784.16,1,Churned,1,4584,Yes
-Male,37,No,No,Yes,No,0,United States,California,Long Beach,90813,"33.781086, -118.199049",33.781086,-118.199049,"63,136",Q3,Yes,3,22,,Yes,48.06,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.15,419.9,0.0,0,1057.32,1477.22,5,Stayed,0,2173,Yes
-Female,49,No,No,Yes,Yes,2,United States,California,Long Beach,90813,"33.781086, -118.199049",33.781086,-118.199049,"63,136",Q3,Yes,9,55,Offer B,Yes,36.41,No,Yes,DSL,14,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55.7,3131.8,34.16,0,2002.55,5100.19,3,Stayed,0,4149,Yes
-Female,23,Yes,No,Yes,Yes,2,United States,California,Long Beach,90813,"33.781086, -118.199049",33.781086,-118.199049,"63,136",Q3,Yes,2,71,Offer A,Yes,4.32,Yes,Yes,Fiber Optic,41,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,113.65,8166.8,0.0,0,306.72,8473.52,4,Stayed,0,6208,Yes
-Female,55,No,No,Yes,Yes,1,United States,California,Long Beach,90813,"33.781086, -118.199049",33.781086,-118.199049,"63,136",Q3,Yes,5,69,,Yes,20.98,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,25.6,1673.4,28.09,0,1447.62,3092.93,4,Stayed,0,6053,Yes
-Male,76,No,Yes,Yes,No,0,United States,California,South Pasadena,91030,"34.110444, -118.156957",34.110444,-118.156957,"23,984",Q3,Yes,1,32,,Yes,49.6,Yes,Yes,Fiber Optic,10,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,85.3,2661.1,0.0,0,1587.2,4248.3,1,Churned,1,2712,Yes
-Male,54,No,No,Yes,No,0,United States,California,South Pasadena,91030,"34.110444, -118.156957",34.110444,-118.156957,"23,984",Q3,Yes,1,42,,Yes,2.41,Yes,Yes,Fiber Optic,21,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.15,4512.7,0.0,0,101.22,4613.92,1,Churned,1,2265,Yes
-Female,64,No,No,Yes,No,0,United States,California,South Pasadena,91030,"34.110444, -118.156957",34.110444,-118.156957,"23,984",Q3,Yes,1,11,Offer D,Yes,25.67,Yes,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.0,1078.9,0.0,0,282.37,1361.27,1,Churned,1,2120,Yes
-Female,59,No,No,Yes,Yes,2,United States,California,South Pasadena,91030,"34.110444, -118.156957",34.110444,-118.156957,"23,984",Q3,Yes,3,16,Offer D,Yes,45.54,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.4,321.4,0.0,0,728.64,1050.04,4,Stayed,0,3990,Yes
-Male,22,Yes,No,Yes,No,0,United States,California,South Pasadena,91030,"34.110444, -118.156957",34.110444,-118.156957,"23,984",Q3,Yes,5,3,,No,0.0,No,Yes,DSL,41,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,29.9,92.25,0.0,0,0.0,92.25,3,Joined,0,4416,Yes
-Male,70,No,Yes,Yes,No,0,United States,California,Glendale,91202,"34.167926, -118.267539",34.167926,-118.267539,"21,990",Q3,Yes,1,57,,No,0.0,No,Yes,Cable,3,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,44.85,2572.95,12.07,0,0.0,2560.88,2,Churned,1,5172,Yes
-Female,76,No,Yes,Yes,No,0,United States,California,Glendale,91202,"34.167926, -118.267539",34.167926,-118.267539,"21,990",Q3,No,0,38,,Yes,3.42,No,Yes,Fiber Optic,15,Yes,No,No,No,No,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,83.45,3147.15,24.98,0,129.96,3252.13,3,Stayed,0,2768,Yes
-Male,73,No,Yes,No,No,0,United States,California,Glendale,91202,"34.167926, -118.267539",34.167926,-118.267539,"21,990",Q3,No,0,2,,Yes,15.19,Yes,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,72.6,154.3,0.0,0,30.38,184.68,3,Joined,0,5098,No
-Female,54,No,No,No,No,0,United States,California,Glendale,91202,"34.167926, -118.267539",34.167926,-118.267539,"21,990",Q3,No,0,1,Offer E,No,0.0,No,Yes,DSL,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,29.95,29.95,0.0,0,0.0,29.95,1,Churned,1,4534,No
-Male,55,No,No,No,Yes,3,United States,California,Glendale,91202,"34.167926, -118.267539",34.167926,-118.267539,"21,990",Q3,No,0,25,,Yes,3.07,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.8,460.2,21.81,0,76.75,515.14,5,Stayed,0,3274,No
-Male,71,No,Yes,No,No,0,United States,California,Glendale,91204,"34.136306, -118.26036",34.136306,-118.26036,"17,015",Q3,No,0,1,Offer E,Yes,15.28,No,Yes,Cable,14,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.1,45.1,0.0,0,15.28,60.38,2,Churned,1,4499,No
-Male,67,No,Yes,No,No,0,United States,California,Glendale,91204,"34.136306, -118.26036",34.136306,-118.26036,"17,015",Q3,No,0,71,,Yes,34.8,Yes,Yes,Fiber Optic,21,No,Yes,No,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,106.8,7623.2,0.0,0,2470.8,10094.0,3,Stayed,0,6423,No
-Male,51,No,No,No,Yes,2,United States,California,Glendale,91204,"34.136306, -118.26036",34.136306,-118.26036,"17,015",Q3,No,0,8,Offer E,Yes,25.73,Yes,Yes,Fiber Optic,19,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,84.5,662.65,33.21,0,205.84,835.28,2,Churned,1,2152,No
-Male,51,No,No,No,No,0,United States,California,Glendale,91204,"34.136306, -118.26036",34.136306,-118.26036,"17,015",Q3,No,0,47,Offer B,Yes,40.25,Yes,Yes,Fiber Optic,20,Yes,Yes,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,94.8,4535.85,3.34,0,1891.75,6424.26,4,Stayed,0,5022,No
-Female,53,No,No,No,No,0,United States,California,Glendale,91204,"34.136306, -118.26036",34.136306,-118.26036,"17,015",Q3,No,0,67,,Yes,16.72,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,25.6,1790.35,46.06,0,1120.24,2864.53,3,Stayed,0,5183,No
-Male,75,No,Yes,No,No,0,United States,California,Reseda,91335,"34.200175, -118.540958",34.200175,-118.540958,"68,018",Q3,No,0,1,Offer E,No,0.0,No,Yes,DSL,26,No,Yes,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,43.3,43.3,0.0,0,0.0,43.3,3,Churned,1,4972,No
-Male,56,No,No,No,No,0,United States,California,Reseda,91335,"34.200175, -118.540958",34.200175,-118.540958,"68,018",Q3,No,0,15,,No,0.0,No,Yes,DSL,29,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,29.7,438.25,0.0,90,0.0,528.25,1,Churned,1,5518,No
-Male,55,No,No,Yes,Yes,3,United States,California,Reseda,91335,"34.200175, -118.540958",34.200175,-118.540958,"68,018",Q3,Yes,3,71,Offer A,Yes,25.02,Yes,Yes,Fiber Optic,53,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,105.55,7405.5,0.0,0,1776.42,9181.92,3,Stayed,0,5010,Yes
-Male,29,Yes,No,No,No,0,United States,California,Reseda,91335,"34.200175, -118.540958",34.200175,-118.540958,"68,018",Q3,No,0,19,,Yes,11.42,Yes,Yes,Fiber Optic,41,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.75,1651.95,49.38,0,216.98,1819.55,4,Stayed,0,5157,No
-Male,25,Yes,No,No,No,0,United States,California,Reseda,91335,"34.200175, -118.540958",34.200175,-118.540958,"68,018",Q3,No,0,72,Offer A,Yes,29.29,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.75,1777.6,0.0,0,2108.88,3886.48,5,Stayed,0,5398,No
-Female,67,No,Yes,No,No,0,United States,California,Sylmar,91342,"34.321621, -118.399841",34.321621,-118.399841,"81,986",Q3,No,0,38,,Yes,26.1,No,Yes,DSL,27,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,57.15,2250.65,0.0,0,991.8,3242.45,1,Churned,1,3110,No
-Female,80,No,Yes,No,No,0,United States,California,Sylmar,91342,"34.321621, -118.399841",34.321621,-118.399841,"81,986",Q3,No,0,45,,Yes,4.14,No,Yes,Fiber Optic,20,Yes,Yes,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,85.7,3778.1,0.0,50,186.3,4014.4,4,Stayed,0,5397,No
-Male,41,No,No,No,No,0,United States,California,Sylmar,91342,"34.321621, -118.399841",34.321621,-118.399841,"81,986",Q3,No,0,44,Offer B,Yes,1.7,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,68.85,2958.95,0.0,0,74.8,3033.75,3,Stayed,0,2053,No
-Female,28,Yes,No,No,No,0,United States,California,Sylmar,91342,"34.321621, -118.399841",34.321621,-118.399841,"81,986",Q3,No,0,70,Offer A,Yes,17.32,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,113.65,7939.25,0.0,0,1212.4,9151.65,4,Stayed,0,6424,No
-Female,43,No,No,No,No,0,United States,California,Sylmar,91342,"34.321621, -118.399841",34.321621,-118.399841,"81,986",Q3,No,0,1,,Yes,24.41,No,Yes,Fiber Optic,4,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.35,74.35,0.0,0,24.41,98.76,4,Joined,0,4237,No
-Female,65,No,Yes,Yes,No,0,United States,California,Burbank,91502,"34.177267, -118.31003",34.177267,-118.31003,"11,517",Q3,Yes,1,35,,Yes,15.98,Yes,Yes,Cable,22,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,100.5,3653.35,0.0,0,559.3,4212.65,1,Churned,1,4745,Yes
-Female,78,No,Yes,No,No,0,United States,California,Burbank,91502,"34.177267, -118.31003",34.177267,-118.31003,"11,517",Q3,No,0,41,Offer B,Yes,6.33,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,104.4,4133.95,0.0,0,259.53,4393.48,5,Stayed,0,4477,No
-Female,45,No,No,No,No,0,United States,California,Burbank,91502,"34.177267, -118.31003",34.177267,-118.31003,"11,517",Q3,No,0,11,,Yes,48.64,Yes,Yes,Fiber Optic,28,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.75,1129.75,0.0,0,535.04,1664.79,2,Churned,1,2229,No
-Male,64,No,No,No,No,0,United States,California,Burbank,91502,"34.177267, -118.31003",34.177267,-118.31003,"11,517",Q3,No,0,50,Offer B,Yes,40.83,No,Yes,Fiber Optic,21,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,93.5,4747.5,0.0,0,2041.5,6789.0,4,Stayed,0,6367,No
-Male,53,No,No,Yes,Yes,1,United States,California,Burbank,91502,"34.177267, -118.31003",34.177267,-118.31003,"11,517",Q3,Yes,1,64,,Yes,13.73,Yes,Yes,Fiber Optic,12,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,109.2,6741.15,17.3,0,878.72,7602.57,4,Stayed,0,5543,Yes
-Female,80,No,Yes,No,No,0,United States,California,North Hollywood,91606,"34.187599, -118.387125",34.187599,-118.387125,"45,358",Q3,No,0,1,Offer E,Yes,15.24,No,Yes,DSL,14,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.1,45.1,0.0,0,15.24,60.34,1,Churned,1,2740,No
-Male,40,No,No,No,No,0,United States,California,North Hollywood,91606,"34.187599, -118.387125",34.187599,-118.387125,"45,358",Q3,No,0,16,Offer D,Yes,40.17,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,19.75,284.35,0.0,0,642.72,927.07,5,Stayed,0,4272,No
-Male,59,No,No,Yes,No,0,United States,California,North Hollywood,91606,"34.187599, -118.387125",34.187599,-118.387125,"45,358",Q3,Yes,5,72,,Yes,6.15,Yes,Yes,Fiber Optic,5,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,105.6,7581.5,0.0,0,442.8,8024.3,3,Stayed,0,5981,Yes
-Male,32,No,No,No,No,0,United States,California,North Hollywood,91606,"34.187599, -118.387125",34.187599,-118.387125,"45,358",Q3,No,0,72,Offer A,Yes,15.03,No,Yes,Cable,22,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,75.1,5336.35,0.0,0,1082.16,6418.51,3,Stayed,0,6284,No
-Female,33,No,No,Yes,Yes,4,United States,California,North Hollywood,91606,"34.187599, -118.387125",34.187599,-118.387125,"45,358",Q3,Yes,1,18,,Yes,18.47,No,Yes,DSL,30,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,55.95,1082.8,0.0,0,332.46,1415.26,4,Stayed,0,2035,Yes
-Male,71,No,Yes,Yes,No,0,United States,California,Chino,91710,"33.990646, -117.663025",33.990646,-117.663025,"75,319",Q3,Yes,1,30,,Yes,4.65,No,Yes,DSL,29,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.4,1527.5,0.0,0,139.5,1667.0,3,Churned,1,4795,Yes
-Male,66,No,Yes,No,No,0,United States,California,Chino,91710,"33.990646, -117.663025",33.990646,-117.663025,"75,319",Q3,No,0,4,Offer E,Yes,36.4,No,Yes,Fiber Optic,29,Yes,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,75.35,273.4,0.0,0,145.6,419.0,3,Stayed,0,4033,No
-Female,56,No,No,No,No,0,United States,California,Chino,91710,"33.990646, -117.663025",33.990646,-117.663025,"75,319",Q3,No,0,54,,Yes,46.74,Yes,Yes,Fiber Optic,16,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,111.1,6014.85,0.0,50,2523.96,8588.81,1,Churned,1,5527,No
-Male,23,Yes,No,Yes,Yes,2,United States,California,Chino,91710,"33.990646, -117.663025",33.990646,-117.663025,"75,319",Q3,Yes,2,61,,Yes,42.31,No,Yes,DSL,59,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,68.05,4158.25,0.0,0,2580.91,6739.16,4,Stayed,0,4436,Yes
-Male,28,Yes,No,No,No,0,United States,California,Chino,91710,"33.990646, -117.663025",33.990646,-117.663025,"75,319",Q3,No,0,9,,Yes,4.02,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.9,164.6,0.0,0,36.18,200.78,4,Stayed,0,3643,No
-Female,70,No,Yes,No,No,0,United States,California,Claremont,91711,"34.127621, -117.717863",34.127621,-117.717863,"34,716",Q3,No,0,5,Offer E,Yes,12.27,No,Yes,Fiber Optic,20,No,No,No,No,No,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,78.95,378.4,0.0,0,61.35,439.75,3,Churned,1,4054,No
-Male,45,No,No,No,No,0,United States,California,Claremont,91711,"34.127621, -117.717863",34.127621,-117.717863,"34,716",Q3,No,0,32,,Yes,25.21,No,Yes,Fiber Optic,26,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.2,3183.4,0.0,0,806.72,3990.12,3,Churned,1,3606,No
-Male,35,No,No,No,No,0,United States,California,Claremont,91711,"34.127621, -117.717863",34.127621,-117.717863,"34,716",Q3,No,0,41,Offer B,Yes,37.55,Yes,Yes,DSL,30,No,No,Yes,No,No,Yes,Yes,No,One Year,No,Mailed Check,65.0,2531.8,0.0,140,1539.55,4211.35,4,Stayed,0,5043,No
-Male,40,No,No,Yes,Yes,3,United States,California,Claremont,91711,"34.127621, -117.717863",34.127621,-117.717863,"34,716",Q3,Yes,1,59,Offer B,Yes,46.1,Yes,Yes,Fiber Optic,57,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,111.1,6555.2,0.0,0,2719.9,9275.1,4,Stayed,0,4952,Yes
-Male,46,No,No,No,No,0,United States,California,Claremont,91711,"34.127621, -117.717863",34.127621,-117.717863,"34,716",Q3,No,0,2,Offer E,Yes,17.03,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.0,32.7,0.0,0,34.06,66.76,5,Joined,0,3922,No
-Male,73,No,Yes,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,1,Offer E,Yes,30.17,Yes,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,93.55,93.55,0.0,0,30.17,123.72,1,Churned,1,5536,No
-Male,78,No,Yes,Yes,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,Yes,1,58,,Yes,49.38,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,108.85,6287.25,0.0,0,2864.04,9151.29,1,Churned,1,4739,Yes
-Female,76,No,Yes,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,16,,Yes,17.51,Yes,Yes,Fiber Optic,7,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.75,1350.15,0.0,0,280.16,1630.31,2,Churned,1,5136,No
-Female,73,No,Yes,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,1,Offer E,Yes,22.5,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.95,69.95,0.0,10,22.5,102.45,2,Churned,1,3208,No
-Male,40,No,No,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,8,,No,0.0,No,Yes,DSL,16,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,25.5,215.2,0.0,0,0.0,215.2,2,Churned,1,5578,No
-Female,41,No,No,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,2,,Yes,5.11,No,Yes,Fiber Optic,6,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,80.75,159.45,0.0,0,10.22,169.67,3,Churned,1,2176,No
-Male,29,Yes,No,Yes,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,65,,Yes,36.75,Yes,Yes,Fiber Optic,73,No,Yes,No,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,91.85,5940.85,0.0,0,2388.75,8329.6,3,Churned,1,5530,Yes
-Male,41,No,No,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,1,,Yes,32.82,No,Yes,Fiber Optic,21,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,75.35,75.35,0.0,10,32.82,118.17,3,Churned,1,5284,No
-Male,55,No,No,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,1,,Yes,11.58,Yes,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.45,75.45,0.0,0,11.58,87.03,3,Churned,1,5518,No
-Male,35,No,No,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,24,,Yes,14.39,No,Yes,DSL,28,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.55,1210.4,0.0,0,345.36,1555.76,1,Churned,1,5005,No
-Male,51,No,No,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,69,Offer A,Yes,29.38,Yes,Yes,DSL,9,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,78.6,5356.45,0.0,0,2027.22,7383.67,1,Churned,1,6230,No
-Female,35,No,No,Yes,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,Yes,1,7,,Yes,11.58,No,Yes,Fiber Optic,27,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.1,576.65,0.0,0,81.06,657.71,2,Churned,1,3238,Yes
-Male,39,No,No,Yes,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,Yes,1,11,Offer D,Yes,21.58,Yes,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.95,825.7,0.0,0,237.38,1063.08,1,Churned,1,2044,Yes
-Female,33,No,No,Yes,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,Yes,1,58,,Yes,3.51,Yes,Yes,Fiber Optic,28,No,No,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,102.1,5885.4,0.0,100,203.58,6188.98,2,Churned,1,4415,Yes
-Female,64,No,No,Yes,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,Yes,1,14,Offer D,Yes,13.64,Yes,Yes,Fiber Optic,9,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.9,1259.0,0.0,0,190.96,1449.96,2,Churned,1,5148,Yes
-Female,46,No,No,Yes,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,Yes,1,12,,No,0.0,No,Yes,DSL,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,29.2,309.1,0.0,0,0.0,309.1,1,Churned,1,3747,Yes
-Female,36,No,No,Yes,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,Yes,1,25,,Yes,24.64,No,Yes,Fiber Optic,5,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.15,2257.75,0.0,0,616.0,2873.75,2,Churned,1,5853,Yes
-Female,37,No,No,Yes,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,Yes,3,1,,Yes,12.8,No,Yes,DSL,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.7,45.7,0.0,0,12.8,58.5,1,Churned,1,3187,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,Yes,1,2,,No,0.0,No,Yes,Cable,51,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,44.6,97.1,0.0,0,0.0,97.1,3,Churned,1,5482,Yes
-Male,48,No,No,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,23,,Yes,28.8,Yes,Yes,Cable,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.95,1710.45,0.0,0,662.4,2372.85,3,Churned,1,5897,No
-Female,39,No,No,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,57,,Yes,17.55,No,Yes,Fiber Optic,15,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,95.25,5464.65,0.0,0,1000.35,6465.0,1,Churned,1,5789,No
-Male,23,Yes,No,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,24,,Yes,27.97,Yes,Yes,Fiber Optic,58,No,No,Yes,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Mailed Check,89.85,2165.05,0.0,0,671.28,2836.33,3,Churned,1,2050,No
-Female,35,No,No,Yes,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,Yes,1,49,,Yes,26.37,Yes,Yes,Fiber Optic,19,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Mailed Check,100.45,4941.8,0.0,0,1292.13,6233.93,3,Churned,1,4235,Yes
-Male,25,Yes,No,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,5,,Yes,22.01,Yes,Yes,Cable,85,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,47.15,223.15,0.0,0,110.05,333.2,2,Churned,1,2857,No
-Male,58,No,No,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,2,,Yes,26.47,No,Yes,Fiber Optic,10,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,80.2,181.1,0.0,10,52.94,244.04,1,Churned,1,2384,No
-Female,33,No,No,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,4,,Yes,32.46,Yes,Yes,Fiber Optic,3,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,87.1,341.45,0.0,0,129.84,471.29,2,Churned,1,5587,No
-Male,30,No,No,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,5,,Yes,46.88,Yes,Yes,Fiber Optic,59,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.9,357.75,0.0,0,234.4,592.15,2,Churned,1,3520,No
-Female,29,Yes,No,Yes,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,Yes,1,47,,Yes,2.87,Yes,Yes,Fiber Optic,51,Yes,Yes,Yes,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.75,4533.7,0.0,0,134.89,4668.59,1,Churned,1,4622,Yes
-Female,57,No,No,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,10,,Yes,17.65,Yes,Yes,Fiber Optic,20,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,86.45,830.85,0.0,0,176.5,1007.35,2,Churned,1,5699,No
-Female,28,Yes,No,No,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,No,0,1,,Yes,39.94,No,Yes,Cable,59,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Mailed Check,45.3,45.3,0.0,0,39.94,85.24,1,Churned,1,3049,No
-Male,25,Yes,No,Yes,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,Yes,5,23,,Yes,3.67,No,Yes,DSL,69,Yes,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,59.95,1406.0,26.55,140,84.41,1603.86,4,Stayed,0,5379,Yes
-Female,49,No,No,Yes,Yes,2,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,Yes,2,33,,Yes,9.97,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,24.25,838.5,0.0,0,329.01,1167.51,5,Stayed,0,5531,Yes
-Female,26,Yes,No,Yes,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,Yes,7,26,,Yes,11.23,No,Yes,Cable,48,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,81.9,2078.55,44.86,0,291.98,2325.67,4,Stayed,0,3350,Yes
-Female,34,No,No,Yes,No,0,United States,California,San Diego,92117,"32.825086, -117.199424",32.825086,-117.199424,"51,213",Q3,Yes,1,51,Offer B,Yes,47.72,Yes,Yes,Fiber Optic,23,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,98.85,4947.55,0.0,130,2433.72,7511.27,5,Stayed,0,6034,Yes
-Male,79,No,Yes,No,No,0,United States,California,Desert Center,92239,"33.889605, -115.257009",33.889605,-115.257009,964,Q3,No,0,21,,Yes,42.27,No,Yes,Fiber Optic,7,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.8,2030.3,10.2,0,887.67,2907.77,1,Churned,1,4317,No
-Male,78,No,Yes,Yes,No,0,United States,California,Desert Center,92239,"33.889605, -115.257009",33.889605,-115.257009,964,Q3,Yes,7,33,,Yes,25.15,Yes,Yes,Fiber Optic,20,Yes,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,109.9,3694.7,0.0,0,829.95,4524.65,3,Stayed,0,5655,Yes
-Male,30,No,No,No,Yes,3,United States,California,Desert Center,92239,"33.889605, -115.257009",33.889605,-115.257009,964,Q3,No,0,20,,Yes,22.78,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.4,374.5,0.0,0,455.6,830.1,2,Churned,1,3785,No
-Male,26,Yes,No,No,No,0,United States,California,Desert Center,92239,"33.889605, -115.257009",33.889605,-115.257009,964,Q3,No,0,26,,Yes,37.0,No,Yes,Fiber Optic,76,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.65,2537.0,0.0,0,962.0,3499.0,3,Stayed,0,4191,No
-Male,47,No,No,No,No,0,United States,California,Desert Center,92239,"33.889605, -115.257009",33.889605,-115.257009,964,Q3,No,0,38,Offer C,Yes,6.71,Yes,Yes,Fiber Optic,11,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,95.1,3691.2,0.0,0,254.98,3946.18,3,Stayed,0,5393,No
-Female,72,No,Yes,No,No,0,United States,California,Wrightwood,92397,"34.358321, -117.618263",34.358321,-117.618263,"4,253",Q3,No,0,1,Offer E,Yes,18.2,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.55,70.55,0.0,0,18.2,88.75,3,Churned,1,2146,No
-Male,71,No,Yes,Yes,No,0,United States,California,Wrightwood,92397,"34.358321, -117.618263",34.358321,-117.618263,"4,253",Q3,No,0,10,,Yes,16.88,Yes,Yes,Fiber Optic,24,No,No,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.8,914.3,0.0,0,168.8,1083.1,2,Churned,1,5124,Yes
-Female,67,No,Yes,No,No,0,United States,California,Wrightwood,92397,"34.358321, -117.618263",34.358321,-117.618263,"4,253",Q3,No,0,20,,Yes,27.11,Yes,Yes,DSL,27,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,61.6,1174.35,0.0,0,542.2,1716.55,1,Churned,1,3866,No
-Female,28,Yes,No,Yes,No,0,United States,California,Wrightwood,92397,"34.358321, -117.618263",34.358321,-117.618263,"4,253",Q3,Yes,3,48,,No,0.0,No,Yes,Cable,58,Yes,No,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,45.3,2145.0,0.0,140,0.0,2285.0,1,Churned,1,4926,Yes
-Male,75,No,Yes,Yes,No,0,United States,California,Moreno Valley,92555,"33.907361, -117.109972",33.907361,-117.109972,"12,743",Q3,Yes,1,29,,Yes,25.78,Yes,Yes,Fiber Optic,28,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,98.5,3004.15,37.55,40,747.62,3754.22,3,Churned,1,5137,Yes
-Female,44,No,No,No,No,0,United States,California,Moreno Valley,92555,"33.907361, -117.109972",33.907361,-117.109972,"12,743",Q3,No,0,3,,Yes,35.54,Yes,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.25,210.3,0.0,0,106.62,316.92,3,Churned,1,3207,No
-Male,21,Yes,No,No,No,0,United States,California,Moreno Valley,92555,"33.907361, -117.109972",33.907361,-117.109972,"12,743",Q3,No,0,61,Offer B,Yes,36.05,Yes,Yes,Fiber Optic,73,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.45,6300.15,0.0,0,2199.05,8499.2,3,Stayed,0,4842,No
-Female,52,No,No,No,No,0,United States,California,Moreno Valley,92555,"33.907361, -117.109972",33.907361,-117.109972,"12,743",Q3,No,0,53,,Yes,29.39,Yes,Yes,Fiber Optic,12,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Credit Card,98.6,5311.85,0.0,0,1557.67,6869.52,3,Stayed,0,4635,No
-Male,67,No,Yes,Yes,No,0,United States,California,Murrieta,92563,"33.581045, -117.14719",33.581045,-117.14719,"18,311",Q3,Yes,1,13,,Yes,31.7,Yes,Yes,Cable,6,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.25,1233.65,48.09,0,412.1,1597.66,1,Churned,1,2982,Yes
-Male,55,No,No,No,No,0,United States,California,Murrieta,92563,"33.581045, -117.14719",33.581045,-117.14719,"18,311",Q3,No,0,40,,Yes,35.58,Yes,Yes,Fiber Optic,8,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,104.8,4131.95,0.0,0,1423.2,5555.15,1,Churned,1,3492,No
-Male,44,No,No,No,No,0,United States,California,Murrieta,92563,"33.581045, -117.14719",33.581045,-117.14719,"18,311",Q3,No,0,46,,No,0.0,No,Yes,Cable,19,Yes,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,30.75,1489.3,0.0,0,0.0,1489.3,3,Stayed,0,5646,No
-Female,25,Yes,No,No,No,0,United States,California,Murrieta,92563,"33.581045, -117.14719",33.581045,-117.14719,"18,311",Q3,No,0,29,Offer C,Yes,16.38,Yes,Yes,Fiber Optic,82,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.2,1993.25,0.0,0,475.02,2468.27,5,Stayed,0,3982,No
-Male,72,No,Yes,Yes,No,0,United States,California,Nuevo,92567,"33.82769, -117.102244",33.82769,-117.102244,"7,344",Q3,Yes,1,7,,Yes,8.92,Yes,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.4,527.9,32.46,0,62.44,557.88,3,Churned,1,4969,Yes
-Male,69,No,Yes,Yes,No,0,United States,California,Nuevo,92567,"33.82769, -117.102244",33.82769,-117.102244,"7,344",Q3,Yes,6,72,Offer A,Yes,30.3,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,112.9,8061.5,0.0,20,2181.6,10263.1,3,Stayed,0,5569,Yes
-Female,19,Yes,No,No,No,0,United States,California,Nuevo,92567,"33.82769, -117.102244",33.82769,-117.102244,"7,344",Q3,No,0,28,Offer C,Yes,28.42,No,Yes,DSL,48,Yes,No,No,Yes,No,No,No,No,One Year,No,Credit Card,54.3,1546.3,0.0,150,795.76,2492.06,3,Stayed,0,5271,No
-Male,51,No,No,Yes,Yes,3,United States,California,Nuevo,92567,"33.82769, -117.102244",33.82769,-117.102244,"7,344",Q3,Yes,3,24,Offer C,Yes,45.68,Yes,Yes,Cable,26,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,81.0,1923.85,0.0,0,1096.32,3020.17,3,Stayed,0,3019,Yes
-Female,68,No,Yes,No,No,0,United States,California,Irvine,92606,"33.703976, -117.824172",33.703976,-117.824172,"17,621",Q3,No,0,2,,Yes,21.57,Yes,Yes,Fiber Optic,28,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,88.55,179.25,0.0,0,43.14,222.39,1,Churned,1,3685,No
-Male,71,No,Yes,Yes,No,0,United States,California,Irvine,92606,"33.703976, -117.824172",33.703976,-117.824172,"17,621",Q3,Yes,1,45,Offer B,Yes,2.38,Yes,Yes,Fiber Optic,20,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,98.7,4525.8,0.0,0,107.1,4632.9,3,Stayed,0,2535,Yes
-Male,25,Yes,No,No,No,0,United States,California,Irvine,92606,"33.703976, -117.824172",33.703976,-117.824172,"17,621",Q3,No,0,2,,Yes,37.7,No,Yes,Fiber Optic,73,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.95,174.45,0.0,0,75.4,249.85,5,Joined,0,5213,No
-Female,27,Yes,No,Yes,No,0,United States,California,Irvine,92606,"33.703976, -117.824172",33.703976,-117.824172,"17,621",Q3,Yes,1,64,Offer B,Yes,40.28,Yes,Yes,DSL,52,No,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,58.35,3756.45,0.0,0,2577.92,6334.37,3,Stayed,0,5331,Yes
-Female,68,No,Yes,No,No,0,United States,California,Corona Del Mar,92625,"33.600987, -117.862734",33.600987,-117.862734,"13,422",Q3,No,0,1,,Yes,43.61,No,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,91.3,91.3,0.0,0,43.61,134.91,3,Churned,1,2371,No
-Male,65,No,Yes,Yes,No,0,United States,California,Corona Del Mar,92625,"33.600987, -117.862734",33.600987,-117.862734,"13,422",Q3,Yes,1,1,Offer E,Yes,49.6,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,70.85,70.85,0.0,0,49.6,120.45,2,Churned,1,3022,Yes
-Male,40,No,No,No,No,0,United States,California,Corona Del Mar,92625,"33.600987, -117.862734",33.600987,-117.862734,"13,422",Q3,No,0,11,,Yes,44.94,No,Yes,Fiber Optic,25,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.85,926.25,0.0,0,494.34,1420.59,2,Churned,1,3634,No
-Female,26,Yes,No,Yes,No,0,United States,California,Corona Del Mar,92625,"33.600987, -117.862734",33.600987,-117.862734,"13,422",Q3,Yes,5,60,,Yes,14.0,No,Yes,Cable,42,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,80.6,4946.7,0.0,0,840.0,5786.7,5,Stayed,0,5667,Yes
-Male,75,No,Yes,Yes,No,0,United States,California,Midway City,92655,"33.744439, -117.98588",33.744439,-117.98588,"8,660",Q3,Yes,1,7,,Yes,16.05,No,Yes,Fiber Optic,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.1,467.55,20.23,0,112.35,559.67,2,Churned,1,3669,Yes
-Male,44,No,No,Yes,Yes,4,United States,California,Midway City,92655,"33.744439, -117.98588",33.744439,-117.98588,"8,660",Q3,Yes,10,72,,Yes,33.01,Yes,Yes,Fiber Optic,51,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.3,7966.9,0.0,0,2376.72,10343.62,3,Stayed,0,5780,Yes
-Female,62,No,No,Yes,No,0,United States,California,Midway City,92655,"33.744439, -117.98588",33.744439,-117.98588,"8,660",Q3,Yes,4,50,Offer B,Yes,34.57,Yes,Yes,Fiber Optic,13,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,109.65,5405.8,0.0,0,1728.5,7134.3,3,Stayed,0,4676,Yes
-Male,63,No,No,No,No,0,United States,California,Midway City,92655,"33.744439, -117.98588",33.744439,-117.98588,"8,660",Q3,No,0,1,,Yes,13.08,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.2,20.2,0.0,0,13.08,33.28,5,Joined,0,4496,No
-Male,74,No,Yes,Yes,No,0,United States,California,Newport Beach,92661,"33.601309, -117.902304",33.601309,-117.902304,"4,242",Q3,Yes,1,57,,Yes,49.91,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.25,5427.05,12.59,0,2844.87,8259.33,2,Churned,1,6259,Yes
-Male,31,No,No,No,No,0,United States,California,Newport Beach,92661,"33.601309, -117.902304",33.601309,-117.902304,"4,242",Q3,No,0,32,Offer C,Yes,1.49,Yes,Yes,Fiber Optic,21,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.35,2596.15,0.0,0,47.68,2643.83,1,Churned,1,5974,No
-Male,33,No,No,No,No,0,United States,California,Newport Beach,92661,"33.601309, -117.902304",33.601309,-117.902304,"4,242",Q3,No,0,47,Offer B,Yes,36.78,No,Yes,DSL,25,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,86.95,4138.9,0.0,0,1728.66,5867.56,4,Stayed,0,5631,No
-Male,61,No,No,No,No,0,United States,California,Newport Beach,92661,"33.601309, -117.902304",33.601309,-117.902304,"4,242",Q3,No,0,18,,Yes,7.56,No,Yes,Fiber Optic,20,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,101.3,1794.65,0.0,0,136.08,1930.73,3,Stayed,0,5948,No
-Female,78,No,Yes,Yes,No,0,United States,California,Newport Beach,92663,"33.62251, -117.927024",33.62251,-117.927024,"22,133",Q3,Yes,4,1,,Yes,17.35,Yes,Yes,Fiber Optic,23,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,100.8,100.8,0.0,0,17.35,118.15,1,Churned,1,3128,Yes
-Female,22,Yes,No,No,No,0,United States,California,Newport Beach,92663,"33.62251, -117.927024",33.62251,-117.927024,"22,133",Q3,No,0,1,,Yes,11.83,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.9,19.9,0.0,0,11.83,31.73,5,Joined,0,2010,No
-Male,19,Yes,No,No,Yes,2,United States,California,Newport Beach,92663,"33.62251, -117.927024",33.62251,-117.927024,"22,133",Q3,No,0,19,Offer D,No,0.0,No,Yes,DSL,59,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,25.35,566.1,0.0,0,0.0,566.1,4,Stayed,0,3072,No
-Female,51,No,No,Yes,Yes,3,United States,California,Newport Beach,92663,"33.62251, -117.927024",33.62251,-117.927024,"22,133",Q3,Yes,1,9,,Yes,23.36,Yes,Yes,DSL,22,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.3,501.2,0.0,0,210.24,711.44,5,Stayed,0,4291,Yes
-Male,66,No,Yes,Yes,No,0,United States,California,Santa Ana,92706,"33.765893, -117.881533",33.765893,-117.881533,"37,879",Q3,Yes,2,17,,Yes,1.05,No,Yes,Fiber Optic,8,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.45,1233.4,0.0,0,17.85,1251.25,1,Churned,1,3266,Yes
-Female,55,No,No,No,No,0,United States,California,Santa Ana,92706,"33.765893, -117.881533",33.765893,-117.881533,"37,879",Q3,No,0,11,,Yes,5.0,No,Yes,Cable,23,No,No,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,64.9,697.25,0.0,0,55.0,752.25,3,Stayed,0,3206,No
-Male,26,Yes,No,No,No,0,United States,California,Santa Ana,92706,"33.765893, -117.881533",33.765893,-117.881533,"37,879",Q3,No,0,22,Offer D,Yes,28.42,Yes,Yes,Fiber Optic,73,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.65,2415.95,5.01,0,625.24,3036.18,5,Stayed,0,4094,No
-Male,39,No,No,Yes,No,0,United States,California,Santa Ana,92706,"33.765893, -117.881533",33.765893,-117.881533,"37,879",Q3,Yes,1,44,,Yes,17.61,No,Yes,DSL,24,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,59.85,2603.95,0.0,0,774.84,3378.79,3,Stayed,0,5981,Yes
-Female,73,No,Yes,No,No,0,United States,California,Oak View,93022,"34.404544, -119.302118",34.404544,-119.302118,"6,503",Q3,No,0,3,,Yes,18.38,No,Yes,Fiber Optic,20,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.85,220.95,0.0,0,55.14,276.09,2,Churned,1,3561,No
-Male,79,No,Yes,Yes,No,0,United States,California,Oak View,93022,"34.404544, -119.302118",34.404544,-119.302118,"6,503",Q3,Yes,4,67,Offer A,Yes,7.2,Yes,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,94.65,6079.0,0.0,0,482.4,6561.4,4,Stayed,0,4228,Yes
-Female,30,No,No,No,No,0,United States,California,Oak View,93022,"34.404544, -119.302118",34.404544,-119.302118,"6,503",Q3,No,0,57,,Yes,28.27,Yes,Yes,Fiber Optic,41,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,87.55,4884.85,1.83,0,1611.39,6494.41,3,Stayed,0,4882,No
-Female,52,No,No,No,No,0,United States,California,Oak View,93022,"34.404544, -119.302118",34.404544,-119.302118,"6,503",Q3,No,0,41,Offer B,Yes,15.48,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.45,775.6,0.0,0,634.68,1410.28,5,Stayed,0,2839,No
-Male,69,No,Yes,Yes,No,0,United States,California,Santa Barbara,93110,"34.437945, -119.77191",34.437945,-119.77191,"15,757",Q3,Yes,1,69,Offer A,Yes,48.88,Yes,Yes,Fiber Optic,4,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,108.4,7318.2,0.0,0,3372.72,10690.92,3,Churned,1,4708,Yes
-Female,20,Yes,No,Yes,No,0,United States,California,Santa Barbara,93110,"34.437945, -119.77191",34.437945,-119.77191,"15,757",Q3,Yes,7,65,,Yes,34.14,Yes,Yes,Fiber Optic,26,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.5,6985.65,0.0,0,2219.1,9204.75,1,Churned,1,5720,Yes
-Female,41,No,No,No,No,0,United States,California,Santa Barbara,93110,"34.437945, -119.77191",34.437945,-119.77191,"15,757",Q3,No,0,1,Offer E,Yes,46.09,No,Yes,Fiber Optic,10,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,78.65,78.65,0.0,0,46.09,124.74,1,Churned,1,2728,No
-Male,32,No,No,No,No,0,United States,California,Santa Barbara,93110,"34.437945, -119.77191",34.437945,-119.77191,"15,757",Q3,No,0,4,,Yes,49.14,No,Yes,Fiber Optic,15,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,88.45,370.65,0.0,0,196.56,567.21,3,Churned,1,2456,No
-Female,68,No,Yes,No,No,0,United States,California,Terra Bella,93270,"35.939068, -119.043666",35.939068,-119.043666,"5,868",Q3,No,0,56,,Yes,34.58,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,104.75,5510.65,0.0,0,1936.48,7447.13,3,Churned,1,5605,No
-Female,33,No,No,No,No,0,United States,California,Terra Bella,93270,"35.939068, -119.043666",35.939068,-119.043666,"5,868",Q3,No,0,1,,Yes,14.93,No,Yes,DSL,4,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.9,49.9,0.0,0,14.93,64.83,3,Joined,0,4667,No
-Female,22,Yes,No,No,Yes,1,United States,California,Terra Bella,93270,"35.939068, -119.043666",35.939068,-119.043666,"5,868",Q3,No,0,8,,No,0.0,No,Yes,DSL,51,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,38.5,330.8,0.0,0,0.0,330.8,3,Stayed,0,4194,No
-Male,45,No,No,No,Yes,2,United States,California,Terra Bella,93270,"35.939068, -119.043666",35.939068,-119.043666,"5,868",Q3,No,0,39,,Yes,46.57,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,25.45,958.45,0.0,0,1816.23,2774.68,5,Stayed,0,5986,No
-Female,80,No,Yes,No,No,0,United States,California,Bradley,93426,"35.842889, -121.004862",35.842889,-121.004862,"1,363",Q3,No,0,1,,Yes,47.97,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.15,70.15,0.0,0,47.97,118.12,2,Churned,1,2825,No
-Female,31,No,No,Yes,Yes,2,United States,California,Bradley,93426,"35.842889, -121.004862",35.842889,-121.004862,"1,363",Q3,Yes,1,17,Offer D,Yes,18.26,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,24.1,409.9,0.0,0,310.42,720.32,1,Churned,1,4648,Yes
-Male,61,No,No,Yes,No,0,United States,California,Bradley,93426,"35.842889, -121.004862",35.842889,-121.004862,"1,363",Q3,Yes,2,72,Offer A,Yes,34.29,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.4,1710.9,0.0,0,2468.88,4179.78,3,Stayed,0,5512,Yes
-Female,39,No,No,Yes,Yes,3,United States,California,Bradley,93426,"35.842889, -121.004862",35.842889,-121.004862,"1,363",Q3,Yes,1,7,,Yes,18.91,No,Yes,DSL,29,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,69.45,477.05,0.0,0,132.37,609.42,3,Stayed,0,3334,Yes
-Male,77,No,Yes,Yes,No,0,United States,California,Nipomo,93444,"35.050345, -120.489599",35.050345,-120.489599,"15,405",Q3,Yes,3,32,,Yes,7.92,Yes,Yes,Fiber Optic,3,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,106.35,3520.75,0.0,0,253.44,3774.19,2,Churned,1,4113,Yes
-Female,35,No,No,No,No,0,United States,California,Nipomo,93444,"35.050345, -120.489599",35.050345,-120.489599,"15,405",Q3,No,0,39,Offer C,No,0.0,No,Yes,DSL,4,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.75,2011.4,0.0,0,0.0,2011.4,3,Churned,1,4119,No
-Female,20,Yes,No,Yes,Yes,2,United States,California,Nipomo,93444,"35.050345, -120.489599",35.050345,-120.489599,"15,405",Q3,Yes,8,5,,Yes,47.91,No,Yes,Fiber Optic,73,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.85,356.1,0.0,0,239.55,595.65,5,Stayed,0,5109,Yes
-Female,33,No,No,Yes,No,0,United States,California,Nipomo,93444,"35.050345, -120.489599",35.050345,-120.489599,"15,405",Q3,Yes,1,72,,Yes,46.23,Yes,Yes,Fiber Optic,18,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.45,7982.5,0.0,0,3328.56,11311.06,4,Stayed,0,6030,Yes
-Female,65,No,Yes,Yes,No,0,United States,California,Lee Vining,93541,"37.890145, -119.184087",37.890145,-119.184087,504,Q3,Yes,1,40,,Yes,49.5,Yes,Yes,Fiber Optic,20,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.55,3640.45,0.0,0,1980.0,5620.45,1,Churned,1,5676,Yes
-Female,56,No,No,Yes,No,0,United States,California,Lee Vining,93541,"37.890145, -119.184087",37.890145,-119.184087,504,Q3,Yes,6,72,Offer A,Yes,14.65,Yes,Yes,DSL,20,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,66.85,4758.8,0.0,0,1054.8,5813.6,3,Stayed,0,6264,Yes
-Female,38,No,No,Yes,No,0,United States,California,Lee Vining,93541,"37.890145, -119.184087",37.890145,-119.184087,504,Q3,Yes,7,68,Offer A,Yes,47.95,No,Yes,DSL,14,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,79.6,5515.8,0.0,0,3260.6,8776.4,4,Stayed,0,5601,Yes
-Female,43,No,No,Yes,Yes,3,United States,California,Lee Vining,93541,"37.890145, -119.184087",37.890145,-119.184087,504,Q3,Yes,5,24,,Yes,46.3,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.7,494.05,0.0,0,1111.2,1605.25,5,Stayed,0,3594,Yes
-Male,66,No,Yes,No,No,0,United States,California,Palmdale,93591,"34.598221, -117.79593",34.598221,-117.79593,"6,787",Q3,No,0,2,,No,0.0,No,Yes,DSL,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,24.45,47.5,0.0,0,0.0,47.5,3,Churned,1,5573,No
-Female,74,No,Yes,Yes,No,0,United States,California,Palmdale,93591,"34.598221, -117.79593",34.598221,-117.79593,"6,787",Q3,Yes,1,68,,Yes,21.33,Yes,Yes,Cable,24,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.2,6851.65,0.0,0,1450.44,8302.09,1,Churned,1,4481,Yes
-Male,63,No,No,No,No,0,United States,California,Palmdale,93591,"34.598221, -117.79593",34.598221,-117.79593,"6,787",Q3,No,0,2,,Yes,25.49,No,Yes,DSL,9,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.35,89.5,0.0,0,50.98,140.48,1,Churned,1,3478,No
-Female,19,Yes,No,Yes,Yes,3,United States,California,Palmdale,93591,"34.598221, -117.79593",34.598221,-117.79593,"6,787",Q3,Yes,2,48,,Yes,9.77,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.0,935.9,0.0,0,468.96,1404.86,5,Stayed,0,2608,Yes
-Male,75,No,Yes,No,No,0,United States,California,Clovis,93612,"36.814539, -119.711868",36.814539,-119.711868,"33,856",Q3,No,0,7,,Yes,39.51,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,84.8,546.95,0.0,0,276.57,823.52,3,Churned,1,2015,No
-Female,46,No,No,No,No,0,United States,California,Clovis,93612,"36.814539, -119.711868",36.814539,-119.711868,"33,856",Q3,No,0,10,Offer D,Yes,49.5,Yes,Yes,Fiber Optic,19,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,81.0,818.05,0.0,0,495.0,1313.05,2,Churned,1,2946,No
-Female,46,No,No,Yes,No,0,United States,California,Clovis,93612,"36.814539, -119.711868",36.814539,-119.711868,"33,856",Q3,Yes,1,60,Offer B,No,0.0,No,Yes,DSL,19,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,59.85,3590.2,0.0,0,0.0,3590.2,5,Stayed,0,5790,Yes
-Male,34,No,No,No,No,0,United States,California,Clovis,93612,"36.814539, -119.711868",36.814539,-119.711868,"33,856",Q3,No,0,1,Offer E,Yes,23.7,No,Yes,Fiber Optic,25,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.0,74.0,0.0,0,23.7,97.7,4,Joined,0,4148,No
-Female,74,No,Yes,No,No,0,United States,California,Cutler,93615,"36.497895, -119.285484",36.497895,-119.285484,"5,519",Q3,No,0,31,,Yes,39.36,Yes,Yes,Fiber Optic,4,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,99.95,3186.65,0.0,0,1220.16,4406.81,3,Churned,1,5362,No
-Female,44,No,No,Yes,No,0,United States,California,Cutler,93615,"36.497895, -119.285484",36.497895,-119.285484,"5,519",Q3,Yes,8,8,Offer E,Yes,17.09,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.85,146.6,0.0,0,136.72,283.32,5,Stayed,0,3260,Yes
-Female,48,No,No,No,No,0,United States,California,Cutler,93615,"36.497895, -119.285484",36.497895,-119.285484,"5,519",Q3,No,0,20,,Yes,30.52,No,Yes,Fiber Optic,21,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.4,1871.15,0.0,0,610.4,2481.55,4,Stayed,0,2098,No
-Female,24,Yes,No,No,No,0,United States,California,Cutler,93615,"36.497895, -119.285484",36.497895,-119.285484,"5,519",Q3,No,0,21,,Yes,24.86,Yes,Yes,Fiber Optic,48,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.85,1992.55,0.0,0,522.06,2514.61,3,Stayed,0,2113,No
-Female,80,No,Yes,No,No,0,United States,California,Dunlap,93621,"36.789213, -119.140338",36.789213,-119.140338,506,Q3,No,0,14,,Yes,29.96,Yes,Yes,Fiber Optic,7,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,104.85,1531.4,0.0,0,419.44,1950.84,1,Churned,1,2292,No
-Male,24,Yes,No,No,No,0,United States,California,Dunlap,93621,"36.789213, -119.140338",36.789213,-119.140338,506,Q3,No,0,31,,Yes,17.18,Yes,Yes,Fiber Optic,76,No,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,81.7,2548.65,0.0,0,532.58,3081.23,5,Stayed,0,4850,No
-Male,55,No,No,Yes,No,0,United States,California,Dunlap,93621,"36.789213, -119.140338",36.789213,-119.140338,506,Q3,Yes,5,50,Offer B,Yes,1.87,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.8,1013.2,0.0,0,93.5,1106.7,4,Stayed,0,5914,Yes
-Male,63,No,No,Yes,Yes,2,United States,California,Dunlap,93621,"36.789213, -119.140338",36.789213,-119.140338,506,Q3,Yes,5,69,,Yes,11.6,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,26.0,1796.55,0.0,0,800.4,2596.95,3,Stayed,0,4933,Yes
-Male,74,No,Yes,No,No,0,United States,California,Fowler,93625,"36.625792, -119.672483",36.625792,-119.672483,"5,635",Q3,No,0,15,,Yes,23.53,Yes,Yes,Fiber Optic,9,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.2,1133.9,43.31,0,352.95,1443.54,1,Churned,1,4553,No
-Female,72,No,Yes,Yes,No,0,United States,California,Fowler,93625,"36.625792, -119.672483",36.625792,-119.672483,"5,635",Q3,Yes,4,70,Offer A,Yes,16.87,Yes,Yes,Fiber Optic,3,No,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,75.65,5411.4,25.67,0,1180.9,6566.63,4,Stayed,0,4181,Yes
-Male,24,Yes,No,Yes,No,0,United States,California,Fowler,93625,"36.625792, -119.672483",36.625792,-119.672483,"5,635",Q3,Yes,6,8,Offer E,Yes,2.38,No,Yes,DSL,53,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.55,393.45,0.0,0,19.04,412.49,5,Stayed,0,5922,Yes
-Female,62,No,No,No,No,0,United States,California,Fowler,93625,"36.625792, -119.672483",36.625792,-119.672483,"5,635",Q3,No,0,53,,Yes,18.81,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.85,1049.6,0.0,0,996.93,2046.53,3,Stayed,0,6338,No
-Male,70,No,Yes,Yes,No,0,United States,California,South Dos Palos,93665,"36.959731, -120.653519",36.959731,-120.653519,343,Q3,No,0,59,,Yes,10.78,Yes,Yes,Fiber Optic,15,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,93.85,5574.75,8.13,0,636.02,6202.64,2,Churned,1,5390,Yes
-Male,21,Yes,No,Yes,No,0,United States,California,South Dos Palos,93665,"36.959731, -120.653519",36.959731,-120.653519,343,Q3,Yes,1,60,Offer B,Yes,33.25,No,Yes,Fiber Optic,52,No,Yes,Yes,No,Yes,No,Yes,Yes,One Year,No,Bank Withdrawal,90.95,5453.4,0.0,0,1995.0,7448.4,3,Churned,1,4111,Yes
-Female,30,No,No,No,No,0,United States,California,South Dos Palos,93665,"36.959731, -120.653519",36.959731,-120.653519,343,Q3,No,0,13,,No,0.0,No,Yes,DSL,53,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,23.9,300.8,0.0,0,0.0,300.8,3,Churned,1,2967,No
-Female,25,Yes,No,Yes,No,0,United States,California,South Dos Palos,93665,"36.959731, -120.653519",36.959731,-120.653519,343,Q3,Yes,1,18,Offer D,Yes,43.29,No,Yes,Fiber Optic,41,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.8,1438.05,0.0,0,779.22,2217.27,3,Stayed,0,4809,Yes
-Male,76,No,Yes,Yes,No,0,United States,California,Tranquillity,93668,"36.635661, -120.288644",36.635661,-120.288644,"1,130",Q3,Yes,3,46,,Yes,49.11,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,100.7,4541.2,46.64,0,2259.06,6753.62,1,Churned,1,5712,Yes
-Female,42,No,No,No,No,0,United States,California,Tranquillity,93668,"36.635661, -120.288644",36.635661,-120.288644,"1,130",Q3,No,0,36,,Yes,27.72,No,Yes,Fiber Optic,24,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,87.55,3078.1,0.0,0,997.92,4076.02,1,Churned,1,2558,No
-Male,44,No,No,Yes,Yes,1,United States,California,Tranquillity,93668,"36.635661, -120.288644",36.635661,-120.288644,"1,130",Q3,Yes,9,38,Offer C,Yes,33.1,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.05,963.95,0.0,0,1257.8,2221.75,3,Stayed,0,3772,Yes
-Female,23,Yes,No,Yes,Yes,2,United States,California,Tranquillity,93668,"36.635661, -120.288644",36.635661,-120.288644,"1,130",Q3,Yes,7,36,,Yes,40.54,Yes,Yes,Cable,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,92.9,3379.25,0.0,0,1459.44,4838.69,3,Stayed,0,3570,Yes
-Female,66,No,Yes,No,No,0,United States,California,Lockwood,93932,"35.989792, -121.055933",35.989792,-121.055933,538,Q3,No,0,16,,Yes,32.11,Yes,Yes,Fiber Optic,14,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.4,1581.2,47.2,0,513.76,2047.76,3,Churned,1,2688,No
-Male,52,No,No,No,No,0,United States,California,Lockwood,93932,"35.989792, -121.055933",35.989792,-121.055933,538,Q3,No,0,22,,Yes,46.28,Yes,Yes,Fiber Optic,16,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,94.65,2104.55,0.0,40,1018.16,3162.71,2,Churned,1,3665,No
-Male,22,Yes,No,Yes,No,0,United States,California,Lockwood,93932,"35.989792, -121.055933",35.989792,-121.055933,538,Q3,Yes,1,61,Offer B,No,0.0,No,Yes,DSL,59,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,62.15,3778.85,0.0,0,0.0,3778.85,3,Stayed,0,6427,Yes
-Male,39,No,No,Yes,No,0,United States,California,Lockwood,93932,"35.989792, -121.055933",35.989792,-121.055933,538,Q3,Yes,6,60,Offer B,Yes,15.24,No,Yes,DSL,16,Yes,No,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,59.8,3561.15,0.0,0,914.4,4475.55,3,Stayed,0,5488,Yes
-Male,75,No,Yes,No,No,0,United States,California,Marina,93933,"36.689582, -121.758398",36.689582,-121.758398,"21,759",Q3,No,0,1,,Yes,41.2,No,Yes,Fiber Optic,15,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.5,69.5,0.0,80,41.2,190.7,2,Churned,1,3273,No
-Male,46,No,No,Yes,No,0,United States,California,Marina,93933,"36.689582, -121.758398",36.689582,-121.758398,"21,759",Q3,Yes,1,4,Offer E,Yes,14.3,No,Yes,Fiber Optic,2,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,80.6,319.15,0.0,0,57.2,376.35,3,Churned,1,3080,Yes
-Female,43,No,No,No,No,0,United States,California,Marina,93933,"36.689582, -121.758398",36.689582,-121.758398,"21,759",Q3,No,0,15,,Yes,16.82,No,Yes,Fiber Optic,26,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.25,1457.25,0.0,0,252.3,1709.55,3,Churned,1,3968,No
-Female,23,Yes,No,Yes,No,0,United States,California,Marina,93933,"36.689582, -121.758398",36.689582,-121.758398,"21,759",Q3,Yes,7,69,Offer A,Yes,22.08,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,26.3,1763.55,0.0,0,1523.52,3287.07,4,Stayed,0,5418,Yes
-Male,65,No,Yes,Yes,No,0,United States,California,San Lucas,93954,"36.125529, -120.864443",36.125529,-120.864443,521,Q3,Yes,1,36,,Yes,24.54,Yes,Yes,Fiber Optic,5,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.25,3132.75,0.0,0,883.44,4016.19,2,Churned,1,3041,Yes
-Male,80,No,Yes,Yes,No,0,United States,California,San Lucas,93954,"36.125529, -120.864443",36.125529,-120.864443,521,Q3,No,0,1,Offer E,Yes,39.1,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.3,70.3,0.0,0,39.1,109.4,1,Churned,1,4962,Yes
-Male,44,No,No,No,Yes,1,United States,California,San Lucas,93954,"36.125529, -120.864443",36.125529,-120.864443,521,Q3,No,0,3,,Yes,33.87,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,26.4,121.25,0.0,0,101.61,222.86,5,Joined,0,4315,No
-Female,33,No,No,No,No,0,United States,California,San Lucas,93954,"36.125529, -120.864443",36.125529,-120.864443,521,Q3,No,0,12,Offer D,Yes,18.75,Yes,Yes,Fiber Optic,25,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,86.55,1066.9,0.0,110,225.0,1401.9,5,Stayed,0,2061,No
-Male,79,No,Yes,No,No,0,United States,California,Daly City,94015,"37.680844, -122.48131",37.680844,-122.48131,"63,337",Q3,No,0,45,,Yes,10.67,No,Yes,DSL,17,Yes,No,Yes,No,No,Yes,No,Yes,One Year,No,Credit Card,62.7,2791.5,0.0,0,480.15,3271.65,1,Churned,1,2654,No
-Male,65,No,Yes,Yes,No,0,United States,California,Daly City,94015,"37.680844, -122.48131",37.680844,-122.48131,"63,337",Q3,Yes,6,19,,No,0.0,No,Yes,DSL,14,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,34.3,577.15,0.0,0,0.0,577.15,5,Stayed,0,4615,Yes
-Female,48,No,No,No,No,0,United States,California,Daly City,94015,"37.680844, -122.48131",37.680844,-122.48131,"63,337",Q3,No,0,51,,No,0.0,No,Yes,DSL,10,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,60.15,3077.0,0.0,0,0.0,3077.0,3,Stayed,0,5404,No
-Female,30,No,No,Yes,No,0,United States,California,Daly City,94015,"37.680844, -122.48131",37.680844,-122.48131,"63,337",Q3,Yes,10,62,Offer B,Yes,15.06,Yes,Yes,Fiber Optic,82,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.35,6164.7,0.0,0,933.72,7098.42,5,Stayed,0,5049,Yes
-Male,73,No,Yes,No,No,0,United States,California,San Francisco,94109,"37.794487, -122.42227",37.794487,-122.42227,"56,330",Q3,No,0,25,Offer C,Yes,46.34,Yes,Yes,Fiber Optic,22,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,No,Credit Card,105.95,2655.25,0.0,0,1158.5,3813.75,2,Churned,1,4283,No
-Female,72,No,Yes,No,No,0,United States,California,San Francisco,94109,"37.794487, -122.42227",37.794487,-122.42227,"56,330",Q3,No,0,15,,Yes,1.67,Yes,Yes,Fiber Optic,21,No,Yes,No,No,Yes,No,No,Yes,One Year,No,Credit Card,89.0,1288.3,45.69,0,25.05,1267.66,4,Stayed,0,4452,No
-Male,74,No,Yes,Yes,No,0,United States,California,San Francisco,94109,"37.794487, -122.42227",37.794487,-122.42227,"56,330",Q3,Yes,4,44,,Yes,1.89,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.35,847.25,0.0,0,83.16,930.41,5,Stayed,0,4975,Yes
-Male,21,Yes,No,Yes,No,0,United States,California,San Francisco,94109,"37.794487, -122.42227",37.794487,-122.42227,"56,330",Q3,Yes,10,72,,Yes,14.19,Yes,Yes,Fiber Optic,71,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,108.2,7840.6,0.0,0,1021.68,8862.28,4,Stayed,0,4773,Yes
-Male,79,No,Yes,No,No,0,United States,California,San Francisco,94123,"37.800254, -122.436975",37.800254,-122.436975,"22,920",Q3,No,0,39,Offer C,Yes,41.93,Yes,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,95.65,3759.05,0.0,150,1635.27,5544.32,1,Churned,1,4892,No
-Female,61,No,No,Yes,No,0,United States,California,San Francisco,94123,"37.800254, -122.436975",37.800254,-122.436975,"22,920",Q3,Yes,1,3,Offer E,Yes,44.34,Yes,Yes,Fiber Optic,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.85,256.6,0.0,0,133.02,389.62,2,Churned,1,4062,Yes
-Male,25,Yes,No,Yes,No,0,United States,California,San Francisco,94123,"37.800254, -122.436975",37.800254,-122.436975,"22,920",Q3,Yes,1,16,,Yes,25.83,Yes,Yes,Fiber Optic,46,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.4,1189.4,0.0,0,413.28,1602.68,5,Stayed,0,5432,Yes
-Male,40,No,No,No,No,0,United States,California,San Francisco,94123,"37.800254, -122.436975",37.800254,-122.436975,"22,920",Q3,No,0,3,,Yes,12.05,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,21.2,52.05,0.0,0,36.15,88.2,5,Joined,0,2088,No
-Male,71,No,Yes,No,No,0,United States,California,San Mateo,94402,"37.556634, -122.317723",37.556634,-122.317723,"23,393",Q3,No,0,3,,Yes,30.25,Yes,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.05,231.8,0.0,0,90.75,322.55,1,Churned,1,2930,No
-Female,51,No,No,No,No,0,United States,California,San Mateo,94402,"37.556634, -122.317723",37.556634,-122.317723,"23,393",Q3,No,0,6,,Yes,19.74,Yes,Yes,Fiber Optic,27,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.05,434.5,0.0,0,118.44,552.94,1,Churned,1,3263,No
-Female,21,Yes,No,Yes,Yes,3,United States,California,San Mateo,94402,"37.556634, -122.317723",37.556634,-122.317723,"23,393",Q3,Yes,1,22,Offer D,Yes,42.98,No,Yes,DSL,30,Yes,Yes,Yes,No,No,No,No,No,Month-to-Month,No,Credit Card,61.15,1422.05,0.0,80,945.56,2447.61,1,Churned,1,4626,Yes
-Male,56,No,No,Yes,Yes,1,United States,California,San Mateo,94402,"37.556634, -122.317723",37.556634,-122.317723,"23,393",Q3,No,0,12,,Yes,26.17,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,24.0,269.65,0.0,0,314.04,583.69,3,Stayed,0,3705,Yes
-Male,69,No,Yes,No,No,0,United States,California,Concord,94520,"38.013825, -122.039144",38.013825,-122.039144,"36,186",Q3,No,0,1,,Yes,33.84,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.75,69.75,0.0,0,33.84,103.59,1,Churned,1,5057,No
-Male,21,Yes,No,Yes,No,0,United States,California,Concord,94520,"38.013825, -122.039144",38.013825,-122.039144,"36,186",Q3,Yes,1,1,,Yes,32.08,No,Yes,DSL,73,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,44.7,44.7,0.0,0,32.08,76.78,3,Churned,1,3700,Yes
-Female,38,No,No,No,No,0,United States,California,Concord,94520,"38.013825, -122.039144",38.013825,-122.039144,"36,186",Q3,No,0,3,Offer E,Yes,13.28,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.6,59.75,0.0,0,39.84,99.59,3,Churned,1,5000,No
-Male,47,No,No,Yes,No,0,United States,California,Concord,94520,"38.013825, -122.039144",38.013825,-122.039144,"36,186",Q3,Yes,3,7,Offer E,No,0.0,No,Yes,DSL,17,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,34.2,256.6,0.0,0,0.0,256.6,4,Stayed,0,5100,Yes
-Female,70,No,Yes,No,No,0,United States,California,Hayward,94542,"37.656695, -122.048361",37.656695,-122.048361,"11,147",Q3,No,0,33,Offer C,Yes,17.24,Yes,Yes,Fiber Optic,25,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,110.45,3655.45,0.0,70,568.92,4294.37,1,Churned,1,3401,No
-Male,50,No,No,No,Yes,3,United States,California,Hayward,94542,"37.656695, -122.048361",37.656695,-122.048361,"11,147",Q3,No,0,3,,Yes,19.58,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.85,60.65,0.0,0,58.74,119.39,4,Joined,0,5868,No
-Female,64,No,No,Yes,Yes,1,United States,California,Hayward,94542,"37.656695, -122.048361",37.656695,-122.048361,"11,147",Q3,Yes,9,28,Offer C,Yes,21.91,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.9,543.0,0.0,0,613.48,1156.48,4,Stayed,0,2987,Yes
-Female,60,No,No,No,No,0,United States,California,Hayward,94542,"37.656695, -122.048361",37.656695,-122.048361,"11,147",Q3,No,0,6,Offer E,Yes,35.88,No,Yes,Fiber Optic,10,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.25,487.05,0.0,0,215.28,702.33,3,Stayed,0,4430,No
-Male,71,No,Yes,Yes,No,0,United States,California,Napa,94559,"38.232389, -122.324944",38.232389,-122.324944,"26,894",Q3,Yes,1,7,,Yes,42.92,Yes,Yes,Fiber Optic,2,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.25,665.45,0.0,0,300.44,965.89,2,Churned,1,2487,Yes
-Male,70,No,Yes,Yes,No,0,United States,California,Napa,94559,"38.232389, -122.324944",38.232389,-122.324944,"26,894",Q3,Yes,5,4,,Yes,6.03,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,70.2,280.35,30.75,0,24.12,273.72,5,Stayed,0,4444,Yes
-Male,76,No,Yes,No,No,0,United States,California,Napa,94559,"38.232389, -122.324944",38.232389,-122.324944,"26,894",Q3,No,0,13,,Yes,49.9,No,Yes,DSL,30,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.9,788.35,0.0,0,648.7,1437.05,5,Stayed,0,5254,No
-Female,20,Yes,No,Yes,No,0,United States,California,Napa,94559,"38.232389, -122.324944",38.232389,-122.324944,"26,894",Q3,Yes,5,35,,Yes,42.18,No,Yes,Cable,59,Yes,No,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,54.95,1916.0,0.0,0,1476.3,3392.3,4,Stayed,0,4858,Yes
-Male,67,No,Yes,No,No,0,United States,California,El Sobrante,94803,"37.963995, -122.288296",37.963995,-122.288296,"25,399",Q3,No,0,19,,Yes,16.78,Yes,Yes,Fiber Optic,15,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.85,1471.75,0.0,0,318.82,1790.57,3,Churned,1,3715,No
-Male,74,No,Yes,No,No,0,United States,California,El Sobrante,94803,"37.963995, -122.288296",37.963995,-122.288296,"25,399",Q3,No,0,5,,No,0.0,No,Yes,DSL,4,No,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,45.4,214.75,0.0,0,0.0,214.75,5,Stayed,0,2599,No
-Female,25,Yes,No,Yes,No,0,United States,California,El Sobrante,94803,"37.963995, -122.288296",37.963995,-122.288296,"25,399",Q3,Yes,4,71,Offer A,Yes,6.23,No,Yes,DSL,58,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,81.85,5924.4,0.0,0,442.33,6366.73,4,Stayed,0,4090,Yes
-Male,55,No,No,No,Yes,1,United States,California,El Sobrante,94803,"37.963995, -122.288296",37.963995,-122.288296,"25,399",Q3,No,0,36,,Yes,21.3,No,Yes,Fiber Optic,18,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.7,3512.5,0.0,0,766.8,4279.3,3,Stayed,0,4671,No
-Male,67,No,Yes,Yes,No,0,United States,California,San Rafael,94901,"37.972662, -122.491452",37.972662,-122.491452,"40,239",Q3,Yes,2,8,,Yes,26.99,No,Yes,Fiber Optic,2,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,80.45,583.45,0.0,0,215.92,799.37,1,Churned,1,3443,Yes
-Female,78,No,Yes,No,No,0,United States,California,San Rafael,94901,"37.972662, -122.491452",37.972662,-122.491452,"40,239",Q3,No,0,52,Offer B,Yes,34.0,Yes,Yes,DSL,3,Yes,No,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,59.85,3103.25,19.16,0,1768.0,4852.09,3,Stayed,0,5085,No
-Female,26,Yes,No,No,No,0,United States,California,San Rafael,94901,"37.972662, -122.491452",37.972662,-122.491452,"40,239",Q3,No,0,42,Offer B,Yes,33.46,Yes,Yes,Fiber Optic,52,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.2,4400.75,40.15,0,1405.32,5765.92,1,Churned,1,2317,No
-Male,37,No,No,Yes,No,0,United States,California,San Rafael,94901,"37.972662, -122.491452",37.972662,-122.491452,"40,239",Q3,Yes,3,56,,Yes,46.18,No,Yes,Fiber Optic,24,No,No,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,80.9,4557.5,0.0,0,2586.08,7143.58,5,Stayed,0,5344,Yes
-Female,69,No,Yes,No,No,0,United States,California,Novato,94945,"38.135897, -122.563683",38.135897,-122.563683,"16,429",Q3,No,0,13,Offer D,Yes,7.22,Yes,Yes,Fiber Optic,28,Yes,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,100.8,1308.1,0.0,0,93.86,1401.96,1,Churned,1,3269,No
-Male,76,No,Yes,Yes,No,0,United States,California,Novato,94945,"38.135897, -122.563683",38.135897,-122.563683,"16,429",Q3,Yes,5,31,Offer C,Yes,46.06,Yes,Yes,Fiber Optic,18,Yes,No,No,No,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,89.45,2807.65,31.58,0,1427.86,4203.93,4,Stayed,0,5597,Yes
-Female,26,Yes,No,No,No,0,United States,California,Novato,94945,"38.135897, -122.563683",38.135897,-122.563683,"16,429",Q3,No,0,5,Offer E,Yes,43.99,No,Yes,Fiber Optic,42,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,80.0,412.5,40.0,10,219.95,602.45,3,Churned,1,3937,No
-Female,54,No,No,Yes,No,0,United States,California,Novato,94945,"38.135897, -122.563683",38.135897,-122.563683,"16,429",Q3,Yes,1,5,,Yes,7.0,No,Yes,Fiber Optic,23,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,83.6,404.2,24.44,0,35.0,414.76,3,Churned,1,4565,Yes
-Male,75,No,Yes,No,No,0,United States,California,Stinson Beach,94970,"37.921137, -122.657562",37.921137,-122.657562,781,Q3,No,0,10,Offer D,Yes,7.51,No,Yes,Fiber Optic,18,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.25,793.55,0.0,0,75.1,868.65,1,Churned,1,3856,No
-Male,68,No,Yes,No,No,0,United States,California,Stinson Beach,94970,"37.921137, -122.657562",37.921137,-122.657562,781,Q3,No,0,20,,Yes,22.31,No,Yes,DSL,21,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,54.0,1055.9,0.0,0,446.2,1502.1,4,Stayed,0,5090,No
-Female,52,No,No,Yes,Yes,2,United States,California,Stinson Beach,94970,"37.921137, -122.657562",37.921137,-122.657562,781,Q3,Yes,7,25,Offer C,Yes,13.06,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.05,520.1,0.0,0,326.5,846.6,4,Stayed,0,2010,Yes
-Female,58,No,No,No,Yes,3,United States,California,Stinson Beach,94970,"37.921137, -122.657562",37.921137,-122.657562,781,Q3,No,0,41,,Yes,38.94,No,Yes,DSL,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.2,1841.9,0.0,0,1596.54,3438.44,5,Stayed,0,4418,No
-Male,67,No,Yes,No,No,0,United States,California,Los Gatos,95032,"37.233034, -121.947427",37.233034,-121.947427,"24,443",Q3,No,0,5,,Yes,45.72,No,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.5,477.7,0.0,0,228.6,706.3,2,Churned,1,2718,No
-Female,50,No,No,Yes,No,0,United States,California,Los Gatos,95032,"37.233034, -121.947427",37.233034,-121.947427,"24,443",Q3,Yes,3,21,Offer D,Yes,42.22,Yes,Yes,Fiber Optic,29,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86.5,1808.7,0.0,0,886.62,2695.32,3,Churned,1,2036,Yes
-Female,35,No,No,No,No,0,United States,California,Los Gatos,95032,"37.233034, -121.947427",37.233034,-121.947427,"24,443",Q3,No,0,16,,Yes,13.04,Yes,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.75,1129.35,39.99,0,208.64,1298.0,5,Stayed,0,3574,No
-Female,60,No,No,Yes,Yes,2,United States,California,Los Gatos,95032,"37.233034, -121.947427",37.233034,-121.947427,"24,443",Q3,Yes,1,38,,Yes,36.72,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.6,763.1,0.0,0,1395.36,2158.46,3,Stayed,0,4623,Yes
-Male,66,No,Yes,Yes,No,0,United States,California,Moss Landing,95039,"36.863303, -121.781632",36.863303,-121.781632,899,Q3,No,0,1,,Yes,38.78,Yes,Yes,Fiber Optic,23,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.05,86.05,0.0,0,38.78,124.83,1,Churned,1,4843,Yes
-Female,25,Yes,No,Yes,Yes,2,United States,California,Moss Landing,95039,"36.863303, -121.781632",36.863303,-121.781632,899,Q3,Yes,4,71,Offer A,Yes,32.16,Yes,Yes,Fiber Optic,59,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,100.45,7159.7,16.12,0,2283.36,9426.94,3,Stayed,0,6171,Yes
-Female,33,No,No,Yes,No,0,United States,California,Moss Landing,95039,"36.863303, -121.781632",36.863303,-121.781632,899,Q3,Yes,10,72,Offer A,Yes,44.27,Yes,Yes,Fiber Optic,8,Yes,Yes,Yes,Yes,Yes,No,No,No,Two Year,Yes,Bank Withdrawal,103.95,7556.9,0.0,70,3187.44,10814.34,3,Stayed,0,5096,Yes
-Female,52,No,No,Yes,Yes,1,United States,California,Moss Landing,95039,"36.863303, -121.781632",36.863303,-121.781632,899,Q3,Yes,1,47,,Yes,1.44,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.05,1016.7,0.0,0,67.68,1084.38,5,Stayed,0,3260,Yes
-Female,67,No,Yes,No,No,0,United States,California,San Jose,95110,"37.34667, -121.910019",37.34667,-121.910019,"18,197",Q3,No,0,10,Offer D,No,0.0,No,Yes,DSL,4,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,34.7,329.8,0.0,0,0.0,329.8,1,Churned,1,3244,No
-Female,80,No,Yes,No,No,0,United States,California,San Jose,95110,"37.34667, -121.910019",37.34667,-121.910019,"18,197",Q3,No,0,17,Offer D,Yes,30.37,No,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.15,1496.9,0.0,0,516.29,2013.19,1,Churned,1,5082,No
-Male,32,No,No,Yes,No,0,United States,California,San Jose,95110,"37.34667, -121.910019",37.34667,-121.910019,"18,197",Q3,Yes,7,40,,Yes,24.3,No,Yes,DSL,28,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.15,2058.5,37.03,0,972.0,2993.47,4,Stayed,0,2454,Yes
-Male,25,Yes,No,No,No,0,United States,California,San Jose,95110,"37.34667, -121.910019",37.34667,-121.910019,"18,197",Q3,No,0,59,,Yes,25.89,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.0,1510.5,0.0,0,1527.51,3038.01,4,Stayed,0,5537,No
-Male,71,No,Yes,Yes,No,0,United States,California,San Jose,95126,"37.327069, -121.916819",37.327069,-121.916819,"27,023",Q3,Yes,1,53,,Yes,21.67,Yes,Yes,Cable,6,Yes,No,No,Yes,No,No,No,No,One Year,Yes,Bank Withdrawal,60.05,3229.65,0.0,100,1148.51,4478.16,1,Churned,1,5271,Yes
-Male,46,No,No,Yes,No,0,United States,California,San Jose,95126,"37.327069, -121.916819",37.327069,-121.916819,"27,023",Q3,Yes,5,25,,Yes,6.45,No,Yes,Cable,19,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,61.6,1611.0,44.9,0,161.25,1727.35,3,Stayed,0,3807,Yes
-Female,49,No,No,No,No,0,United States,California,San Jose,95126,"37.327069, -121.916819",37.327069,-121.916819,"27,023",Q3,No,0,49,,Yes,11.11,No,Yes,Fiber Optic,27,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,100.65,4917.75,0.0,0,544.39,5462.14,3,Stayed,0,5499,No
-Female,29,Yes,No,Yes,No,0,United States,California,San Jose,95126,"37.327069, -121.916819",37.327069,-121.916819,"27,023",Q3,Yes,8,25,,Yes,12.12,Yes,Yes,Cable,59,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,54.1,1373.0,0.0,110,303.0,1786.0,3,Stayed,0,5701,Yes
-Male,74,No,Yes,Yes,No,0,United States,California,San Jose,95127,"37.375156, -121.795867",37.375156,-121.795867,"60,620",Q3,Yes,1,16,Offer D,Yes,26.12,No,Yes,Fiber Optic,8,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.3,1178.25,0.0,0,417.92,1596.17,1,Churned,1,2076,Yes
-Male,34,No,No,Yes,No,0,United States,California,San Jose,95127,"37.375156, -121.795867",37.375156,-121.795867,"60,620",Q3,Yes,1,19,Offer D,Yes,28.04,Yes,Yes,Fiber Optic,22,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,103.3,2012.7,0.0,0,532.76,2545.46,3,Churned,1,2349,Yes
-Male,30,No,No,No,No,0,United States,California,San Jose,95127,"37.375156, -121.795867",37.375156,-121.795867,"60,620",Q3,No,0,1,Offer E,No,0.0,No,Yes,Cable,69,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,29.7,29.7,0.0,0,0.0,29.7,1,Churned,1,3383,No
-Male,58,No,No,No,No,0,United States,California,San Jose,95127,"37.375156, -121.795867",37.375156,-121.795867,"60,620",Q3,No,0,12,,Yes,44.78,No,Yes,DSL,12,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.05,593.05,29.32,0,537.36,1101.09,5,Stayed,0,4244,No
-Female,70,No,Yes,No,No,0,United States,California,Stockton,95207,"38.002125, -121.324979",38.002125,-121.324979,"49,965",Q3,No,0,9,,Yes,17.56,Yes,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.55,622.9,33.25,0,158.04,747.69,1,Churned,1,3145,No
-Male,19,Yes,No,Yes,No,0,United States,California,Stockton,95207,"38.002125, -121.324979",38.002125,-121.324979,"49,965",Q3,Yes,5,18,,Yes,1.28,Yes,Yes,DSL,30,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,56.8,1074.65,0.0,0,23.04,1097.69,5,Stayed,0,5558,Yes
-Male,25,Yes,No,Yes,No,0,United States,California,Stockton,95207,"38.002125, -121.324979",38.002125,-121.324979,"49,965",Q3,Yes,2,68,Offer A,Yes,24.01,Yes,Yes,Fiber Optic,48,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,107.7,7320.9,0.0,0,1632.68,8953.58,3,Stayed,0,5015,Yes
-Female,42,No,No,Yes,Yes,1,United States,California,Stockton,95207,"38.002125, -121.324979",38.002125,-121.324979,"49,965",Q3,Yes,1,71,,Yes,19.49,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.7,1810.55,0.0,0,1383.79,3194.34,4,Stayed,0,5187,Yes
-Male,76,No,Yes,Yes,No,0,United States,California,Angels Camp,95222,"38.071327, -120.632221",38.071327,-120.632221,"4,264",Q3,Yes,1,32,Offer C,Yes,43.51,Yes,Yes,Fiber Optic,22,No,No,Yes,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,104.9,3351.55,33.73,0,1392.32,4710.14,1,Churned,1,3966,Yes
-Male,19,Yes,No,No,No,0,United States,California,Angels Camp,95222,"38.071327, -120.632221",38.071327,-120.632221,"4,264",Q3,No,0,2,Offer E,Yes,5.33,No,Yes,Cable,52,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,55.1,113.35,0.0,0,10.66,124.01,1,Churned,1,4235,No
-Female,59,No,No,No,No,0,United States,California,Angels Camp,95222,"38.071327, -120.632221",38.071327,-120.632221,"4,264",Q3,No,0,41,Offer B,No,0.0,No,Yes,Cable,21,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,40.35,1677.85,0.0,0,0.0,1677.85,5,Stayed,0,2454,No
-Male,26,Yes,No,No,No,0,United States,California,Angels Camp,95222,"38.071327, -120.632221",38.071327,-120.632221,"4,264",Q3,No,0,4,,Yes,22.54,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.4,93.4,0.0,0,90.16,183.56,5,Stayed,0,4402,No
-Male,67,No,Yes,Yes,No,0,United States,California,Sheep Ranch,95250,"38.244806, -120.417301",38.244806,-120.417301,88,Q3,Yes,1,1,,Yes,17.36,Yes,Yes,Fiber Optic,29,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,74.4,74.4,0.0,30,17.36,121.76,3,Churned,1,5429,Yes
-Male,68,No,Yes,No,No,0,United States,California,Sheep Ranch,95250,"38.244806, -120.417301",38.244806,-120.417301,88,Q3,No,0,70,Offer A,No,0.0,No,Yes,Cable,13,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,44.05,3011.65,0.0,0,0.0,3011.65,3,Stayed,0,4022,No
-Female,79,No,Yes,Yes,No,0,United States,California,Sheep Ranch,95250,"38.244806, -120.417301",38.244806,-120.417301,88,Q3,Yes,8,26,Offer C,Yes,18.66,Yes,Yes,Fiber Optic,11,No,No,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,98.1,2510.7,44.17,0,485.16,2951.69,4,Stayed,0,3114,Yes
-Male,36,No,No,Yes,No,0,United States,California,Sheep Ranch,95250,"38.244806, -120.417301",38.244806,-120.417301,88,Q3,Yes,1,13,,Yes,30.55,Yes,Yes,Fiber Optic,28,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,102.25,1359.0,0.0,0,397.15,1756.15,1,Churned,1,2003,Yes
-Male,80,No,Yes,No,No,0,United States,California,Ballico,95303,"37.4695, -120.672724",37.4695,-120.672724,809,Q3,No,0,8,,Yes,14.89,No,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.7,560.85,0.0,0,119.12,679.97,1,Churned,1,3068,No
-Female,56,No,No,No,No,0,United States,California,Ballico,95303,"37.4695, -120.672724",37.4695,-120.672724,809,Q3,No,0,46,Offer B,Yes,46.83,Yes,Yes,DSL,2,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Mailed Check,79.2,3593.8,0.0,0,2154.18,5747.98,4,Stayed,0,2007,No
-Male,37,No,No,Yes,No,0,United States,California,Ballico,95303,"37.4695, -120.672724",37.4695,-120.672724,809,Q3,Yes,1,42,Offer B,No,0.0,No,Yes,DSL,7,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,40.15,1626.05,0.0,0,0.0,1626.05,4,Stayed,0,4348,Yes
-Male,22,Yes,No,No,No,0,United States,California,Ballico,95303,"37.4695, -120.672724",37.4695,-120.672724,809,Q3,No,0,2,,No,0.0,No,Yes,DSL,48,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,24.9,49.7,0.0,10,0.0,59.7,3,Joined,0,4033,No
-Female,67,No,Yes,Yes,No,0,United States,California,Catheys Valley,95306,"37.394411, -120.127262",37.394411,-120.127262,986,Q3,Yes,1,12,Offer D,Yes,30.63,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,98.1,1060.2,49.06,0,367.56,1378.7,3,Churned,1,2709,Yes
-Male,71,No,Yes,Yes,No,0,United States,California,Catheys Valley,95306,"37.394411, -120.127262",37.394411,-120.127262,986,Q3,Yes,1,43,,Yes,4.59,Yes,Yes,Fiber Optic,5,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,94.3,3953.15,0.0,0,197.37,4150.52,3,Stayed,0,2040,Yes
-Male,58,No,No,Yes,No,0,United States,California,Catheys Valley,95306,"37.394411, -120.127262",37.394411,-120.127262,986,Q3,Yes,1,67,Offer A,Yes,11.74,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.6,1784.9,0.0,0,786.58,2571.48,3,Stayed,0,4879,Yes
-Male,25,Yes,No,Yes,Yes,1,United States,California,Catheys Valley,95306,"37.394411, -120.127262",37.394411,-120.127262,986,Q3,No,0,71,,Yes,25.45,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,114.0,8175.9,0.0,0,1806.95,9982.85,4,Stayed,0,5600,Yes
-Female,68,No,Yes,Yes,No,0,United States,California,Hickman,95323,"37.605926, -120.69955",37.605926,-120.69955,"1,055",Q3,Yes,1,4,,Yes,18.91,Yes,Yes,Fiber Optic,20,Yes,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,99.6,347.65,25.79,0,75.64,397.5,1,Churned,1,4708,Yes
-Male,31,No,No,No,No,0,United States,California,Hickman,95323,"37.605926, -120.69955",37.605926,-120.69955,"1,055",Q3,No,0,7,Offer E,Yes,35.91,Yes,Yes,Fiber Optic,27,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.45,593.45,0.0,0,251.37,844.82,2,Churned,1,5356,No
-Female,41,No,No,Yes,Yes,1,United States,California,Hickman,95323,"37.605926, -120.69955",37.605926,-120.69955,"1,055",Q3,Yes,1,72,Offer A,Yes,15.58,Yes,Yes,DSL,20,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,89.75,6595.9,0.0,0,1121.76,7717.66,3,Stayed,0,5096,Yes
-Female,46,No,No,No,No,0,United States,California,Hickman,95323,"37.605926, -120.69955",37.605926,-120.69955,"1,055",Q3,No,0,69,Offer A,Yes,13.91,Yes,Yes,Cable,7,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,66.9,4577.9,0.0,0,959.79,5537.69,3,Stayed,0,5059,No
-Male,69,No,Yes,Yes,No,0,United States,California,Soulsbyville,95372,"37.990574, -120.261821",37.990574,-120.261821,"1,519",Q3,Yes,1,70,,Yes,17.45,Yes,Yes,Fiber Optic,20,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,102.95,7101.5,15.24,0,1221.5,8307.76,1,Churned,1,5005,Yes
-Male,30,No,No,Yes,No,0,United States,California,Soulsbyville,95372,"37.990574, -120.261821",37.990574,-120.261821,"1,519",Q3,Yes,1,9,,Yes,31.67,Yes,Yes,Cable,59,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,79.35,661.25,0.0,10,285.03,956.28,3,Churned,1,4533,Yes
-Male,62,No,No,No,No,0,United States,California,Soulsbyville,95372,"37.990574, -120.261821",37.990574,-120.261821,"1,519",Q3,No,0,30,Offer C,Yes,7.19,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,90.4,2820.65,0.0,0,215.7,3036.35,4,Stayed,0,3171,No
-Male,25,Yes,No,Yes,Yes,1,United States,California,Soulsbyville,95372,"37.990574, -120.261821",37.990574,-120.261821,"1,519",Q3,Yes,1,44,,No,0.0,No,Yes,DSL,69,No,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,54.3,2317.1,0.0,10,0.0,2327.1,5,Stayed,0,3423,Yes
-Female,73,No,Yes,Yes,No,0,United States,California,Branscomb,95417,"39.710591, -123.682799",39.710591,-123.682799,176,Q3,Yes,1,1,,Yes,37.3,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.25,69.25,0.0,0,37.3,106.55,1,Churned,1,4568,Yes
-Female,46,No,No,No,No,0,United States,California,Branscomb,95417,"39.710591, -123.682799",39.710591,-123.682799,176,Q3,No,0,11,Offer D,Yes,22.36,Yes,Yes,Cable,3,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,90.15,987.95,0.0,0,245.96,1233.91,1,Churned,1,5250,No
-Female,32,No,No,No,No,0,United States,California,Branscomb,95417,"39.710591, -123.682799",39.710591,-123.682799,176,Q3,No,0,9,Offer E,Yes,45.99,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.45,147.55,0.0,0,413.91,561.46,4,Stayed,0,2392,No
-Male,37,No,No,No,No,0,United States,California,Branscomb,95417,"39.710591, -123.682799",39.710591,-123.682799,176,Q3,No,0,13,Offer D,No,0.0,No,Yes,Cable,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.15,331.85,48.59,0,0.0,283.26,5,Stayed,0,4943,No
-Male,65,No,Yes,No,No,0,United States,California,Philo,95466,"39.094102, -123.500853",39.094102,-123.500853,"1,113",Q3,No,0,12,Offer D,Yes,28.63,No,Yes,Cable,7,No,Yes,Yes,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,83.8,1029.75,44.58,80,343.56,1408.73,1,Churned,1,5565,No
-Female,62,No,No,Yes,Yes,2,United States,California,Philo,95466,"39.094102, -123.500853",39.094102,-123.500853,"1,113",Q3,Yes,9,30,,Yes,24.56,Yes,Yes,Fiber Optic,18,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,107.5,3242.5,0.0,0,736.8,3979.3,4,Stayed,0,3094,Yes
-Female,52,No,No,No,No,0,United States,California,Philo,95466,"39.094102, -123.500853",39.094102,-123.500853,"1,113",Q3,No,0,10,,Yes,10.46,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,21.2,222.65,0.0,0,104.6,327.25,4,Stayed,0,2066,No
-Female,36,No,No,Yes,Yes,1,United States,California,Philo,95466,"39.094102, -123.500853",39.094102,-123.500853,"1,113",Q3,Yes,4,72,,Yes,12.84,Yes,Yes,DSL,22,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,83.6,5959.3,0.0,0,924.48,6883.78,3,Stayed,0,4116,Yes
-Male,73,No,Yes,No,No,0,United States,California,Point Arena,95468,"38.911299, -123.609588",38.911299,-123.609588,"1,352",Q3,No,0,53,,No,0.0,No,Yes,DSL,25,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.45,2854.55,20.16,0,0.0,2834.39,2,Churned,1,6280,No
-Male,67,No,Yes,Yes,No,0,United States,California,Point Arena,95468,"38.911299, -123.609588",38.911299,-123.609588,"1,352",Q3,No,0,54,,Yes,38.48,Yes,Yes,Fiber Optic,13,No,No,Yes,No,Yes,Yes,No,No,Month-to-Month,Yes,Credit Card,99.05,5295.7,0.0,40,2077.92,7413.62,5,Stayed,0,4011,Yes
-Male,42,No,No,No,No,0,United States,California,Point Arena,95468,"38.911299, -123.609588",38.911299,-123.609588,"1,352",Q3,No,0,64,,Yes,38.96,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.55,1240.15,0.0,0,2493.44,3733.59,3,Stayed,0,6036,No
-Female,31,No,No,Yes,Yes,2,United States,California,Point Arena,95468,"38.911299, -123.609588",38.911299,-123.609588,"1,352",Q3,Yes,1,39,,Yes,5.88,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,24.2,914.6,0.0,0,229.32,1143.92,3,Stayed,0,3109,Yes
-Male,78,No,Yes,Yes,No,0,United States,California,Westport,95488,"39.724433, -123.767578",39.724433,-123.767578,309,Q3,No,0,41,,Yes,22.56,Yes,Yes,Fiber Optic,15,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,99.8,4259.3,8.88,0,924.96,5175.38,1,Churned,1,4726,Yes
-Female,71,No,Yes,No,No,0,United States,California,Westport,95488,"39.724433, -123.767578",39.724433,-123.767578,309,Q3,No,0,20,,Yes,21.49,No,Yes,Fiber Optic,4,No,No,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,80.7,1614.2,0.0,0,429.8,2044.0,5,Stayed,0,3111,No
-Male,42,No,No,Yes,Yes,3,United States,California,Westport,95488,"39.724433, -123.767578",39.724433,-123.767578,309,Q3,Yes,8,56,Offer B,Yes,40.86,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,115.85,6567.9,0.0,0,2288.16,8856.06,3,Stayed,0,4937,Yes
-Male,44,No,No,Yes,Yes,3,United States,California,Westport,95488,"39.724433, -123.767578",39.724433,-123.767578,309,Q3,Yes,10,50,,No,0.0,No,Yes,DSL,23,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,39.45,2021.35,0.0,0,0.0,2021.35,3,Stayed,0,6018,Yes
-Male,68,No,Yes,No,No,0,United States,California,Gasquet,95543,"41.867908, -123.794144",41.867908,-123.794144,532,Q3,No,0,5,,Yes,2.27,No,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.25,331.9,12.48,0,11.35,330.77,2,Churned,1,3684,No
-Male,47,No,No,No,No,0,United States,California,Gasquet,95543,"41.867908, -123.794144",41.867908,-123.794144,532,Q3,No,0,8,,Yes,41.13,No,Yes,DSL,27,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,66.7,579.0,0.0,0,329.04,908.04,3,Stayed,0,4490,No
-Male,58,No,No,No,No,0,United States,California,Gasquet,95543,"41.867908, -123.794144",41.867908,-123.794144,532,Q3,No,0,52,,Yes,5.92,No,Yes,Fiber Optic,23,No,No,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,83.8,4331.4,0.0,70,307.84,4709.24,3,Stayed,0,6339,No
-Male,45,No,No,No,No,0,United States,California,Gasquet,95543,"41.867908, -123.794144",41.867908,-123.794144,532,Q3,No,0,57,Offer B,Yes,36.08,Yes,Yes,Fiber Optic,26,No,No,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,86.9,4939.25,0.0,0,2056.56,6995.81,5,Stayed,0,6109,No
-Male,65,No,Yes,Yes,No,0,United States,California,Piercy,95587,"39.955587, -123.681175",39.955587,-123.681175,200,Q3,Yes,1,69,,Yes,16.34,Yes,Yes,Fiber Optic,4,No,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,89.95,6143.15,6.79,110,1127.46,7373.82,1,Churned,1,6363,Yes
-Female,68,No,Yes,No,No,0,United States,California,Piercy,95587,"39.955587, -123.681175",39.955587,-123.681175,200,Q3,No,0,67,,Yes,48.43,Yes,Yes,DSL,28,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.9,3725.5,0.0,0,3244.81,6970.31,4,Stayed,0,4826,No
-Female,39,No,No,Yes,No,0,United States,California,Piercy,95587,"39.955587, -123.681175",39.955587,-123.681175,200,Q3,Yes,5,57,Offer B,Yes,3.72,Yes,Yes,Fiber Optic,11,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,100.75,5985.0,0.0,0,212.04,6197.04,3,Stayed,0,6354,Yes
-Male,28,Yes,No,Yes,No,0,United States,California,Piercy,95587,"39.955587, -123.681175",39.955587,-123.681175,200,Q3,No,0,72,,Yes,21.26,Yes,Yes,Fiber Optic,53,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,108.95,7875.0,0.0,0,1530.72,9405.72,4,Stayed,0,5758,Yes
-Male,67,No,Yes,No,No,0,United States,California,Carmichael,95608,"38.626128, -121.328011",38.626128,-121.328011,"58,830",Q3,No,0,14,Offer D,Yes,16.32,Yes,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.95,1036.75,39.29,0,228.48,1225.94,3,Churned,1,2075,No
-Female,47,No,No,No,No,0,United States,California,Carmichael,95608,"38.626128, -121.328011",38.626128,-121.328011,"58,830",Q3,No,0,18,,Yes,12.67,Yes,Yes,Fiber Optic,23,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.35,1639.3,0.0,0,228.06,1867.36,3,Churned,1,5727,No
-Female,56,No,No,No,No,0,United States,California,Carmichael,95608,"38.626128, -121.328011",38.626128,-121.328011,"58,830",Q3,No,0,8,,Yes,10.91,No,Yes,DSL,16,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.45,369.3,0.0,0,87.28,456.58,3,Stayed,0,4909,No
-Female,29,Yes,No,No,No,0,United States,California,Carmichael,95608,"38.626128, -121.328011",38.626128,-121.328011,"58,830",Q3,No,0,60,Offer B,No,0.0,No,Yes,DSL,73,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,44.45,2773.9,0.0,0,0.0,2773.9,4,Stayed,0,4928,No
-Female,70,No,Yes,No,No,0,United States,California,Citrus Heights,95610,"38.69508, -121.271616",38.69508,-121.271616,"43,718",Q3,No,0,32,Offer C,Yes,33.22,No,Yes,Fiber Optic,9,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.4,2276.95,44.31,0,1063.04,3295.68,1,Churned,1,2091,No
-Female,75,No,Yes,No,No,0,United States,California,Citrus Heights,95610,"38.69508, -121.271616",38.69508,-121.271616,"43,718",Q3,No,0,55,,Yes,29.6,Yes,Yes,Fiber Optic,3,No,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,100.15,5409.75,0.0,0,1628.0,7037.75,4,Stayed,0,5182,No
-Female,43,No,No,No,No,0,United States,California,Citrus Heights,95610,"38.69508, -121.271616",38.69508,-121.271616,"43,718",Q3,No,0,9,,Yes,46.94,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.5,178.85,0.0,0,422.46,601.31,4,Stayed,0,4283,No
-Female,23,Yes,No,Yes,Yes,1,United States,California,Citrus Heights,95610,"38.69508, -121.271616",38.69508,-121.271616,"43,718",Q3,Yes,5,65,,Yes,13.17,Yes,Yes,Fiber Optic,59,Yes,No,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,104.3,6725.3,0.0,70,856.05,7651.35,3,Stayed,0,4997,Yes
-Female,69,No,Yes,Yes,No,0,United States,California,Herald,95638,"38.313447, -121.123886",38.313447,-121.123886,"1,745",Q3,Yes,1,50,,Yes,4.6,No,Yes,Cable,24,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71.05,3444.85,0.0,0,230.0,3674.85,3,Churned,1,5746,Yes
-Female,62,No,No,No,No,0,United States,California,Herald,95638,"38.313447, -121.123886",38.313447,-121.123886,"1,745",Q3,No,0,70,Offer A,No,0.0,No,Yes,DSL,11,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,44.6,3058.15,0.0,0,0.0,3058.15,3,Stayed,0,4442,No
-Male,60,No,No,No,No,0,United States,California,Herald,95638,"38.313447, -121.123886",38.313447,-121.123886,"1,745",Q3,No,0,24,Offer C,Yes,30.42,Yes,Yes,Fiber Optic,14,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.1,2322.85,0.0,110,730.08,3162.93,3,Stayed,0,3192,No
-Female,52,No,No,No,No,0,United States,California,Herald,95638,"38.313447, -121.123886",38.313447,-121.123886,"1,745",Q3,No,0,14,Offer D,Yes,37.01,No,Yes,DSL,29,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.65,921.4,0.0,0,518.14,1439.54,3,Stayed,0,5351,No
-Female,73,No,Yes,No,No,0,United States,California,Newcastle,95658,"38.883224, -121.15918",38.883224,-121.15918,"6,096",Q3,No,0,2,,No,0.0,No,Yes,DSL,13,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.4,78.65,0.0,0,0.0,78.65,1,Churned,1,4002,No
-Male,62,No,No,Yes,No,0,United States,California,Newcastle,95658,"38.883224, -121.15918",38.883224,-121.15918,"6,096",Q3,Yes,4,29,,Yes,39.5,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,85.8,2440.25,0.0,150,1145.5,3735.75,3,Stayed,0,2568,Yes
-Female,34,No,No,No,No,0,United States,California,Newcastle,95658,"38.883224, -121.15918",38.883224,-121.15918,"6,096",Q3,No,0,35,Offer C,Yes,35.5,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.75,700.45,0.0,0,1242.5,1942.95,4,Stayed,0,4261,No
-Male,54,No,No,Yes,No,0,United States,California,Newcastle,95658,"38.883224, -121.15918",38.883224,-121.15918,"6,096",Q3,Yes,9,15,Offer D,Yes,24.17,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,68.6,1108.6,0.0,90,362.55,1561.15,4,Stayed,0,3351,Yes
-Male,74,No,Yes,No,No,0,United States,California,Roseville,95678,"38.759751, -121.288545",38.759751,-121.288545,"30,614",Q3,No,0,23,,Yes,17.62,Yes,Yes,Fiber Optic,29,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,106.4,2483.5,0.0,0,405.26,2888.76,1,Churned,1,5507,No
-Male,65,No,Yes,Yes,No,0,United States,California,Roseville,95678,"38.759751, -121.288545",38.759751,-121.288545,"30,614",Q3,Yes,2,7,,Yes,34.66,Yes,Yes,Fiber Optic,3,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.95,700.85,0.0,0,242.62,943.47,1,Churned,1,2016,Yes
-Female,59,No,No,Yes,Yes,3,United States,California,Roseville,95678,"38.759751, -121.288545",38.759751,-121.288545,"30,614",Q3,Yes,3,43,Offer B,Yes,27.49,Yes,Yes,Fiber Optic,53,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92.55,4039.0,0.0,0,1182.07,5221.07,3,Stayed,0,3853,Yes
-Male,33,No,No,Yes,Yes,2,United States,California,Roseville,95678,"38.759751, -121.288545",38.759751,-121.288545,"30,614",Q3,Yes,2,58,,Yes,33.82,Yes,Yes,Fiber Optic,10,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.05,6004.85,0.0,0,1961.56,7966.41,5,Stayed,0,5870,Yes
-Female,78,No,Yes,No,No,0,United States,California,Applegate,95703,"38.983388, -120.988814",38.983388,-120.988814,"1,526",Q3,No,0,2,Offer E,Yes,5.49,Yes,Yes,Fiber Optic,25,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.55,187.45,0.0,0,10.98,198.43,3,Churned,1,5512,No
-Male,70,No,Yes,Yes,No,0,United States,California,Applegate,95703,"38.983388, -120.988814",38.983388,-120.988814,"1,526",Q3,Yes,7,71,,Yes,36.6,Yes,Yes,Fiber Optic,10,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,92.0,6585.2,0.0,0,2598.6,9183.8,3,Stayed,0,4322,Yes
-Male,68,No,Yes,No,No,0,United States,California,Applegate,95703,"38.983388, -120.988814",38.983388,-120.988814,"1,526",Q3,No,0,31,Offer C,Yes,15.35,Yes,Yes,Fiber Optic,10,No,No,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,96.6,2877.95,0.0,0,475.85,3353.8,5,Stayed,0,3364,No
-Male,59,No,No,Yes,Yes,3,United States,California,Applegate,95703,"38.983388, -120.988814",38.983388,-120.988814,"1,526",Q3,Yes,4,38,,Yes,31.45,No,Yes,DSL,76,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,74.05,2802.3,0.0,0,1195.1,3997.4,3,Stayed,0,5975,Yes
-Male,77,No,Yes,Yes,No,0,United States,California,Sacramento,95814,"38.584505, -121.491956",38.584505,-121.491956,"16,599",Q3,Yes,1,30,Offer C,Yes,6.23,No,Yes,Fiber Optic,4,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.65,2365.15,0.0,0,186.9,2552.05,3,Churned,1,2174,Yes
-Male,24,Yes,No,No,Yes,3,United States,California,Sacramento,95814,"38.584505, -121.491956",38.584505,-121.491956,"16,599",Q3,No,0,1,Offer E,Yes,43.05,Yes,Yes,DSL,69,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.05,50.05,0.0,0,43.05,93.1,4,Joined,0,5523,No
-Male,34,No,No,No,No,0,United States,California,Sacramento,95814,"38.584505, -121.491956",38.584505,-121.491956,"16,599",Q3,No,0,9,Offer E,No,0.0,No,Yes,Cable,19,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Credit Card,39.55,373.0,0.0,0,0.0,373.0,3,Stayed,0,3755,No
-Female,61,No,No,Yes,Yes,3,United States,California,Sacramento,95814,"38.584505, -121.491956",38.584505,-121.491956,"16,599",Q3,Yes,9,54,,Yes,23.02,Yes,Yes,Cable,21,No,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,59.8,3246.45,0.0,0,1243.08,4489.53,5,Stayed,0,5898,Yes
-Female,70,No,Yes,No,No,0,United States,California,Sacramento,95819,"38.567594, -121.437507",38.567594,-121.437507,"15,975",Q3,No,0,1,,Yes,22.92,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.45,19.45,0.0,0,22.92,42.37,1,Churned,1,3848,No
-Male,56,No,No,No,No,0,United States,California,Sacramento,95819,"38.567594, -121.437507",38.567594,-121.437507,"15,975",Q3,No,0,18,,Yes,12.21,Yes,Yes,DSL,8,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Mailed Check,69.5,1199.4,0.0,0,219.78,1419.18,3,Stayed,0,4466,No
-Male,55,No,No,Yes,No,0,United States,California,Sacramento,95819,"38.567594, -121.437507",38.567594,-121.437507,"15,975",Q3,Yes,1,33,Offer C,Yes,26.8,No,Yes,Fiber Optic,17,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,91.25,2964.05,0.0,130,884.4,3978.45,5,Stayed,0,3296,Yes
-Female,28,Yes,No,No,No,0,United States,California,Sacramento,95819,"38.567594, -121.437507",38.567594,-121.437507,"15,975",Q3,No,0,15,,Yes,6.56,No,Yes,DSL,52,No,No,No,No,Yes,No,No,Yes,One Year,No,Credit Card,56.15,931.9,35.23,0,98.4,995.07,4,Stayed,0,5473,No
-Female,78,No,Yes,Yes,No,0,United States,California,Sacramento,95835,"38.685069, -121.543709",38.685069,-121.543709,854,Q3,No,0,32,Offer C,Yes,48.95,Yes,Yes,Fiber Optic,9,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,85.95,2628.6,0.0,0,1566.4,4195.0,3,Churned,1,2431,Yes
-Female,28,Yes,No,No,No,0,United States,California,Sacramento,95835,"38.685069, -121.543709",38.685069,-121.543709,854,Q3,No,0,3,Offer E,Yes,46.6,No,Yes,Fiber Optic,76,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.4,244.65,0.0,0,139.8,384.45,1,Churned,1,2448,No
-Female,37,No,No,No,No,0,United States,California,Sacramento,95835,"38.685069, -121.543709",38.685069,-121.543709,854,Q3,No,0,23,Offer D,Yes,35.03,Yes,Yes,DSL,3,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,73.75,1756.6,0.0,0,805.69,2562.29,3,Stayed,0,3483,No
-Female,42,No,No,Yes,Yes,3,United States,California,Sacramento,95835,"38.685069, -121.543709",38.685069,-121.543709,854,Q3,Yes,8,72,,Yes,47.6,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.25,1784.5,49.76,0,3427.2,5161.94,4,Stayed,0,5897,Yes
-Female,75,No,Yes,No,No,0,United States,California,Sacramento,95838,"38.646096, -121.442433",38.646096,-121.442433,"34,894",Q3,No,0,16,,Yes,36.83,No,Yes,DSL,16,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,59.4,1023.9,0.0,0,589.28,1613.18,1,Churned,1,5556,No
-Male,27,Yes,No,No,No,0,United States,California,Sacramento,95838,"38.646096, -121.442433",38.646096,-121.442433,"34,894",Q3,No,0,37,,Yes,30.72,Yes,Yes,Fiber Optic,42,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,98.8,3475.55,0.0,0,1136.64,4612.19,1,Churned,1,3066,No
-Male,38,No,No,No,No,0,United States,California,Sacramento,95838,"38.646096, -121.442433",38.646096,-121.442433,"34,894",Q3,No,0,44,Offer B,No,0.0,No,Yes,Cable,4,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,53.95,2375.4,0.0,0,0.0,2375.4,2,Churned,1,3051,No
-Male,48,No,No,Yes,Yes,2,United States,California,Sacramento,95838,"38.646096, -121.442433",38.646096,-121.442433,"34,894",Q3,Yes,9,52,,No,0.0,No,Yes,DSL,19,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,44.25,2276.1,23.5,0,0.0,2252.6,3,Stayed,0,6340,Yes
-Female,75,No,Yes,No,No,0,United States,California,Butte City,95920,"39.449794, -121.936372",39.449794,-121.936372,303,Q3,No,0,38,Offer C,Yes,47.39,Yes,Yes,Fiber Optic,2,No,No,No,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,99.55,3734.25,0.0,0,1800.82,5535.07,1,Churned,1,3474,No
-Female,50,No,No,Yes,No,0,United States,California,Butte City,95920,"39.449794, -121.936372",39.449794,-121.936372,303,Q3,Yes,2,51,,Yes,17.95,No,Yes,DSL,14,Yes,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,69.75,3562.5,0.0,0,915.45,4477.95,3,Stayed,0,5628,Yes
-Female,36,No,No,Yes,No,0,United States,California,Butte City,95920,"39.449794, -121.936372",39.449794,-121.936372,303,Q3,Yes,2,4,,Yes,6.77,No,Yes,Cable,3,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,54.7,235.05,0.0,0,27.08,262.13,4,Stayed,0,3475,Yes
-Female,33,No,No,Yes,Yes,3,United States,California,Butte City,95920,"39.449794, -121.936372",39.449794,-121.936372,303,Q3,Yes,1,35,,Yes,26.09,No,Yes,Fiber Optic,56,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,106.9,3756.45,34.47,150,913.15,4785.13,3,Stayed,0,5447,Yes
-Male,76,No,Yes,No,No,0,United States,California,Clipper Mills,95930,"39.562239, -121.14836",39.562239,-121.14836,282,Q3,No,0,2,Offer E,Yes,12.96,No,Yes,Fiber Optic,20,No,Yes,Yes,Yes,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,95.1,180.25,0.0,0,25.92,206.17,3,Churned,1,4486,No
-Female,30,No,No,Yes,No,0,United States,California,Clipper Mills,95930,"39.562239, -121.14836",39.562239,-121.14836,282,Q3,Yes,5,23,Offer D,Yes,12.88,No,Yes,DSL,41,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,57.75,1282.85,0.0,0,296.24,1579.09,3,Stayed,0,3794,Yes
-Male,23,Yes,No,Yes,No,0,United States,California,Clipper Mills,95930,"39.562239, -121.14836",39.562239,-121.14836,282,Q3,Yes,4,49,Offer B,Yes,33.93,No,Yes,Fiber Optic,27,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,99.25,4920.8,0.0,0,1662.57,6583.37,3,Stayed,0,4995,Yes
-Male,43,No,No,No,No,0,United States,California,Clipper Mills,95930,"39.562239, -121.14836",39.562239,-121.14836,282,Q3,No,0,4,Offer E,Yes,31.57,Yes,Yes,Fiber Optic,18,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,90.65,367.95,0.0,0,126.28,494.23,3,Stayed,0,3559,No
-Male,70,No,Yes,Yes,No,0,United States,California,Quincy,95971,"39.971228, -121.041166",39.971228,-121.041166,"6,189",Q3,Yes,1,17,,Yes,9.5,No,Yes,Fiber Optic,16,No,No,No,No,No,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,81.5,1329.2,0.0,0,161.5,1490.7,2,Churned,1,3443,Yes
-Female,40,No,No,No,No,0,United States,California,Quincy,95971,"39.971228, -121.041166",39.971228,-121.041166,"6,189",Q3,No,0,16,,Yes,12.92,No,Yes,Fiber Optic,12,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,81.0,1312.15,0.0,0,206.72,1518.87,1,Churned,1,2335,No
-Female,47,No,No,No,No,0,United States,California,Quincy,95971,"39.971228, -121.041166",39.971228,-121.041166,"6,189",Q3,No,0,1,,Yes,32.74,No,Yes,DSL,26,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,55.0,55.0,0.0,0,32.74,87.74,1,Churned,1,3809,No
-Male,44,No,No,No,No,0,United States,California,Quincy,95971,"39.971228, -121.041166",39.971228,-121.041166,"6,189",Q3,No,0,8,,Yes,7.02,No,Yes,DSL,23,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,43.55,335.4,0.0,10,56.16,401.56,5,Stayed,0,3266,No
-Male,67,No,Yes,Yes,No,0,United States,California,Sutter,95982,"39.172777, -121.805845",39.172777,-121.805845,"3,193",Q3,Yes,1,3,Offer E,No,0.0,No,Yes,DSL,20,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,36.45,93.7,0.0,0,0.0,93.7,1,Churned,1,3766,Yes
-Female,62,No,No,Yes,Yes,1,United States,California,Sutter,95982,"39.172777, -121.805845",39.172777,-121.805845,"3,193",Q3,Yes,5,35,Offer C,Yes,24.76,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,25.75,882.55,0.0,0,866.6,1749.15,5,Stayed,0,4194,Yes
-Male,48,No,No,Yes,No,0,United States,California,Sutter,95982,"39.172777, -121.805845",39.172777,-121.805845,"3,193",Q3,Yes,4,65,,Yes,41.2,Yes,Yes,Fiber Optic,10,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.25,6812.95,0.0,0,2678.0,9490.95,3,Stayed,0,5089,Yes
-Female,55,No,No,Yes,No,0,United States,California,Sutter,95982,"39.172777, -121.805845",39.172777,-121.805845,"3,193",Q3,Yes,1,61,Offer B,Yes,25.14,Yes,Yes,Fiber Optic,13,No,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,94.35,5703.0,29.88,0,1533.54,7206.66,5,Stayed,0,4676,Yes
-Female,69,No,Yes,No,No,0,United States,California,Twain,95984,"40.022184, -121.062384",40.022184,-121.062384,73,Q3,No,0,1,Offer E,No,0.0,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25.05,25.05,0.0,0,0.0,25.05,1,Churned,1,4842,No
-Female,42,No,No,No,No,0,United States,California,Twain,95984,"40.022184, -121.062384",40.022184,-121.062384,73,Q3,No,0,14,Offer D,Yes,18.74,No,Yes,Cable,20,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.35,1025.95,0.0,0,262.36,1288.31,2,Churned,1,4995,No
-Female,34,No,No,Yes,No,0,United States,California,Twain,95984,"40.022184, -121.062384",40.022184,-121.062384,73,Q3,Yes,1,1,,Yes,11.08,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.8,69.8,0.0,0,11.08,80.88,3,Churned,1,2123,Yes
-Male,53,No,No,No,No,0,United States,California,Twain,95984,"40.022184, -121.062384",40.022184,-121.062384,73,Q3,No,0,1,,Yes,40.49,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,18.85,18.85,0.0,0,40.49,59.34,1,Churned,1,4132,No
-Female,70,No,Yes,Yes,No,0,United States,California,Adin,96006,"41.171578, -120.913161",41.171578,-120.913161,615,Q3,Yes,1,43,Offer B,No,0.0,No,Yes,DSL,21,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,No,Credit Card,55.55,2342.2,0.0,0,0.0,2342.2,1,Churned,1,2573,Yes
-Female,64,No,No,No,No,0,United States,California,Adin,96006,"41.171578, -120.913161",41.171578,-120.913161,615,Q3,No,0,1,Offer E,Yes,33.41,No,Yes,Fiber Optic,28,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,82.3,82.3,0.0,0,33.41,115.71,1,Churned,1,4278,No
-Female,42,No,No,No,No,0,United States,California,Adin,96006,"41.171578, -120.913161",41.171578,-120.913161,615,Q3,No,0,46,Offer B,Yes,32.78,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,21.1,937.1,0.0,0,1507.88,2444.98,5,Stayed,0,4791,No
-Male,54,No,No,No,No,0,United States,California,Adin,96006,"41.171578, -120.913161",41.171578,-120.913161,615,Q3,No,0,7,,Yes,21.12,No,Yes,Fiber Optic,7,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.15,488.65,0.0,0,147.84,636.49,3,Stayed,0,4320,No
-Male,74,No,Yes,Yes,No,0,United States,California,Paskenta,96074,"39.884395, -122.587513",39.884395,-122.587513,263,Q3,Yes,2,10,,Yes,46.5,Yes,Yes,Cable,4,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.65,856.65,0.0,0,465.0,1321.65,1,Churned,1,4990,Yes
-Male,75,No,Yes,Yes,No,0,United States,California,Paskenta,96074,"39.884395, -122.587513",39.884395,-122.587513,263,Q3,Yes,1,37,Offer C,Yes,46.61,Yes,Yes,Fiber Optic,26,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.7,3171.15,0.0,0,1724.57,4895.72,2,Churned,1,4712,Yes
-Female,74,No,Yes,No,No,0,United States,California,Paskenta,96074,"39.884395, -122.587513",39.884395,-122.587513,263,Q3,No,0,2,Offer E,Yes,39.63,No,Yes,Fiber Optic,23,No,No,No,No,No,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,79.75,159.4,0.0,10,79.26,248.66,3,Churned,1,4038,No
-Female,45,No,No,Yes,No,0,United States,California,Paskenta,96074,"39.884395, -122.587513",39.884395,-122.587513,263,Q3,Yes,1,2,Offer E,Yes,7.7,No,Yes,Fiber Optic,22,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.35,120.25,0.0,20,15.4,155.65,3,Joined,0,4917,Yes
-Female,77,No,Yes,No,No,0,United States,California,Red Bluff,96080,"40.186772, -122.388361",40.186772,-122.388361,"26,438",Q3,No,0,37,Offer C,Yes,41.85,Yes,Yes,Fiber Optic,2,Yes,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,106.75,4056.75,0.0,0,1548.45,5605.2,1,Churned,1,5849,No
-Female,25,Yes,No,No,No,0,United States,California,Red Bluff,96080,"40.186772, -122.388361",40.186772,-122.388361,"26,438",Q3,No,0,5,Offer E,Yes,1.49,Yes,Yes,Fiber Optic,51,No,Yes,No,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.8,455.5,0.0,0,7.45,462.95,3,Churned,1,5090,No
-Female,28,Yes,No,Yes,No,0,United States,California,Red Bluff,96080,"40.186772, -122.388361",40.186772,-122.388361,"26,438",Q3,Yes,4,70,,Yes,39.78,No,Yes,DSL,52,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,80.4,5717.85,0.0,0,2784.6,8502.45,5,Stayed,0,6367,Yes
-Male,32,No,No,No,No,0,United States,California,Red Bluff,96080,"40.186772, -122.388361",40.186772,-122.388361,"26,438",Q3,No,0,18,Offer D,Yes,1.42,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.65,411.25,0.0,0,25.56,436.81,3,Stayed,0,4695,No
-Male,66,No,Yes,Yes,No,0,United States,California,Doyle,96109,"40.012675, -120.101857",40.012675,-120.101857,"1,177",Q3,Yes,1,12,,Yes,48.5,Yes,Yes,Fiber Optic,4,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,101.35,1218.55,0.0,0,582.0,1800.55,1,Churned,1,3967,Yes
-Male,46,No,No,No,No,0,United States,California,Doyle,96109,"40.012675, -120.101857",40.012675,-120.101857,"1,177",Q3,No,0,69,,Yes,3.24,Yes,Yes,Cable,26,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,81.5,5553.25,0.0,0,223.56,5776.81,4,Stayed,0,5286,No
-Female,33,No,No,No,No,0,United States,California,Doyle,96109,"40.012675, -120.101857",40.012675,-120.101857,"1,177",Q3,No,0,52,Offer B,Yes,38.93,No,Yes,DSL,8,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.75,2535.55,0.0,0,2024.36,4559.91,3,Stayed,0,6334,No
-Female,33,No,No,No,No,0,United States,California,Doyle,96109,"40.012675, -120.101857",40.012675,-120.101857,"1,177",Q3,No,0,22,Offer D,Yes,32.75,Yes,Yes,DSL,24,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,59.05,1253.5,0.0,0,720.5,1974.0,4,Stayed,0,3995,No
-Male,70,No,Yes,No,No,0,United States,California,Sierra City,96125,"39.600599, -120.636358",39.600599,-120.636358,348,Q3,No,0,35,Offer C,Yes,35.1,Yes,Yes,Fiber Optic,29,No,No,No,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,95.45,3474.05,0.0,80,1228.5,4782.55,2,Churned,1,2080,No
-Male,54,No,No,Yes,No,0,United States,California,Sierra City,96125,"39.600599, -120.636358",39.600599,-120.636358,348,Q3,Yes,1,17,,Yes,19.19,No,Yes,Fiber Optic,22,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.4,1539.45,0.0,0,326.23,1865.68,1,Churned,1,2544,Yes
-Female,51,No,No,No,No,0,United States,California,Sierra City,96125,"39.600599, -120.636358",39.600599,-120.636358,348,Q3,No,0,1,Offer E,Yes,27.05,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.85,70.85,0.0,0,27.05,97.9,3,Churned,1,2874,No
-Male,36,No,No,Yes,No,0,United States,California,Sierra City,96125,"39.600599, -120.636358",39.600599,-120.636358,348,Q3,Yes,1,63,,No,0.0,No,Yes,Cable,5,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,59.0,3707.6,0.0,0,0.0,3707.6,3,Stayed,0,5639,Yes
-Female,68,No,Yes,No,No,0,United States,California,Tahoe Vista,96148,"39.24124, -120.054765",39.24124,-120.054765,678,Q3,No,0,1,Offer E,Yes,45.8,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.6,69.6,0.0,0,45.8,115.4,2,Churned,1,2151,No
-Male,69,No,Yes,No,No,0,United States,California,Tahoe Vista,96148,"39.24124, -120.054765",39.24124,-120.054765,678,Q3,No,0,66,,Yes,9.9,Yes,Yes,Fiber Optic,25,No,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,No,Credit Card,110.9,7432.05,0.0,0,653.4,8085.45,3,Churned,1,4389,No
-Female,29,Yes,No,No,No,0,United States,California,Tahoe Vista,96148,"39.24124, -120.054765",39.24124,-120.054765,678,Q3,No,0,27,,Yes,1.31,No,Yes,Cable,53,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,56.15,1439.35,0.0,0,35.37,1474.72,3,Stayed,0,3056,No
-Female,30,No,No,No,No,0,United States,California,Tahoe Vista,96148,"39.24124, -120.054765",39.24124,-120.054765,678,Q3,No,0,29,,Yes,15.06,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.4,554.25,0.0,0,436.74,990.99,3,Stayed,0,2265,No
-Female,65,No,Yes,No,No,0,United States,California,Los Angeles,90007,"34.027337, -118.28515",34.027337,-118.28515,"45,025",Q3,No,0,1,Offer E,Yes,18.37,No,Yes,Fiber Optic,13,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,78.45,78.45,0.0,0,18.37,96.82,1,Churned,1,2139,No
-Male,37,No,No,Yes,No,0,United States,California,Los Angeles,90007,"34.027337, -118.28515",34.027337,-118.28515,"45,025",Q3,No,0,50,,Yes,20.88,Yes,Yes,Fiber Optic,13,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,105.95,5341.8,0.0,0,1044.0,6385.8,1,Churned,1,5536,Yes
-Male,42,No,No,No,Yes,3,United States,California,Los Angeles,90007,"34.027337, -118.28515",34.027337,-118.28515,"45,025",Q3,No,0,22,Offer D,Yes,29.54,Yes,Yes,Fiber Optic,53,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,89.1,1949.4,0.0,0,649.88,2599.28,4,Stayed,0,4459,No
-Female,22,Yes,No,Yes,Yes,2,United States,California,Los Angeles,90007,"34.027337, -118.28515",34.027337,-118.28515,"45,025",Q3,Yes,8,17,Offer D,Yes,44.9,No,Yes,DSL,47,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,74.55,1215.8,0.0,0,763.3,1979.1,3,Stayed,0,4451,Yes
-Male,53,No,No,Yes,Yes,1,United States,California,Los Angeles,90007,"34.027337, -118.28515",34.027337,-118.28515,"45,025",Q3,Yes,8,71,Offer A,Yes,14.86,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.7,1301.1,0.0,0,1055.06,2356.16,5,Stayed,0,4808,Yes
-Male,73,No,Yes,No,No,0,United States,California,Los Angeles,90024,"34.066303, -118.435479",34.066303,-118.435479,"44,150",Q3,No,0,38,Offer C,Yes,5.75,No,Yes,Cable,30,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,70.15,2497.35,0.0,0,218.5,2715.85,3,Churned,1,2645,No
-Male,68,No,Yes,No,No,0,United States,California,Los Angeles,90024,"34.066303, -118.435479",34.066303,-118.435479,"44,150",Q3,No,0,16,Offer D,Yes,39.52,No,Yes,Fiber Optic,17,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,78.75,1218.25,0.0,0,632.32,1850.57,4,Stayed,0,4351,No
-Male,29,Yes,No,No,No,0,United States,California,Los Angeles,90024,"34.066303, -118.435479",34.066303,-118.435479,"44,150",Q3,No,0,1,,Yes,33.58,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.15,20.15,0.0,0,33.58,53.73,1,Churned,1,4832,No
-Female,31,No,No,No,No,0,United States,California,Los Angeles,90024,"34.066303, -118.435479",34.066303,-118.435479,"44,150",Q3,No,0,1,Offer E,Yes,4.41,No,Yes,DSL,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.1,44.1,0.0,0,4.41,48.51,3,Churned,1,5955,No
-Female,47,No,No,Yes,Yes,2,United States,California,Los Angeles,90024,"34.066303, -118.435479",34.066303,-118.435479,"44,150",Q3,Yes,4,23,,Yes,35.86,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,25.1,611.45,0.0,0,824.78,1436.23,5,Stayed,0,2267,Yes
-Male,70,No,Yes,No,No,0,United States,California,Los Angeles,90028,"34.099869, -118.326843",34.099869,-118.326843,"30,568",Q3,No,0,51,Offer B,Yes,19.49,Yes,Yes,Fiber Optic,11,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,97.8,4913.3,0.0,0,993.99,5907.29,2,Churned,1,6204,No
-Female,77,No,Yes,Yes,No,0,United States,California,Los Angeles,90028,"34.099869, -118.326843",34.099869,-118.326843,"30,568",Q3,Yes,1,61,,Yes,35.11,Yes,Yes,Fiber Optic,17,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Credit Card,104.4,6405.0,0.0,0,2141.71,8546.71,1,Churned,1,4412,Yes
-Female,70,No,Yes,Yes,No,0,United States,California,Los Angeles,90028,"34.099869, -118.326843",34.099869,-118.326843,"30,568",Q3,Yes,3,67,,Yes,2.67,Yes,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,No,Yes,No,Yes,One Year,Yes,Credit Card,105.4,7035.6,0.0,0,178.89,7214.49,4,Stayed,0,5703,Yes
-Male,61,No,No,Yes,Yes,1,United States,California,Los Angeles,90028,"34.099869, -118.326843",34.099869,-118.326843,"30,568",Q3,Yes,1,47,,Yes,31.35,Yes,Yes,Fiber Optic,16,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.35,4749.15,0.0,0,1473.45,6222.6,1,Churned,1,5789,Yes
-Male,59,No,No,No,No,0,United States,California,Los Angeles,90028,"34.099869, -118.326843",34.099869,-118.326843,"30,568",Q3,No,0,8,,Yes,35.53,No,Yes,Cable,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.15,438.4,0.0,0,284.24,722.64,2,Churned,1,3721,No
-Female,31,No,No,Yes,No,0,United States,California,Los Angeles,90028,"34.099869, -118.326843",34.099869,-118.326843,"30,568",Q3,Yes,1,10,,Yes,32.07,Yes,Yes,Fiber Optic,22,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,102.1,1068.85,0.0,0,320.7,1389.55,3,Churned,1,3596,Yes
-Female,68,No,Yes,No,No,0,United States,California,Los Angeles,90039,"34.110845, -118.259595",34.110845,-118.259595,"29,310",Q3,No,0,5,,Yes,41.83,Yes,Yes,Fiber Optic,25,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,83.15,446.05,0.0,0,209.15,655.2,3,Churned,1,2516,No
-Male,56,No,No,No,Yes,3,United States,California,Los Angeles,90039,"34.110845, -118.259595",34.110845,-118.259595,"29,310",Q3,No,0,5,,Yes,12.6,No,Yes,Fiber Optic,58,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.7,316.9,0.0,0,63.0,379.9,1,Churned,1,2454,No
-Female,33,No,No,No,No,0,United States,California,Los Angeles,90039,"34.110845, -118.259595",34.110845,-118.259595,"29,310",Q3,No,0,40,,Yes,8.36,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,20.15,804.85,0.0,0,334.4,1139.25,5,Stayed,0,3915,No
-Male,61,No,No,Yes,No,0,United States,California,Los Angeles,90039,"34.110845, -118.259595",34.110845,-118.259595,"29,310",Q3,Yes,9,51,,No,0.0,No,Yes,DSL,6,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,30.05,1529.45,0.0,0,0.0,1529.45,4,Stayed,0,5045,Yes
-Male,46,No,No,Yes,No,0,United States,California,Los Angeles,90039,"34.110845, -118.259595",34.110845,-118.259595,"29,310",Q3,Yes,1,61,,Yes,21.96,Yes,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,96.5,5673.7,0.0,0,1339.56,7013.26,5,Stayed,0,5926,Yes
-Female,77,No,Yes,No,No,0,United States,California,Culver City,90230,"33.993991, -118.39704",33.993991,-118.39704,"31,963",Q3,No,0,2,,Yes,23.46,Yes,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.45,158.4,0.0,0,46.92,205.32,3,Churned,1,3350,No
-Female,23,Yes,No,No,No,0,United States,California,Culver City,90230,"33.993991, -118.39704",33.993991,-118.39704,"31,963",Q3,No,0,9,,Yes,13.86,No,Yes,Fiber Optic,76,Yes,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,74.25,639.65,0.0,0,124.74,764.39,1,Churned,1,5393,No
-Male,29,Yes,No,No,No,0,United States,California,Culver City,90230,"33.993991, -118.39704",33.993991,-118.39704,"31,963",Q3,No,0,10,,Yes,48.38,No,Yes,Fiber Optic,42,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.85,887.35,0.0,0,483.8,1371.15,3,Stayed,0,5983,No
-Male,48,No,No,Yes,Yes,3,United States,California,Culver City,90230,"33.993991, -118.39704",33.993991,-118.39704,"31,963",Q3,Yes,9,6,,Yes,38.5,No,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.8,377.85,0.0,0,231.0,608.85,4,Stayed,0,2651,Yes
-Female,33,No,No,No,No,0,United States,California,Culver City,90230,"33.993991, -118.39704",33.993991,-118.39704,"31,963",Q3,No,0,13,,No,0.0,No,Yes,DSL,28,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,29.15,357.15,0.0,0,0.0,357.15,4,Stayed,0,2876,No
-Female,73,No,Yes,No,No,0,United States,California,Culver City,90232,"34.019323, -118.391902",34.019323,-118.391902,"15,195",Q3,No,0,2,,Yes,25.74,No,Yes,DSL,6,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,54.85,104.2,0.0,0,51.48,155.68,1,Churned,1,3016,No
-Male,39,No,No,No,No,0,United States,California,Culver City,90232,"34.019323, -118.391902",34.019323,-118.391902,"15,195",Q3,No,0,1,,Yes,25.77,No,Yes,Cable,5,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,49.05,49.05,0.0,0,25.77,74.82,3,Joined,0,3178,No
-Female,52,No,No,No,No,0,United States,California,Culver City,90232,"34.019323, -118.391902",34.019323,-118.391902,"15,195",Q3,No,0,51,,No,0.0,No,Yes,DSL,24,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,56.4,2928.5,0.0,0,0.0,2928.5,4,Stayed,0,4380,No
-Male,64,No,No,Yes,Yes,1,United States,California,Culver City,90232,"34.019323, -118.391902",34.019323,-118.391902,"15,195",Q3,Yes,2,23,Offer D,Yes,24.22,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.0,445.3,0.0,0,557.06,1002.36,5,Stayed,0,2170,Yes
-Male,62,No,No,No,Yes,2,United States,California,Culver City,90232,"34.019323, -118.391902",34.019323,-118.391902,"15,195",Q3,No,0,19,,Yes,36.16,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.85,467.5,0.0,0,687.04,1154.54,4,Stayed,0,2654,No
-Male,71,No,Yes,Yes,No,0,United States,California,Gardena,90248,"33.876482, -118.284077",33.876482,-118.284077,"9,960",Q3,Yes,1,1,,Yes,4.89,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.1,95.1,0.0,0,4.89,99.99,1,Churned,1,5795,Yes
-Female,50,No,No,No,No,0,United States,California,Gardena,90248,"33.876482, -118.284077",33.876482,-118.284077,"9,960",Q3,No,0,46,Offer B,Yes,2.03,No,Yes,Cable,7,No,No,No,No,No,Yes,Yes,Yes,One Year,No,Credit Card,55.65,2688.85,0.0,0,93.38,2782.23,5,Stayed,0,2867,No
-Female,57,No,No,No,No,0,United States,California,Gardena,90248,"33.876482, -118.284077",33.876482,-118.284077,"9,960",Q3,No,0,45,Offer B,Yes,37.39,No,Yes,DSL,30,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,81.65,3618.7,0.0,0,1682.55,5301.25,3,Stayed,0,5937,No
-Female,52,No,No,No,No,0,United States,California,Gardena,90248,"33.876482, -118.284077",33.876482,-118.284077,"9,960",Q3,No,0,12,Offer D,Yes,34.73,Yes,Yes,Fiber Optic,6,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,89.15,1057.55,0.0,70,416.76,1544.31,5,Stayed,0,4041,No
-Female,54,No,No,No,Yes,1,United States,California,Gardena,90248,"33.876482, -118.284077",33.876482,-118.284077,"9,960",Q3,No,0,11,,No,0.0,No,Yes,DSL,17,Yes,No,No,Yes,No,No,No,No,One Year,Yes,Credit Card,36.05,402.6,0.0,100,0.0,502.6,4,Stayed,0,4265,No
-Male,69,No,Yes,Yes,No,0,United States,California,Torrance,90501,"33.833699, -118.314387",33.833699,-118.314387,"40,705",Q3,Yes,1,53,Offer B,Yes,7.94,Yes,Yes,Fiber Optic,6,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,101.9,5549.4,0.0,0,420.82,5970.22,1,Churned,1,5884,Yes
-Male,25,Yes,No,No,No,0,United States,California,Torrance,90501,"33.833699, -118.314387",33.833699,-118.314387,"40,705",Q3,No,0,21,Offer D,Yes,12.76,Yes,Yes,Fiber Optic,48,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,82.35,1852.85,0.0,0,267.96,2120.81,1,Churned,1,2902,No
-Female,60,No,No,No,No,0,United States,California,Torrance,90501,"33.833699, -118.314387",33.833699,-118.314387,"40,705",Q3,No,0,32,Offer C,No,0.0,No,Yes,DSL,18,Yes,No,No,No,No,No,No,Yes,One Year,No,Credit Card,30.15,927.65,0.0,0,0.0,927.65,4,Stayed,0,3585,No
-Male,20,Yes,No,No,No,0,United States,California,Torrance,90501,"33.833699, -118.314387",33.833699,-118.314387,"40,705",Q3,No,0,20,Offer D,Yes,31.02,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.4,415.4,0.0,0,620.4,1035.8,3,Stayed,0,4958,No
-Female,60,No,No,No,No,0,United States,California,Torrance,90501,"33.833699, -118.314387",33.833699,-118.314387,"40,705",Q3,No,0,11,Offer D,Yes,10.95,Yes,Yes,Fiber Optic,29,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.2,990.3,0.0,0,120.45,1110.75,4,Stayed,0,3734,No
-Male,80,No,Yes,Yes,No,0,United States,California,Montebello,90640,"34.015217, -118.109962",34.015217,-118.109962,"62,425",Q3,Yes,1,51,Offer B,Yes,22.14,Yes,Yes,Fiber Optic,30,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,93.8,4750.95,0.0,0,1129.14,5880.09,1,Churned,1,4788,Yes
-Male,77,No,Yes,Yes,No,0,United States,California,Montebello,90640,"34.015217, -118.109962",34.015217,-118.109962,"62,425",Q3,No,0,72,,Yes,28.99,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,25.0,1802.55,28.93,0,2087.28,3860.9,5,Stayed,0,4055,Yes
-Female,27,Yes,No,Yes,Yes,1,United States,California,Montebello,90640,"34.015217, -118.109962",34.015217,-118.109962,"62,425",Q3,Yes,1,4,,Yes,39.89,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.85,62.9,0.0,0,159.56,222.46,5,Stayed,0,3172,Yes
-Male,42,No,No,Yes,No,0,United States,California,Montebello,90640,"34.015217, -118.109962",34.015217,-118.109962,"62,425",Q3,Yes,5,67,Offer A,Yes,17.4,Yes,Yes,Fiber Optic,11,No,Yes,Yes,No,No,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,93.15,6368.2,0.0,90,1165.8,7624.0,4,Stayed,0,4001,Yes
-Female,21,Yes,No,No,No,0,United States,California,Montebello,90640,"34.015217, -118.109962",34.015217,-118.109962,"62,425",Q3,No,0,24,,Yes,18.07,Yes,Yes,Fiber Optic,52,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.55,2259.35,0.0,0,433.68,2693.03,4,Stayed,0,5352,No
-Male,66,No,Yes,Yes,No,0,United States,California,Lakewood,90713,"33.847755, -118.112532",33.847755,-118.112532,"27,563",Q3,No,0,72,,Yes,6.03,Yes,Yes,Fiber Optic,2,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,104.15,7689.95,0.0,0,434.16,8124.11,3,Churned,1,5925,Yes
-Female,79,No,Yes,Yes,No,0,United States,California,Lakewood,90713,"33.847755, -118.112532",33.847755,-118.112532,"27,563",Q3,Yes,2,42,,Yes,35.38,Yes,Yes,Fiber Optic,7,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.2,4599.15,40.46,0,1485.96,6044.65,3,Stayed,0,5573,Yes
-Male,47,No,No,No,No,0,United States,California,Lakewood,90713,"33.847755, -118.112532",33.847755,-118.112532,"27,563",Q3,No,0,6,Offer E,No,0.0,No,Yes,DSL,14,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,30.5,208.7,0.0,0,0.0,208.7,1,Churned,1,4667,No
-Female,42,No,No,No,No,0,United States,California,Lakewood,90713,"33.847755, -118.112532",33.847755,-118.112532,"27,563",Q3,No,0,43,,Yes,25.53,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.7,1188.2,0.0,0,1097.79,2285.99,4,Stayed,0,2017,No
-Male,35,No,No,No,No,0,United States,California,Lakewood,90713,"33.847755, -118.112532",33.847755,-118.112532,"27,563",Q3,No,0,10,Offer D,Yes,3.01,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,24.0,226.55,0.0,0,30.1,256.65,5,Stayed,0,5299,No
-Male,79,No,Yes,No,No,0,United States,California,Arcadia,91007,"34.128284, -118.047732",34.128284,-118.047732,"30,933",Q3,No,0,5,,Yes,4.59,No,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.4,449.75,0.0,0,22.95,472.7,1,Churned,1,2834,No
-Male,35,No,No,No,No,0,United States,California,Arcadia,91007,"34.128284, -118.047732",34.128284,-118.047732,"30,933",Q3,No,0,53,,Yes,6.54,Yes,Yes,DSL,4,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,73.9,3958.25,0.0,0,346.62,4304.87,4,Stayed,0,5644,No
-Female,51,No,No,Yes,No,0,United States,California,Arcadia,91007,"34.128284, -118.047732",34.128284,-118.047732,"30,933",Q3,Yes,6,72,Offer A,Yes,43.91,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.5,1502.25,0.0,0,3161.52,4663.77,4,Stayed,0,6302,Yes
-Female,62,No,No,No,No,0,United States,California,Arcadia,91007,"34.128284, -118.047732",34.128284,-118.047732,"30,933",Q3,No,0,5,,Yes,29.75,No,Yes,Fiber Optic,6,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.65,399.45,0.0,0,148.75,548.2,5,Stayed,0,2296,No
-Male,31,No,No,Yes,Yes,1,United States,California,Arcadia,91007,"34.128284, -118.047732",34.128284,-118.047732,"30,933",Q3,Yes,10,31,,Yes,9.56,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.65,702.05,43.76,0,296.36,954.65,4,Stayed,0,2990,Yes
-Male,80,No,Yes,No,No,0,United States,California,Canoga Park,91304,"34.224377, -118.632656",34.224377,-118.632656,"49,242",Q3,No,0,1,,Yes,28.49,Yes,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.35,75.35,0.0,0,28.49,103.84,3,Churned,1,4403,No
-Male,39,No,No,Yes,Yes,2,United States,California,Canoga Park,91304,"34.224377, -118.632656",34.224377,-118.632656,"49,242",Q3,Yes,5,6,,Yes,42.08,No,Yes,Fiber Optic,29,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,91.0,531.0,0.0,0,252.48,783.48,2,Churned,1,2283,Yes
-Female,22,Yes,No,Yes,Yes,2,United States,California,Canoga Park,91304,"34.224377, -118.632656",34.224377,-118.632656,"49,242",Q3,Yes,5,71,,Yes,22.36,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.7,1415.85,0.0,0,1587.56,3003.41,3,Stayed,0,5921,Yes
-Male,29,Yes,No,No,No,0,United States,California,Canoga Park,91304,"34.224377, -118.632656",34.224377,-118.632656,"49,242",Q3,No,0,28,Offer C,No,0.0,No,Yes,DSL,48,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,30.1,810.85,0.0,0,0.0,810.85,4,Stayed,0,2653,No
-Female,63,No,No,No,No,0,United States,California,Canoga Park,91304,"34.224377, -118.632656",34.224377,-118.632656,"49,242",Q3,No,0,70,,Yes,23.15,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,111.15,7737.55,46.26,0,1620.5,9311.79,4,Stayed,0,4240,No
-Female,78,No,Yes,No,No,0,United States,California,Stevenson Ranch,91381,"34.364153, -118.615583",34.364153,-118.615583,"9,937",Q3,No,0,11,,Yes,4.1,Yes,Yes,Fiber Optic,5,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,84.8,906.85,0.0,0,45.1,951.95,2,Churned,1,5118,No
-Female,39,No,No,No,Yes,2,United States,California,Stevenson Ranch,91381,"34.364153, -118.615583",34.364153,-118.615583,"9,937",Q3,No,0,4,,Yes,29.4,No,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.15,268.35,21.69,0,117.6,364.26,2,Churned,1,2227,No
-Female,45,No,No,Yes,Yes,1,United States,California,Stevenson Ranch,91381,"34.364153, -118.615583",34.364153,-118.615583,"9,937",Q3,Yes,1,41,,Yes,23.95,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.7,804.25,0.0,0,981.95,1786.2,3,Stayed,0,2902,Yes
-Female,51,No,No,No,Yes,2,United States,California,Stevenson Ranch,91381,"34.364153, -118.615583",34.364153,-118.615583,"9,937",Q3,No,0,26,,No,0.0,No,Yes,DSL,19,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,45.8,1147.0,0.0,0,0.0,1147.0,4,Stayed,0,3287,No
-Female,26,Yes,No,Yes,Yes,1,United States,California,Stevenson Ranch,91381,"34.364153, -118.615583",34.364153,-118.615583,"9,937",Q3,Yes,1,8,,Yes,42.67,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.05,201.7,0.0,0,341.36,543.06,3,Stayed,0,3153,Yes
-Female,67,No,Yes,Yes,No,0,United States,California,Castaic,91384,"34.506627, -118.699048",34.506627,-118.699048,"22,177",Q3,Yes,1,50,Offer B,Yes,31.56,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,95.05,4888.7,0.0,50,1578.0,6516.7,3,Churned,1,5863,Yes
-Male,71,No,Yes,Yes,No,0,United States,California,Castaic,91384,"34.506627, -118.699048",34.506627,-118.699048,"22,177",Q3,Yes,1,36,Offer C,Yes,31.65,Yes,Yes,Fiber Optic,15,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.1,3021.6,0.0,0,1139.4,4161.0,1,Churned,1,2987,Yes
-Female,55,No,No,Yes,No,0,United States,California,Castaic,91384,"34.506627, -118.699048",34.506627,-118.699048,"22,177",Q3,Yes,3,71,,Yes,32.13,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.75,1836.9,0.0,0,2281.23,4118.13,3,Stayed,0,4642,Yes
-Female,59,No,No,Yes,No,0,United States,California,Castaic,91384,"34.506627, -118.699048",34.506627,-118.699048,"22,177",Q3,Yes,6,72,,Yes,43.12,No,Yes,Cable,22,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,70.65,5011.15,0.0,0,3104.64,8115.79,3,Stayed,0,5176,Yes
-Male,54,No,No,Yes,Yes,3,United States,California,Castaic,91384,"34.506627, -118.699048",34.506627,-118.699048,"22,177",Q3,Yes,1,8,Offer E,Yes,13.43,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.6,125.0,0.0,0,107.44,232.44,5,Stayed,0,3214,Yes
-Male,73,No,Yes,No,No,0,United States,California,Van Nuys,91401,"34.178483, -118.431791",34.178483,-118.431791,"40,376",Q3,No,0,5,,Yes,18.69,No,Yes,DSL,28,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.35,237.25,0.0,0,93.45,330.7,1,Churned,1,4618,No
-Male,32,No,No,Yes,No,0,United States,California,Van Nuys,91401,"34.178483, -118.431791",34.178483,-118.431791,"40,376",Q3,Yes,8,1,,Yes,44.69,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,20.2,20.2,0.0,0,44.69,64.89,5,Joined,0,4160,Yes
-Female,64,No,No,Yes,No,0,United States,California,Van Nuys,91401,"34.178483, -118.431791",34.178483,-118.431791,"40,376",Q3,Yes,6,43,,Yes,21.08,Yes,Yes,Cable,14,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,86.45,3574.5,0.0,0,906.44,4480.94,4,Stayed,0,3110,Yes
-Female,36,No,No,Yes,No,0,United States,California,Van Nuys,91401,"34.178483, -118.431791",34.178483,-118.431791,"40,376",Q3,Yes,1,53,Offer B,Yes,18.0,Yes,Yes,Fiber Optic,20,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,108.95,5718.2,0.0,0,954.0,6672.2,4,Stayed,0,4163,Yes
-Male,64,No,No,No,No,0,United States,California,Van Nuys,91401,"34.178483, -118.431791",34.178483,-118.431791,"40,376",Q3,No,0,35,,Yes,42.8,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.2,684.4,0.0,0,1498.0,2182.4,3,Stayed,0,3481,No
-Male,67,No,Yes,No,No,0,United States,California,West Covina,91790,"34.066964, -117.937007",34.066964,-117.937007,"44,099",Q3,No,0,9,,Yes,10.66,Yes,Yes,Fiber Optic,15,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,99.45,919.4,0.0,0,95.94,1015.34,1,Churned,1,2313,No
-Female,24,Yes,No,No,No,0,United States,California,West Covina,91790,"34.066964, -117.937007",34.066964,-117.937007,"44,099",Q3,No,0,68,,Yes,5.3,Yes,Yes,DSL,59,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,54.45,3687.75,0.0,0,360.4,4048.15,3,Stayed,0,5310,No
-Female,61,No,No,No,No,0,United States,California,West Covina,91790,"34.066964, -117.937007",34.066964,-117.937007,"44,099",Q3,No,0,51,Offer B,Yes,29.87,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.85,996.95,0.0,0,1523.37,2520.32,5,Stayed,0,5089,No
-Male,56,No,No,Yes,Yes,2,United States,California,West Covina,91790,"34.066964, -117.937007",34.066964,-117.937007,"44,099",Q3,Yes,9,68,,Yes,8.88,No,Yes,Fiber Optic,17,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,105.75,7322.5,0.0,0,603.84,7926.34,3,Stayed,0,4437,Yes
-Female,40,No,No,Yes,No,0,United States,California,West Covina,91790,"34.066964, -117.937007",34.066964,-117.937007,"44,099",Q3,Yes,2,4,Offer E,No,0.0,No,Yes,DSL,13,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,29.05,129.6,0.0,0,0.0,129.6,3,Stayed,0,3306,Yes
-Female,75,No,Yes,No,No,0,United States,California,Campo,91906,"32.673483, -116.472863",32.673483,-116.472863,"3,133",Q3,No,0,2,,Yes,9.55,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.2,115.95,0.0,0,19.1,135.05,1,Churned,1,2767,No
-Male,27,Yes,No,No,No,0,United States,California,Campo,91906,"32.673483, -116.472863",32.673483,-116.472863,"3,133",Q3,No,0,1,Offer E,Yes,11.06,No,Yes,DSL,58,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,45.1,45.1,0.0,0,11.06,56.16,3,Churned,1,4884,No
-Male,24,Yes,No,No,No,0,United States,California,Campo,91906,"32.673483, -116.472863",32.673483,-116.472863,"3,133",Q3,No,0,35,,Yes,38.38,No,Yes,DSL,82,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Mailed Check,61.2,2021.2,0.0,0,1343.3,3364.5,3,Stayed,0,2075,No
-Male,31,No,No,No,No,0,United States,California,Campo,91906,"32.673483, -116.472863",32.673483,-116.472863,"3,133",Q3,No,0,1,,Yes,3.97,Yes,Yes,DSL,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.8,49.8,0.0,0,3.97,53.77,4,Joined,0,4796,No
-Male,80,No,Yes,Yes,No,0,United States,California,Chula Vista,91915,"32.605012, -116.97595",32.605012,-116.97595,"9,278",Q3,Yes,2,51,Offer B,Yes,43.58,Yes,Yes,Cable,22,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.2,4146.05,0.0,0,2222.58,6368.63,2,Churned,1,6245,Yes
-Male,68,No,Yes,Yes,No,0,United States,California,Chula Vista,91915,"32.605012, -116.97595",32.605012,-116.97595,"9,278",Q3,Yes,7,71,,Yes,30.59,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,107.5,7713.55,0.0,140,2171.89,10025.44,3,Stayed,0,5775,Yes
-Female,77,No,Yes,No,No,0,United States,California,Chula Vista,91915,"32.605012, -116.97595",32.605012,-116.97595,"9,278",Q3,No,0,64,,No,0.0,No,Yes,DSL,21,No,Yes,No,Yes,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,43.85,2751.0,0.0,30,0.0,2781.0,5,Stayed,0,6055,No
-Female,38,No,No,Yes,Yes,1,United States,California,Chula Vista,91915,"32.605012, -116.97595",32.605012,-116.97595,"9,278",Q3,Yes,6,71,,Yes,9.4,No,Yes,Fiber Optic,10,No,No,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,76.05,5436.45,0.0,0,667.4,6103.85,5,Stayed,0,5841,Yes
-Male,72,No,Yes,Yes,No,0,United States,California,Spring Valley,91978,"32.730264, -116.950963",32.730264,-116.950963,"7,863",Q3,No,0,26,Offer C,Yes,1.26,Yes,Yes,Fiber Optic,18,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,105.75,2710.25,0.0,90,32.76,2833.01,1,Churned,1,3157,Yes
-Male,79,No,Yes,Yes,No,0,United States,California,Spring Valley,91978,"32.730264, -116.950963",32.730264,-116.950963,"7,863",Q3,Yes,3,9,,Yes,22.79,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.85,183.15,0.0,0,205.11,388.26,3,Stayed,0,5601,Yes
-Female,40,No,No,No,No,0,United States,California,Spring Valley,91978,"32.730264, -116.950963",32.730264,-116.950963,"7,863",Q3,No,0,22,,Yes,6.0,No,Yes,Fiber Optic,8,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.05,1886.25,0.0,0,132.0,2018.25,3,Stayed,0,5479,No
-Male,26,Yes,No,No,No,0,United States,California,Spring Valley,91978,"32.730264, -116.950963",32.730264,-116.950963,"7,863",Q3,No,0,8,Offer E,Yes,41.93,No,Yes,Fiber Optic,59,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,70.7,553.4,0.0,0,335.44,888.84,5,Stayed,0,4946,No
-Male,44,No,No,No,No,0,United States,California,Spring Valley,91978,"32.730264, -116.950963",32.730264,-116.950963,"7,863",Q3,No,0,54,Offer B,Yes,35.32,Yes,Yes,Fiber Optic,15,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,89.4,4869.5,0.0,0,1907.28,6776.78,5,Stayed,0,5871,No
-Female,70,No,Yes,Yes,No,0,United States,California,Bonsall,92003,"33.290907, -117.202895",33.290907,-117.202895,"3,849",Q3,Yes,1,18,,No,0.0,No,Yes,DSL,12,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,48.35,810.7,0.0,0,0.0,810.7,2,Churned,1,2167,Yes
-Female,67,No,Yes,Yes,No,0,United States,California,Bonsall,92003,"33.290907, -117.202895",33.290907,-117.202895,"3,849",Q3,No,0,5,Offer E,Yes,9.56,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,69.35,341.6,0.0,0,47.8,389.4,4,Stayed,0,5437,Yes
-Male,36,No,No,No,No,0,United States,California,Bonsall,92003,"33.290907, -117.202895",33.290907,-117.202895,"3,849",Q3,No,0,10,Offer D,Yes,1.48,No,Yes,DSL,25,No,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,59.65,638.95,0.0,90,14.8,743.75,3,Stayed,0,2385,No
-Male,36,No,No,No,No,0,United States,California,Bonsall,92003,"33.290907, -117.202895",33.290907,-117.202895,"3,849",Q3,No,0,54,Offer B,Yes,7.64,Yes,Yes,Fiber Optic,3,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.85,4308.25,0.0,0,412.56,4720.81,4,Stayed,0,5166,No
-Female,73,No,Yes,Yes,No,0,United States,California,Escondido,92029,"33.079834, -117.134275",33.079834,-117.134275,"17,944",Q3,Yes,1,1,Offer E,Yes,24.24,No,Yes,Cable,9,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.55,49.55,0.0,0,24.24,73.79,1,Churned,1,4989,Yes
-Female,42,No,No,Yes,Yes,2,United States,California,Escondido,92029,"33.079834, -117.134275",33.079834,-117.134275,"17,944",Q3,Yes,9,45,,Yes,21.73,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.0,886.4,0.0,0,977.85,1864.25,4,Stayed,0,5169,Yes
-Female,59,No,No,No,Yes,2,United States,California,Escondido,92029,"33.079834, -117.134275",33.079834,-117.134275,"17,944",Q3,No,0,19,Offer D,Yes,4.03,No,Yes,Cable,26,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,48.8,953.65,0.0,0,76.57,1030.22,3,Stayed,0,3749,No
-Female,33,No,No,Yes,Yes,2,United States,California,Escondido,92029,"33.079834, -117.134275",33.079834,-117.134275,"17,944",Q3,Yes,1,65,Offer B,Yes,45.21,Yes,Yes,Fiber Optic,19,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,110.8,7245.9,0.0,0,2938.65,10184.55,3,Stayed,0,6332,Yes
-Female,75,No,Yes,Yes,No,0,United States,California,Pala,92059,"33.384345, -117.072619",33.384345,-117.072619,"1,831",Q3,Yes,1,2,Offer E,Yes,6.86,No,Yes,DSL,20,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.15,115.1,0.0,0,13.72,128.82,1,Churned,1,5461,Yes
-Male,66,No,Yes,No,No,0,United States,California,Pala,92059,"33.384345, -117.072619",33.384345,-117.072619,"1,831",Q3,No,0,68,Offer A,Yes,10.48,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.0,1396.0,0.0,0,712.64,2108.64,5,Stayed,0,6136,No
-Female,59,No,No,Yes,Yes,1,United States,California,Pala,92059,"33.384345, -117.072619",33.384345,-117.072619,"1,831",Q3,No,0,69,Offer A,Yes,28.53,Yes,Yes,Fiber Optic,24,No,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,93.3,6398.05,0.0,0,1968.57,8366.62,5,Stayed,0,5205,Yes
-Female,44,No,No,Yes,Yes,1,United States,California,Pala,92059,"33.384345, -117.072619",33.384345,-117.072619,"1,831",Q3,Yes,6,71,Offer A,No,0.0,No,Yes,Cable,19,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,59.7,4122.65,0.0,0,0.0,4122.65,4,Stayed,0,6420,Yes
-Male,70,No,Yes,Yes,No,0,United States,California,Pauma Valley,92061,"33.313828, -116.940501",33.313828,-116.940501,"2,615",Q3,Yes,1,29,Offer C,Yes,35.38,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,95.9,2745.2,0.0,50,1026.02,3821.22,3,Churned,1,2151,Yes
-Male,35,No,No,No,No,0,United States,California,Pauma Valley,92061,"33.313828, -116.940501",33.313828,-116.940501,"2,615",Q3,No,0,46,Offer B,No,0.0,No,Yes,DSL,18,No,No,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,33.7,1537.85,0.0,0,0.0,1537.85,3,Stayed,0,3007,No
-Male,49,No,No,No,No,0,United States,California,Pauma Valley,92061,"33.313828, -116.940501",33.313828,-116.940501,"2,615",Q3,No,0,3,,Yes,16.32,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.1,53.05,0.0,0,48.96,102.01,3,Joined,0,4905,No
-Female,77,No,Yes,No,No,0,United States,California,Vista,92084,"33.22784, -117.200024",33.22784,-117.200024,"44,692",Q3,No,0,1,Offer E,No,0.0,No,Yes,DSL,15,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.25,25.25,0.0,0,0.0,25.25,2,Churned,1,4628,No
-Female,65,No,Yes,No,No,0,United States,California,Vista,92084,"33.22784, -117.200024",33.22784,-117.200024,"44,692",Q3,No,0,9,,Yes,24.96,No,Yes,Fiber Optic,9,No,No,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,75.5,637.4,0.0,0,224.64,862.04,3,Stayed,0,3021,No
-Male,78,No,Yes,Yes,No,0,United States,California,Vista,92084,"33.22784, -117.200024",33.22784,-117.200024,"44,692",Q3,Yes,1,13,,Yes,36.57,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.45,849.1,0.0,0,475.41,1324.51,5,Stayed,0,5225,Yes
-Male,79,No,Yes,No,No,0,United States,California,Vista,92084,"33.22784, -117.200024",33.22784,-117.200024,"44,692",Q3,No,0,67,Offer A,Yes,28.88,Yes,Yes,DSL,11,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,64.55,4250.1,0.0,0,1934.96,6185.06,3,Stayed,0,4494,No
-Female,47,No,No,No,No,0,United States,California,Vista,92084,"33.22784, -117.200024",33.22784,-117.200024,"44,692",Q3,No,0,23,,No,0.0,No,Yes,DSL,14,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,44.95,996.85,25.84,40,0.0,1011.01,3,Stayed,0,3248,No
-Female,78,No,Yes,No,No,0,United States,California,Indian Wells,92210,"33.537646, -116.291089",33.537646,-116.291089,"3,873",Q3,No,0,1,Offer E,Yes,24.75,No,Yes,Fiber Optic,22,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,71.15,71.15,0.0,20,24.75,115.9,3,Churned,1,5287,No
-Female,79,No,Yes,Yes,No,0,United States,California,Indian Wells,92210,"33.537646, -116.291089",33.537646,-116.291089,"3,873",Q3,Yes,1,50,Offer B,Yes,37.12,Yes,Yes,Fiber Optic,4,No,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,88.05,4367.35,0.0,100,1856.0,6323.35,3,Churned,1,5813,Yes
-Female,73,No,Yes,No,No,0,United States,California,Indian Wells,92210,"33.537646, -116.291089",33.537646,-116.291089,"3,873",Q3,No,0,1,Offer E,Yes,32.61,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,70.6,70.6,0.0,30,32.61,133.21,4,Joined,0,2576,No
-Female,69,No,Yes,No,No,0,United States,California,Desert Hot Springs,92241,"33.832799, -116.250973",33.832799,-116.250973,"5,529",Q3,No,0,20,,Yes,11.82,Yes,Yes,Fiber Optic,5,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.15,1520.9,0.0,0,236.4,1757.3,1,Churned,1,4997,No
-Male,74,No,Yes,No,No,0,United States,California,Desert Hot Springs,92241,"33.832799, -116.250973",33.832799,-116.250973,"5,529",Q3,No,0,33,Offer C,No,0.0,No,Yes,Cable,11,No,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,54.6,1803.7,0.0,0,0.0,1803.7,4,Stayed,0,5322,No
-Male,51,No,No,No,No,0,United States,California,Desert Hot Springs,92241,"33.832799, -116.250973",33.832799,-116.250973,"5,529",Q3,No,0,40,,Yes,37.69,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,104.5,4036.85,0.0,0,1507.6,5544.45,1,Churned,1,2832,No
-Female,44,No,No,Yes,No,0,United States,California,Desert Hot Springs,92241,"33.832799, -116.250973",33.832799,-116.250973,"5,529",Q3,Yes,1,71,Offer A,No,0.0,No,Yes,DSL,16,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,47.6,3377.8,0.0,0,0.0,3377.8,3,Stayed,0,4795,Yes
-Female,38,No,No,No,Yes,1,United States,California,Desert Hot Springs,92241,"33.832799, -116.250973",33.832799,-116.250973,"5,529",Q3,No,0,1,,Yes,5.36,No,Yes,Fiber Optic,19,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.35,89.35,0.0,0,5.36,94.71,3,Joined,0,2432,No
-Male,71,No,Yes,Yes,No,0,United States,California,North Palm Springs,92258,"33.906496, -116.569499",33.906496,-116.569499,732,Q3,Yes,1,46,Offer B,Yes,48.62,No,Yes,Fiber Optic,3,No,No,No,No,No,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,80.4,3605.2,0.0,20,2236.52,5861.72,3,Churned,1,4876,Yes
-Male,61,No,No,Yes,No,0,United States,California,North Palm Springs,92258,"33.906496, -116.569499",33.906496,-116.569499,732,Q3,Yes,1,7,,Yes,5.13,No,Yes,DSL,4,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,48.7,340.25,0.0,0,35.91,376.16,2,Churned,1,2984,Yes
-Male,44,No,No,No,Yes,2,United States,California,North Palm Springs,92258,"33.906496, -116.569499",33.906496,-116.569499,732,Q3,No,0,62,,Yes,24.48,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.0,1250.1,0.0,0,1517.76,2767.86,3,Stayed,0,4402,No
-Female,25,Yes,No,No,No,0,United States,California,North Palm Springs,92258,"33.906496, -116.569499",33.906496,-116.569499,732,Q3,No,0,51,Offer B,Yes,19.23,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.65,1020.75,19.32,0,980.73,1982.16,3,Stayed,0,4725,No
-Male,70,No,Yes,No,No,0,United States,California,Crestline,92325,"34.248061, -117.29028",34.248061,-117.29028,"10,484",Q3,No,0,2,,Yes,25.19,Yes,Yes,Fiber Optic,14,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,93.85,196.75,0.0,0,50.38,247.13,1,Churned,1,4998,No
-Female,20,Yes,No,No,No,0,United States,California,Crestline,92325,"34.248061, -117.29028",34.248061,-117.29028,"10,484",Q3,No,0,60,,Yes,10.7,Yes,Yes,Fiber Optic,71,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.9,6396.45,0.0,0,642.0,7038.45,2,Churned,1,4105,No
-Male,40,No,No,No,No,0,United States,California,Crestline,92325,"34.248061, -117.29028",34.248061,-117.29028,"10,484",Q3,No,0,9,Offer E,Yes,15.53,No,Yes,Fiber Optic,14,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.05,811.65,0.0,0,139.77,951.42,4,Stayed,0,3475,No
-Male,59,No,No,No,No,0,United States,California,Crestline,92325,"34.248061, -117.29028",34.248061,-117.29028,"10,484",Q3,No,0,31,,Yes,34.57,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.45,638.55,0.0,0,1071.67,1710.22,3,Stayed,0,2598,No
-Female,66,No,Yes,No,No,0,United States,California,Lucerne Valley,92356,"34.508417, -116.856103",34.508417,-116.856103,"5,256",Q3,No,0,1,Offer E,Yes,26.22,No,Yes,Cable,22,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,55.8,55.8,0.0,0,26.22,82.02,1,Churned,1,5527,No
-Male,67,No,Yes,No,No,0,United States,California,Lucerne Valley,92356,"34.508417, -116.856103",34.508417,-116.856103,"5,256",Q3,No,0,18,,Yes,38.79,Yes,Yes,Fiber Optic,14,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,80.55,1411.65,0.0,0,698.22,2109.87,5,Stayed,0,5137,No
-Male,21,Yes,No,Yes,No,0,United States,California,Lucerne Valley,92356,"34.508417, -116.856103",34.508417,-116.856103,"5,256",Q3,Yes,3,4,Offer E,Yes,9.56,Yes,Yes,Fiber Optic,48,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,101.15,385.9,0.0,0,38.24,424.14,1,Churned,1,4417,Yes
-Male,49,No,No,No,No,0,United States,California,Lucerne Valley,92356,"34.508417, -116.856103",34.508417,-116.856103,"5,256",Q3,No,0,40,,Yes,36.98,No,Yes,DSL,21,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,61.9,2647.1,0.0,0,1479.2,4126.3,4,Stayed,0,2520,No
-Male,77,No,Yes,No,No,0,United States,California,Redlands,92373,"34.003243, -117.138286",34.003243,-117.138286,"31,230",Q3,No,0,41,Offer B,Yes,42.06,Yes,Yes,Fiber Optic,21,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,98.4,4187.75,0.0,0,1724.46,5912.21,1,Churned,1,2169,No
-Male,25,Yes,No,No,No,0,United States,California,Redlands,92373,"34.003243, -117.138286",34.003243,-117.138286,"31,230",Q3,No,0,1,,Yes,47.22,No,Yes,Cable,53,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55.0,55.0,0.0,0,47.22,102.22,1,Churned,1,4877,No
-Male,43,No,No,No,No,0,United States,California,Redlands,92373,"34.003243, -117.138286",34.003243,-117.138286,"31,230",Q3,No,0,31,,Yes,37.07,Yes,Yes,Fiber Optic,23,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.45,2429.1,0.0,0,1149.17,3578.27,4,Stayed,0,4684,No
-Female,30,No,No,No,No,0,United States,California,Redlands,92373,"34.003243, -117.138286",34.003243,-117.138286,"31,230",Q3,No,0,31,Offer C,Yes,24.21,Yes,Yes,Fiber Optic,48,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,84.75,2613.4,0.0,0,750.51,3363.91,3,Stayed,0,3727,No
-Male,71,No,Yes,Yes,No,0,United States,California,Running Springs,92382,"34.186211, -117.07683",34.186211,-117.07683,"5,395",Q3,Yes,1,66,,Yes,30.03,Yes,Yes,DSL,15,Yes,Yes,Yes,Yes,Yes,No,No,No,Two Year,No,Credit Card,79.4,5154.6,0.0,150,1981.98,7286.58,1,Churned,1,5910,Yes
-Male,52,No,No,No,No,0,United States,California,Running Springs,92382,"34.186211, -117.07683",34.186211,-117.07683,"5,395",Q3,No,0,24,Offer C,Yes,49.3,Yes,Yes,Fiber Optic,20,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.25,1861.5,0.0,0,1183.2,3044.7,1,Churned,1,4418,No
-Male,39,No,No,Yes,No,0,United States,California,Running Springs,92382,"34.186211, -117.07683",34.186211,-117.07683,"5,395",Q3,Yes,1,40,Offer B,No,0.0,No,Yes,DSL,21,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,42.35,1716.45,0.0,0,0.0,1716.45,1,Churned,1,5422,Yes
-Female,62,No,No,No,No,0,United States,California,Running Springs,92382,"34.186211, -117.07683",34.186211,-117.07683,"5,395",Q3,No,0,37,Offer C,Yes,30.17,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.8,695.05,0.0,0,1116.29,1811.34,5,Stayed,0,5987,No
-Male,68,No,Yes,No,No,0,United States,California,Victorville,92394,"34.567058, -117.362329",34.567058,-117.362329,"12,083",Q3,No,0,35,Offer C,Yes,39.69,Yes,Yes,Fiber Optic,25,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,101.4,3496.3,0.0,0,1389.15,4885.45,3,Churned,1,3689,No
-Male,48,No,No,Yes,Yes,2,United States,California,Victorville,92394,"34.567058, -117.362329",34.567058,-117.362329,"12,083",Q3,Yes,2,11,Offer D,Yes,40.76,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.65,225.75,0.0,0,448.36,674.11,3,Stayed,0,3372,Yes
-Male,62,No,No,Yes,No,0,United States,California,Victorville,92394,"34.567058, -117.362329",34.567058,-117.362329,"12,083",Q3,Yes,2,23,Offer D,Yes,24.88,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,19.65,436.9,0.0,0,572.24,1009.14,5,Stayed,0,5460,Yes
-Female,63,No,No,No,Yes,3,United States,California,Victorville,92394,"34.567058, -117.362329",34.567058,-117.362329,"12,083",Q3,No,0,1,,Yes,33.21,No,Yes,DSL,75,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.5,54.5,0.0,0,33.21,87.71,3,Joined,0,4359,No
-Female,79,No,Yes,No,No,0,United States,California,San Bernardino,92408,"34.084909, -117.258107",34.084909,-117.258107,"12,149",Q3,No,0,26,Offer C,Yes,34.69,No,Yes,Fiber Optic,27,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.25,2351.8,0.0,0,901.94,3253.74,3,Churned,1,5154,No
-Female,63,No,No,Yes,No,0,United States,California,San Bernardino,92408,"34.084909, -117.258107",34.084909,-117.258107,"12,149",Q3,Yes,1,33,,Yes,14.34,Yes,Yes,Fiber Optic,28,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,86.15,2745.7,0.0,0,473.22,3218.92,2,Churned,1,3336,Yes
-Female,43,No,No,Yes,No,0,United States,California,San Bernardino,92408,"34.084909, -117.258107",34.084909,-117.258107,"12,149",Q3,Yes,2,10,,No,0.0,No,Yes,Cable,20,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,52.55,525.5,0.0,0,0.0,525.5,3,Stayed,0,2578,Yes
-Male,50,No,No,Yes,No,0,United States,California,San Bernardino,92408,"34.084909, -117.258107",34.084909,-117.258107,"12,149",Q3,No,0,45,Offer B,Yes,29.81,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,107.75,4882.8,0.0,0,1341.45,6224.25,5,Stayed,0,3301,Yes
-Female,80,No,Yes,No,No,0,United States,California,Riverside,92508,"33.885499, -117.324959",33.885499,-117.324959,"17,147",Q3,No,0,18,,Yes,2.36,Yes,Yes,Fiber Optic,21,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.45,1505.85,0.0,0,42.48,1548.33,1,Churned,1,5145,No
-Female,41,No,No,Yes,No,0,United States,California,Riverside,92508,"33.885499, -117.324959",33.885499,-117.324959,"17,147",Q3,Yes,7,70,Offer A,Yes,11.71,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.8,1397.65,0.0,0,819.7,2217.35,4,Stayed,0,4500,Yes
-Female,45,No,No,No,No,0,United States,California,Riverside,92508,"33.885499, -117.324959",33.885499,-117.324959,"17,147",Q3,No,0,46,Offer B,Yes,27.97,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,101.1,4674.4,0.0,0,1286.62,5961.02,4,Stayed,0,4883,No
-Male,45,No,No,Yes,No,0,United States,California,Riverside,92508,"33.885499, -117.324959",33.885499,-117.324959,"17,147",Q3,Yes,5,60,,Yes,22.22,No,Yes,DSL,16,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,61.35,3766.2,0.0,0,1333.2,5099.4,3,Stayed,0,6174,Yes
-Male,65,No,Yes,No,No,0,United States,California,Lake Elsinore,92532,"33.705836, -117.318204",33.705836,-117.318204,"4,546",Q3,No,0,1,Offer E,Yes,28.46,No,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71.65,71.65,0.0,0,28.46,100.11,2,Churned,1,5674,No
-Female,73,No,Yes,Yes,No,0,United States,California,Lake Elsinore,92532,"33.705836, -117.318204",33.705836,-117.318204,"4,546",Q3,Yes,4,71,Offer A,Yes,43.99,Yes,Yes,Fiber Optic,17,Yes,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,80.7,5676.0,0.0,0,3123.29,8799.29,3,Stayed,0,4583,Yes
-Female,26,Yes,No,Yes,No,0,United States,California,Lake Elsinore,92532,"33.705836, -117.318204",33.705836,-117.318204,"4,546",Q3,Yes,7,25,,Yes,37.1,No,Yes,Fiber Optic,82,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.6,1797.75,0.0,0,927.5,2725.25,5,Stayed,0,4591,Yes
-Female,42,No,No,Yes,Yes,3,United States,California,Lake Elsinore,92532,"33.705836, -117.318204",33.705836,-117.318204,"4,546",Q3,Yes,8,11,,Yes,44.84,No,Yes,DSL,57,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,51.0,581.7,0.0,60,493.24,1134.94,3,Stayed,0,5777,Yes
-Female,70,No,Yes,No,No,0,United States,California,Perris,92570,"33.787298, -117.320676",33.787298,-117.320676,"36,817",Q3,No,0,1,Offer E,Yes,48.95,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.2,74.2,0.0,0,48.95,123.15,2,Churned,1,4684,No
-Female,79,No,Yes,Yes,No,0,United States,California,Perris,92570,"33.787298, -117.320676",33.787298,-117.320676,"36,817",Q3,Yes,1,5,Offer E,Yes,5.42,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,70.05,302.6,0.0,0,27.1,329.7,4,Stayed,0,2064,Yes
-Female,49,No,No,Yes,No,0,United States,California,Perris,92570,"33.787298, -117.320676",33.787298,-117.320676,"36,817",Q3,Yes,6,62,Offer B,Yes,13.32,No,Yes,Cable,22,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Mailed Check,81.0,4985.9,0.0,0,825.84,5811.74,4,Stayed,0,4684,Yes
-Male,63,No,No,Yes,Yes,1,United States,California,Perris,92570,"33.787298, -117.320676",33.787298,-117.320676,"36,817",Q3,Yes,5,20,,Yes,13.18,No,Yes,Cable,10,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.6,939.8,0.0,0,263.6,1203.4,3,Stayed,0,3235,Yes
-Male,68,No,Yes,Yes,No,0,United States,California,Temecula,92590,"33.475493, -117.219551",33.475493,-117.219551,"3,070",Q3,Yes,8,43,Offer B,Yes,31.25,Yes,Yes,Fiber Optic,20,No,Yes,No,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,101.0,4388.4,0.0,150,1343.75,5882.15,1,Churned,1,3123,Yes
-Male,80,No,Yes,No,No,0,United States,California,Temecula,92590,"33.475493, -117.219551",33.475493,-117.219551,"3,070",Q3,No,0,1,,Yes,39.88,Yes,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.65,73.65,0.0,0,39.88,113.53,3,Churned,1,5443,No
-Male,75,No,Yes,Yes,No,0,United States,California,Temecula,92590,"33.475493, -117.219551",33.475493,-117.219551,"3,070",Q3,Yes,5,72,,Yes,28.5,Yes,Yes,Fiber Optic,5,Yes,Yes,Yes,No,No,Yes,No,Yes,Two Year,Yes,Credit Card,102.65,7550.3,0.0,0,2052.0,9602.3,3,Stayed,0,4680,Yes
-Male,43,No,No,No,No,0,United States,California,Temecula,92590,"33.475493, -117.219551",33.475493,-117.219551,"3,070",Q3,No,0,52,Offer B,Yes,31.31,No,Yes,Fiber Optic,12,Yes,No,Yes,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,91.25,4738.3,0.0,0,1628.12,6366.42,3,Stayed,0,4770,No
-Male,77,No,Yes,Yes,No,0,United States,California,Irvine,92620,"33.716136, -117.752574",33.716136,-117.752574,"26,419",Q3,Yes,1,36,,Yes,16.61,Yes,Yes,Fiber Optic,3,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.5,3436.1,0.0,0,597.96,4034.06,3,Churned,1,4652,Yes
-Female,78,No,Yes,Yes,No,0,United States,California,Irvine,92620,"33.716136, -117.752574",33.716136,-117.752574,"26,419",Q3,Yes,1,6,,Yes,28.71,Yes,Yes,Fiber Optic,17,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.35,474.9,0.0,0,172.26,647.16,3,Churned,1,5721,Yes
-Female,24,Yes,No,Yes,No,0,United States,California,Irvine,92620,"33.716136, -117.752574",33.716136,-117.752574,"26,419",Q3,Yes,8,33,Offer C,Yes,8.79,No,Yes,Cable,27,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,58.45,1955.4,0.0,0,290.07,2245.47,4,Stayed,0,4276,Yes
-Male,23,Yes,No,Yes,Yes,3,United States,California,Irvine,92620,"33.716136, -117.752574",33.716136,-117.752574,"26,419",Q3,Yes,1,69,,Yes,33.09,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.45,1718.2,0.0,0,2283.21,4001.41,5,Stayed,0,5295,Yes
-Male,66,No,Yes,Yes,No,0,United States,California,Santa Ana,92705,"33.766004, -117.786763",33.766004,-117.786763,"44,117",Q3,Yes,1,41,Offer B,Yes,45.04,Yes,Yes,Cable,29,No,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,111.95,4534.9,0.0,0,1846.64,6381.54,2,Churned,1,3711,Yes
-Male,74,No,Yes,No,No,0,United States,California,Santa Ana,92705,"33.766004, -117.786763",33.766004,-117.786763,"44,117",Q3,No,0,47,,Yes,14.78,Yes,Yes,DSL,10,No,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,59.6,2754.0,0.0,0,694.66,3448.66,3,Stayed,0,3155,No
-Female,78,No,Yes,Yes,No,0,United States,California,Santa Ana,92705,"33.766004, -117.786763",33.766004,-117.786763,"44,117",Q3,Yes,1,72,Offer A,Yes,27.79,Yes,Yes,Fiber Optic,10,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,No,Credit Card,105.0,7578.05,0.0,0,2000.88,9578.93,5,Stayed,0,6423,Yes
-Female,56,No,No,No,No,0,United States,California,Santa Ana,92705,"33.766004, -117.786763",33.766004,-117.786763,"44,117",Q3,No,0,28,Offer C,Yes,30.28,Yes,Yes,Fiber Optic,30,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.95,2625.55,0.0,0,847.84,3473.39,1,Churned,1,2468,No
-Male,70,No,Yes,No,No,0,United States,California,Camarillo,93010,"34.227846, -119.079903",34.227846,-119.079903,"42,853",Q3,No,0,1,,Yes,16.19,No,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.1,69.1,0.0,0,16.19,85.29,3,Churned,1,2767,No
-Female,75,No,Yes,Yes,No,0,United States,California,Camarillo,93010,"34.227846, -119.079903",34.227846,-119.079903,"42,853",Q3,Yes,3,3,,Yes,7.38,No,Yes,Fiber Optic,11,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,83.9,267.4,0.0,0,22.14,289.54,1,Churned,1,3464,Yes
-Female,71,No,Yes,No,No,0,United States,California,Camarillo,93010,"34.227846, -119.079903",34.227846,-119.079903,"42,853",Q3,No,0,44,,Yes,49.75,Yes,Yes,Fiber Optic,2,Yes,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Credit Card,109.8,4860.35,0.0,0,2189.0,7049.35,3,Stayed,0,5720,No
-Male,60,No,No,No,No,0,United States,California,Camarillo,93010,"34.227846, -119.079903",34.227846,-119.079903,"42,853",Q3,No,0,12,,Yes,16.45,Yes,Yes,Cable,23,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,112.95,1384.75,0.0,0,197.4,1582.15,2,Churned,1,3965,No
-Female,69,No,Yes,No,No,0,United States,California,Somis,93066,"34.297628, -119.014627",34.297628,-119.014627,"2,966",Q3,No,0,2,Offer E,Yes,43.96,Yes,Yes,Fiber Optic,14,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.55,149.55,0.0,0,87.92,237.47,2,Churned,1,5203,No
-Female,72,No,Yes,No,No,0,United States,California,Somis,93066,"34.297628, -119.014627",34.297628,-119.014627,"2,966",Q3,No,0,72,Offer A,Yes,44.81,Yes,Yes,Fiber Optic,14,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,111.65,7943.45,0.0,0,3226.32,11169.77,5,Stayed,0,5388,No
-Female,74,No,Yes,No,No,0,United States,California,Somis,93066,"34.297628, -119.014627",34.297628,-119.014627,"2,966",Q3,No,0,8,Offer E,Yes,39.86,Yes,Yes,Fiber Optic,23,No,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,100.15,908.55,0.0,0,318.88,1227.43,4,Stayed,0,5157,No
-Male,42,No,No,Yes,No,0,United States,California,Somis,93066,"34.297628, -119.014627",34.297628,-119.014627,"2,966",Q3,Yes,3,11,Offer D,Yes,11.5,Yes,Yes,Fiber Optic,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.5,896.9,0.0,0,126.5,1023.4,1,Churned,1,5119,Yes
-Male,66,No,Yes,No,No,0,United States,California,Coalinga,93210,"36.186867, -120.387793",36.186867,-120.387793,"18,036",Q3,No,0,49,Offer B,Yes,32.36,Yes,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.2,4718.25,0.0,0,1585.64,6303.89,2,Churned,1,5904,No
-Male,57,No,No,No,No,0,United States,California,Coalinga,93210,"36.186867, -120.387793",36.186867,-120.387793,"18,036",Q3,No,0,1,Offer E,Yes,5.55,No,Yes,DSL,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,45.7,45.7,0.0,0,5.55,51.25,3,Churned,1,2295,No
-Male,53,No,No,Yes,Yes,1,United States,California,Coalinga,93210,"36.186867, -120.387793",36.186867,-120.387793,"18,036",Q3,Yes,5,69,Offer A,Yes,21.56,Yes,Yes,Fiber Optic,17,No,No,Yes,No,No,No,No,Yes,Two Year,Yes,Credit Card,79.2,5420.65,0.0,0,1487.64,6908.29,4,Stayed,0,4072,Yes
-Male,50,No,No,No,No,0,United States,California,Coalinga,93210,"36.186867, -120.387793",36.186867,-120.387793,"18,036",Q3,No,0,6,Offer E,Yes,22.95,No,Yes,Cable,10,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,80.25,493.4,0.0,0,137.7,631.1,5,Stayed,0,2706,No
-Female,75,No,Yes,No,No,0,United States,California,Ducor,93218,"35.846067, -119.004073",35.846067,-119.004073,823,Q3,No,0,6,Offer E,Yes,8.91,No,Yes,Fiber Optic,27,No,No,Yes,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,74.4,434.1,0.0,20,53.46,507.56,1,Churned,1,3964,No
-Male,74,No,Yes,No,No,0,United States,California,Ducor,93218,"35.846067, -119.004073",35.846067,-119.004073,823,Q3,No,0,24,Offer C,Yes,31.73,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,No,One Year,No,Credit Card,70.0,1732.6,0.0,140,761.52,2634.12,3,Stayed,0,5242,No
-Female,54,No,No,Yes,No,0,United States,California,Ducor,93218,"35.846067, -119.004073",35.846067,-119.004073,823,Q3,Yes,4,8,Offer E,Yes,9.88,Yes,Yes,Fiber Optic,4,No,No,No,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,90.25,743.75,0.0,0,79.04,822.79,3,Stayed,0,4969,Yes
-Male,50,No,No,Yes,Yes,2,United States,California,Ducor,93218,"35.846067, -119.004073",35.846067,-119.004073,823,Q3,Yes,5,10,Offer D,Yes,19.77,No,Yes,DSL,12,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,60.2,563.5,0.0,0,197.7,761.2,4,Stayed,0,5318,Yes
-Female,75,No,Yes,Yes,No,0,United States,California,Huron,93234,"36.217864, -120.080117",36.217864,-120.080117,"6,918",Q3,Yes,1,7,Offer E,Yes,21.43,Yes,Yes,Fiber Optic,12,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.55,646.85,0.0,0,150.01,796.86,1,Churned,1,5245,Yes
-Male,40,No,No,Yes,No,0,United States,California,Huron,93234,"36.217864, -120.080117",36.217864,-120.080117,"6,918",Q3,Yes,2,2,Offer E,Yes,15.14,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,19.85,35.9,0.0,0,30.28,66.18,3,Churned,1,2362,Yes
-Male,36,No,No,No,No,0,United States,California,Huron,93234,"36.217864, -120.080117",36.217864,-120.080117,"6,918",Q3,No,0,72,Offer A,No,0.0,No,Yes,Cable,14,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,63.7,4464.8,0.0,0,0.0,4464.8,3,Stayed,0,4921,No
-Male,27,Yes,No,Yes,Yes,1,United States,California,Huron,93234,"36.217864, -120.080117",36.217864,-120.080117,"6,918",Q3,Yes,1,68,,Yes,29.67,Yes,Yes,Fiber Optic,85,Yes,Yes,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,85.5,5696.6,0.0,0,2017.56,7714.16,3,Stayed,0,4380,Yes
-Female,67,No,Yes,No,No,0,United States,California,Mc Kittrick,93251,"35.38381, -119.730885",35.38381,-119.730885,302,Q3,No,0,20,Offer D,Yes,29.29,Yes,Yes,Fiber Optic,15,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.8,1727.5,0.0,0,585.8,2313.3,1,Churned,1,3336,No
-Male,68,No,Yes,Yes,No,0,United States,California,Mc Kittrick,93251,"35.38381, -119.730885",35.38381,-119.730885,302,Q3,Yes,2,7,,Yes,6.81,Yes,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.85,485.25,0.0,0,47.67,532.92,4,Stayed,0,2259,Yes
-Female,49,No,No,No,No,0,United States,California,Mc Kittrick,93251,"35.38381, -119.730885",35.38381,-119.730885,302,Q3,No,0,29,Offer C,Yes,27.75,Yes,Yes,Fiber Optic,2,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,98.6,2933.2,0.0,0,804.75,3737.95,1,Churned,1,5144,No
-Male,37,No,No,Yes,Yes,3,United States,California,Mc Kittrick,93251,"35.38381, -119.730885",35.38381,-119.730885,302,Q3,Yes,3,53,Offer B,Yes,33.31,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.55,1336.1,37.37,0,1765.43,3064.16,3,Stayed,0,5794,Yes
-Female,75,No,Yes,Yes,No,0,United States,California,Visalia,93277,"36.303793, -119.375646",36.303793,-119.375646,"44,741",Q3,No,0,54,Offer B,Yes,33.49,Yes,Yes,Fiber Optic,8,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,101.5,5373.1,0.0,0,1808.46,7181.56,2,Churned,1,6405,Yes
-Male,35,No,No,No,Yes,7,United States,California,Visalia,93277,"36.303793, -119.375646",36.303793,-119.375646,"44,741",Q3,No,0,1,,Yes,12.81,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.25,19.25,0.0,0,12.81,32.06,3,Churned,1,5437,No
-Male,53,No,No,No,No,0,United States,California,Visalia,93277,"36.303793, -119.375646",36.303793,-119.375646,"44,741",Q3,No,0,1,,Yes,11.61,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,20.45,20.45,0.0,0,11.61,32.06,3,Joined,0,5384,No
-Female,22,Yes,No,No,No,0,United States,California,Visalia,93277,"36.303793, -119.375646",36.303793,-119.375646,"44,741",Q3,No,0,30,,Yes,42.49,Yes,Yes,Fiber Optic,73,Yes,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,106.4,3211.9,0.0,60,1274.7,4546.6,4,Stayed,0,5503,No
-Female,74,No,Yes,No,No,0,United States,California,Woody,93287,"35.710244, -118.881679",35.710244,-118.881679,88,Q3,No,0,2,Offer E,Yes,15.32,No,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.6,131.65,0.0,0,30.64,162.29,3,Churned,1,4596,No
-Female,58,No,No,Yes,No,0,United States,California,Woody,93287,"35.710244, -118.881679",35.710244,-118.881679,88,Q3,Yes,1,42,,Yes,10.73,Yes,Yes,Fiber Optic,22,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.3,3588.4,0.0,0,450.66,4039.06,3,Churned,1,2514,Yes
-Female,64,No,No,Yes,No,0,United States,California,Woody,93287,"35.710244, -118.881679",35.710244,-118.881679,88,Q3,Yes,8,1,,Yes,35.24,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.65,20.65,0.0,0,35.24,55.89,4,Joined,0,4517,Yes
-Male,43,No,No,Yes,No,0,United States,California,Woody,93287,"35.710244, -118.881679",35.710244,-118.881679,88,Q3,Yes,6,8,,Yes,23.18,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,24.4,203.95,0.0,0,185.44,389.39,5,Stayed,0,2028,Yes
-Female,74,No,Yes,No,No,0,United States,California,Boron,93516,"34.95703, -117.73045",34.95703,-117.73045,"2,241",Q3,No,0,30,,No,0.0,No,Yes,Cable,7,No,No,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,40.3,1172.95,0.0,100,0.0,1272.95,2,Churned,1,3016,No
-Male,43,No,No,Yes,No,0,United States,California,Boron,93516,"34.95703, -117.73045",34.95703,-117.73045,"2,241",Q3,Yes,5,48,Offer B,Yes,15.95,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.25,855.1,0.0,0,765.6,1620.7,4,Stayed,0,2282,Yes
-Female,46,No,No,No,Yes,1,United States,California,Boron,93516,"34.95703, -117.73045",34.95703,-117.73045,"2,241",Q3,No,0,9,,Yes,42.1,No,Yes,Fiber Optic,16,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,93.0,870.25,0.0,0,378.9,1249.15,3,Stayed,0,2267,No
-Female,34,No,No,Yes,No,0,United States,California,Boron,93516,"34.95703, -117.73045",34.95703,-117.73045,"2,241",Q3,Yes,8,19,,Yes,7.84,Yes,Yes,Fiber Optic,16,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.85,1564.4,0.0,0,148.96,1713.36,5,Stayed,0,5072,Yes
-Male,67,No,Yes,Yes,No,0,United States,California,Palmdale,93551,"34.613476, -118.256358",34.613476,-118.256358,"34,045",Q3,Yes,1,58,Offer B,Yes,3.18,Yes,Yes,Fiber Optic,5,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.7,5812.6,0.0,0,184.44,5997.04,1,Churned,1,4662,Yes
-Male,72,No,Yes,No,No,0,United States,California,Palmdale,93551,"34.613476, -118.256358",34.613476,-118.256358,"34,045",Q3,No,0,1,Offer E,Yes,2.97,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,70.05,70.05,0.0,0,2.97,73.02,3,Joined,0,2469,No
-Male,63,No,No,No,No,0,United States,California,Palmdale,93551,"34.613476, -118.256358",34.613476,-118.256358,"34,045",Q3,No,0,11,Offer D,Yes,44.53,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.45,237.3,0.0,0,489.83,727.13,4,Stayed,0,2642,No
-Female,47,No,No,Yes,Yes,3,United States,California,Palmdale,93551,"34.613476, -118.256358",34.613476,-118.256358,"34,045",Q3,Yes,5,47,,Yes,3.95,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,21.3,1041.8,0.0,0,185.65,1227.45,4,Stayed,0,2861,Yes
-Female,69,No,Yes,Yes,No,0,United States,California,Helm,93627,"36.520537, -120.118055",36.520537,-120.118055,152,Q3,Yes,1,24,,Yes,13.38,Yes,Yes,Fiber Optic,12,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.55,2264.05,0.0,0,321.12,2585.17,2,Churned,1,4937,Yes
-Male,39,No,No,Yes,No,0,United States,California,Helm,93627,"36.520537, -120.118055",36.520537,-120.118055,152,Q3,Yes,7,39,,Yes,29.56,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,23.8,903.8,0.0,0,1152.84,2056.64,5,Stayed,0,3970,Yes
-Female,30,No,No,No,No,0,United States,California,Helm,93627,"36.520537, -120.118055",36.520537,-120.118055,152,Q3,No,0,71,,Yes,2.66,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.55,1719.15,0.0,0,188.86,1908.01,5,Stayed,0,4555,No
-Male,42,No,No,No,No,0,United States,California,Helm,93627,"36.520537, -120.118055",36.520537,-120.118055,152,Q3,No,0,22,Offer D,Yes,10.36,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.3,475.1,0.0,0,227.92,703.02,5,Stayed,0,4510,No
-Male,70,No,Yes,Yes,No,0,United States,California,Parlier,93648,"36.622237, -119.521126",36.622237,-119.521126,"12,587",Q3,Yes,1,27,,Yes,39.49,Yes,Yes,Fiber Optic,7,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.55,2510.2,0.0,0,1066.23,3576.43,1,Churned,1,2999,Yes
-Female,37,No,No,Yes,Yes,3,United States,California,Parlier,93648,"36.622237, -119.521126",36.622237,-119.521126,"12,587",Q3,Yes,10,55,,Yes,35.04,No,Yes,Fiber Optic,57,No,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,103.7,5656.75,0.0,20,1927.2,7603.95,3,Stayed,0,5892,Yes
-Female,30,No,No,No,No,0,United States,California,Parlier,93648,"36.622237, -119.521126",36.622237,-119.521126,"12,587",Q3,No,0,29,Offer C,Yes,32.43,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.0,599.3,0.0,0,940.47,1539.77,5,Stayed,0,4128,No
-Female,57,No,No,No,No,0,United States,California,Parlier,93648,"36.622237, -119.521126",36.622237,-119.521126,"12,587",Q3,No,0,35,,Yes,44.81,No,Yes,DSL,20,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,60.55,1982.6,0.0,0,1568.35,3550.95,4,Stayed,0,3463,No
-Female,79,No,Yes,No,No,0,United States,California,Daly City,94014,"37.691561, -122.445202",37.691561,-122.445202,"47,453",Q3,No,0,2,,No,0.0,No,Yes,DSL,11,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,24.35,41.85,0.0,0,0.0,41.85,1,Churned,1,3278,No
-Female,54,No,No,No,No,0,United States,California,Daly City,94014,"37.691561, -122.445202",37.691561,-122.445202,"47,453",Q3,No,0,15,,Yes,22.39,No,Yes,Fiber Optic,7,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,105.1,1582.75,0.0,0,335.85,1918.6,1,Churned,1,2122,No
-Female,34,No,No,No,No,0,United States,California,Daly City,94014,"37.691561, -122.445202",37.691561,-122.445202,"47,453",Q3,No,0,8,,Yes,36.39,No,Yes,Fiber Optic,7,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.1,679.3,0.0,0,291.12,970.42,1,Churned,1,5071,No
-Male,47,No,No,Yes,No,0,United States,California,Daly City,94014,"37.691561, -122.445202",37.691561,-122.445202,"47,453",Q3,Yes,1,20,,Yes,16.49,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.45,1470.95,0.0,0,329.8,1800.75,1,Churned,1,4773,Yes
-Female,76,No,Yes,No,No,0,United States,California,Half Moon Bay,94019,"37.45567, -122.407992",37.45567,-122.407992,"17,929",Q3,No,0,29,,Yes,20.98,Yes,Yes,Fiber Optic,16,No,No,No,Yes,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,98.65,2862.75,0.0,0,608.42,3471.17,1,Churned,1,4235,No
-Female,29,Yes,No,No,No,0,United States,California,Half Moon Bay,94019,"37.45567, -122.407992",37.45567,-122.407992,"17,929",Q3,No,0,60,,Yes,37.95,Yes,Yes,DSL,27,Yes,No,Yes,Yes,No,No,No,No,One Year,No,Bank Withdrawal,64.75,4039.5,0.0,120,2277.0,6436.5,3,Stayed,0,6408,No
-Female,45,No,No,No,No,0,United States,California,Half Moon Bay,94019,"37.45567, -122.407992",37.45567,-122.407992,"17,929",Q3,No,0,7,,Yes,39.02,No,Yes,Fiber Optic,25,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.4,715.0,0.0,0,273.14,988.14,3,Stayed,0,5041,No
-Female,35,No,No,Yes,No,0,United States,California,Half Moon Bay,94019,"37.45567, -122.407992",37.45567,-122.407992,"17,929",Q3,Yes,3,65,Offer B,Yes,40.71,Yes,Yes,Fiber Optic,23,Yes,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,105.05,6914.95,0.0,60,2646.15,9621.1,3,Stayed,0,5313,Yes
-Male,78,No,Yes,Yes,No,0,United States,California,Loma Mar,94021,"37.266388, -122.26308",37.266388,-122.26308,148,Q3,Yes,1,5,,Yes,6.66,Yes,Yes,Fiber Optic,14,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,79.9,343.95,0.0,20,33.3,397.25,2,Churned,1,4324,Yes
-Female,69,No,Yes,No,No,0,United States,California,Loma Mar,94021,"37.266388, -122.26308",37.266388,-122.26308,148,Q3,No,0,41,,Yes,14.61,No,Yes,Fiber Optic,9,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,101.1,4016.2,0.0,0,599.01,4615.21,5,Stayed,0,2227,No
-Male,53,No,No,No,No,0,United States,California,Loma Mar,94021,"37.266388, -122.26308",37.266388,-122.26308,148,Q3,No,0,10,,Yes,18.03,No,Yes,Fiber Optic,6,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,110.1,1043.3,0.0,0,180.3,1223.6,1,Churned,1,5803,No
-Male,33,No,No,No,No,0,United States,California,Loma Mar,94021,"37.266388, -122.26308",37.266388,-122.26308,148,Q3,No,0,6,,Yes,10.54,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.15,124.4,0.0,0,63.24,187.64,5,Stayed,0,5322,No
-Female,79,No,Yes,No,No,0,United States,California,Atherton,94027,"37.454924, -122.203168",37.454924,-122.203168,"6,876",Q3,No,0,28,,Yes,28.14,Yes,Yes,Fiber Optic,10,No,No,Yes,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,103.3,2890.65,0.0,0,787.92,3678.57,2,Churned,1,4136,No
-Male,62,No,No,No,No,0,United States,California,Atherton,94027,"37.454924, -122.203168",37.454924,-122.203168,"6,876",Q3,No,0,25,Offer C,Yes,5.57,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,25.3,676.35,0.0,0,139.25,815.6,3,Churned,1,3779,No
-Female,19,Yes,No,Yes,No,0,United States,California,Atherton,94027,"37.454924, -122.203168",37.454924,-122.203168,"6,876",Q3,Yes,1,49,,No,0.0,No,Yes,Cable,82,Yes,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,35.8,1782.0,0.0,0,0.0,1782.0,4,Stayed,0,4865,Yes
-Female,34,No,No,Yes,Yes,2,United States,California,Atherton,94027,"37.454924, -122.203168",37.454924,-122.203168,"6,876",Q3,Yes,2,61,Offer B,Yes,42.85,No,Yes,DSL,11,Yes,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,49.7,2961.4,0.0,0,2613.85,5575.25,3,Stayed,0,4577,Yes
-Male,73,No,Yes,No,No,0,United States,California,San Francisco,94104,"37.791222, -122.402241",37.791222,-122.402241,384,Q3,No,0,24,,Yes,3.23,Yes,Yes,Fiber Optic,26,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,102.95,2496.7,0.0,0,77.52,2574.22,3,Churned,1,5245,No
-Female,63,No,No,No,No,0,United States,California,San Francisco,94104,"37.791222, -122.402241",37.791222,-122.402241,384,Q3,No,0,21,,Yes,9.06,Yes,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,97.35,2119.5,0.0,0,190.26,2309.76,3,Churned,1,4321,No
-Male,61,No,No,No,No,0,United States,California,San Francisco,94104,"37.791222, -122.402241",37.791222,-122.402241,384,Q3,No,0,19,,Yes,41.79,No,Yes,DSL,6,No,Yes,No,Yes,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,65.35,1231.85,0.0,60,794.01,2085.86,4,Stayed,0,2051,No
-Male,46,No,No,Yes,No,0,United States,California,San Francisco,94104,"37.791222, -122.402241",37.791222,-122.402241,384,Q3,Yes,2,72,Offer A,Yes,47.82,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,115.55,8425.3,0.0,0,3443.04,11868.34,3,Stayed,0,5890,Yes
-Female,74,No,Yes,Yes,No,0,United States,California,Concord,94519,"37.990118, -122.012188",37.990118,-122.012188,"18,650",Q3,Yes,7,43,Offer B,Yes,8.75,Yes,Yes,Fiber Optic,13,Yes,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Credit Card,109.55,4830.25,0.0,0,376.25,5206.5,2,Churned,1,5863,Yes
-Male,39,No,No,No,No,0,United States,California,Concord,94519,"37.990118, -122.012188",37.990118,-122.012188,"18,650",Q3,No,0,22,,Yes,11.15,Yes,Yes,Fiber Optic,17,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.1,2162.6,0.0,0,245.3,2407.9,4,Stayed,0,3729,No
-Female,23,Yes,No,No,No,0,United States,California,Concord,94519,"37.990118, -122.012188",37.990118,-122.012188,"18,650",Q3,No,0,31,,Yes,45.71,Yes,Yes,Fiber Optic,58,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,104.35,3205.6,0.0,0,1417.01,4622.61,4,Stayed,0,5320,No
-Male,29,Yes,No,No,No,0,United States,California,Concord,94519,"37.990118, -122.012188",37.990118,-122.012188,"18,650",Q3,No,0,6,Offer E,Yes,45.67,No,Yes,DSL,71,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,60.9,414.1,0.0,0,274.02,688.12,5,Stayed,0,2191,No
-Male,73,No,Yes,No,No,0,United States,California,Crockett,94525,"38.049292, -122.228415",38.049292,-122.228415,"3,193",Q3,No,0,2,,Yes,5.57,No,Yes,Cable,24,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,66.4,94.55,0.0,0,11.14,105.69,1,Churned,1,4522,No
-Female,56,No,No,No,Yes,2,United States,California,Crockett,94525,"38.049292, -122.228415",38.049292,-122.228415,"3,193",Q3,No,0,39,,No,0.0,No,Yes,DSL,24,No,No,Yes,No,No,No,No,No,Month-to-Month,No,Credit Card,30.1,1131.3,0.0,150,0.0,1281.3,3,Churned,1,3106,No
-Male,59,No,No,No,No,0,United States,California,Crockett,94525,"38.049292, -122.228415",38.049292,-122.228415,"3,193",Q3,No,0,25,,Yes,25.2,Yes,Yes,Cable,23,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,81.75,2028.8,0.0,0,630.0,2658.8,3,Stayed,0,5917,No
-Male,34,No,No,Yes,Yes,1,United States,California,Crockett,94525,"38.049292, -122.228415",38.049292,-122.228415,"3,193",Q3,Yes,6,25,Offer C,Yes,37.97,No,Yes,DSL,22,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.3,1296.8,0.0,0,949.25,2246.05,4,Stayed,0,3971,Yes
-Male,71,No,Yes,Yes,No,0,United States,California,Fairfield,94533,"38.287136, -122.02711",38.287136,-122.02711,"77,683",Q3,Yes,6,66,,Yes,49.85,Yes,Yes,Fiber Optic,14,No,No,No,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,100.05,6871.9,0.0,0,3290.1,10162.0,2,Churned,1,4512,Yes
-Female,25,Yes,No,No,No,0,United States,California,Fairfield,94533,"38.287136, -122.02711",38.287136,-122.02711,"77,683",Q3,No,0,1,Offer E,Yes,1.23,Yes,Yes,Fiber Optic,69,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,80.2,80.2,0.0,0,1.23,81.43,3,Churned,1,3056,No
-Male,41,No,No,No,No,0,United States,California,Fairfield,94533,"38.287136, -122.02711",38.287136,-122.02711,"77,683",Q3,No,0,17,,Yes,42.66,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Mailed Check,20.5,365.8,0.0,0,725.22,1091.02,3,Stayed,0,2259,No
-Male,55,No,No,No,No,0,United States,California,Fairfield,94533,"38.287136, -122.02711",38.287136,-122.02711,"77,683",Q3,No,0,4,,Yes,34.86,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.95,59.25,0.0,0,139.44,198.69,5,Stayed,0,3172,No
-Female,68,No,Yes,Yes,No,0,United States,California,Pinole,94564,"37.996462, -122.293716",37.996462,-122.293716,"16,717",Q3,Yes,1,66,,Yes,27.75,Yes,Yes,Fiber Optic,11,No,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Credit Card,105.95,6975.25,0.0,0,1831.5,8806.75,2,Churned,1,6117,Yes
-Male,41,No,No,No,No,0,United States,California,Pinole,94564,"37.996462, -122.293716",37.996462,-122.293716,"16,717",Q3,No,0,1,Offer E,Yes,5.43,Yes,Yes,Fiber Optic,18,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86.6,86.6,0.0,0,5.43,92.03,3,Churned,1,5228,No
-Male,28,Yes,No,No,No,0,United States,California,Pinole,94564,"37.996462, -122.293716",37.996462,-122.293716,"16,717",Q3,No,0,63,Offer B,Yes,4.01,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,25.25,1559.3,0.0,0,252.63,1811.93,4,Stayed,0,4530,No
-Male,53,No,No,No,No,0,United States,California,Pinole,94564,"37.996462, -122.293716",37.996462,-122.293716,"16,717",Q3,No,0,18,,No,0.0,No,Yes,DSL,30,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,33.6,550.35,0.0,0,0.0,550.35,4,Stayed,0,5388,No
-Female,70,No,Yes,No,No,0,United States,California,Port Costa,94569,"38.035707, -122.196821",38.035707,-122.196821,173,Q3,No,0,31,,Yes,15.43,Yes,Yes,Fiber Optic,2,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.9,2217.15,0.0,0,478.33,2695.48,1,Churned,1,2560,No
-Male,42,No,No,No,No,0,United States,California,Port Costa,94569,"38.035707, -122.196821",38.035707,-122.196821,173,Q3,No,0,12,,Yes,7.97,No,Yes,Cable,10,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,56.65,654.85,0.0,0,95.64,750.49,1,Churned,1,3043,No
-Male,20,Yes,No,No,Yes,2,United States,California,Port Costa,94569,"38.035707, -122.196821",38.035707,-122.196821,173,Q3,No,0,27,,Yes,30.36,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.15,537.35,0.0,0,819.72,1357.07,3,Stayed,0,4004,No
-Male,37,No,No,No,No,0,United States,California,Port Costa,94569,"38.035707, -122.196821",38.035707,-122.196821,173,Q3,No,0,22,Offer D,Yes,48.07,No,Yes,Fiber Optic,18,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.95,2142.8,0.0,0,1057.54,3200.34,5,Stayed,0,4242,No
-Female,66,No,Yes,No,No,0,United States,California,Vallejo,94590,"38.104705, -122.247387",38.104705,-122.247387,"37,218",Q3,No,0,37,,Yes,3.3,Yes,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.55,3580.3,0.0,0,122.1,3702.4,2,Churned,1,4448,No
-Female,64,No,No,No,No,0,United States,California,Vallejo,94590,"38.104705, -122.247387",38.104705,-122.247387,"37,218",Q3,No,0,4,Offer E,Yes,36.76,Yes,Yes,Fiber Optic,20,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,89.6,365.65,0.0,0,147.04,512.69,1,Churned,1,4689,No
-Female,28,Yes,No,No,No,0,United States,California,Vallejo,94590,"38.104705, -122.247387",38.104705,-122.247387,"37,218",Q3,No,0,37,,Yes,26.49,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.85,784.25,0.0,0,980.13,1764.38,3,Stayed,0,3408,No
-Female,35,No,No,Yes,Yes,1,United States,California,Vallejo,94590,"38.104705, -122.247387",38.104705,-122.247387,"37,218",Q3,No,0,33,,Yes,12.51,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.8,641.35,0.0,0,412.83,1054.18,4,Stayed,0,2635,Yes
-Male,65,No,Yes,No,No,0,United States,California,Oakland,94601,"37.776523, -122.219268",37.776523,-122.219268,"54,876",Q3,No,0,24,,Yes,28.98,Yes,Yes,Fiber Optic,30,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.25,2440.15,0.0,0,695.52,3135.67,3,Churned,1,4287,No
-Male,21,Yes,No,No,No,0,United States,California,Oakland,94601,"37.776523, -122.219268",37.776523,-122.219268,"54,876",Q3,No,0,2,Offer E,No,0.0,No,Yes,DSL,51,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.25,90.35,0.0,0,0.0,90.35,3,Churned,1,5775,No
-Male,50,No,No,Yes,No,0,United States,California,Oakland,94601,"37.776523, -122.219268",37.776523,-122.219268,"54,876",Q3,Yes,1,42,Offer B,Yes,34.65,Yes,Yes,Fiber Optic,9,No,Yes,Yes,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,99.45,4138.05,30.46,140,1455.3,5702.89,2,Churned,1,4624,Yes
-Male,20,Yes,No,No,No,0,United States,California,Oakland,94601,"37.776523, -122.219268",37.776523,-122.219268,"54,876",Q3,No,0,3,,Yes,17.42,No,Yes,DSL,59,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.15,160.85,0.0,0,52.26,213.11,3,Joined,0,2085,No
-Male,78,No,Yes,No,No,0,United States,California,San Pablo,94806,"37.980269, -122.342635",37.980269,-122.342635,"55,720",Q3,No,0,2,,Yes,43.66,No,Yes,DSL,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.15,92.65,0.0,0,87.32,179.97,2,Churned,1,5655,No
-Female,79,No,Yes,Yes,No,0,United States,California,San Pablo,94806,"37.980269, -122.342635",37.980269,-122.342635,"55,720",Q3,Yes,6,72,Offer A,Yes,14.75,Yes,Yes,Fiber Optic,16,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,116.75,8277.05,0.0,0,1062.0,9339.05,3,Stayed,0,5098,Yes
-Female,47,No,No,No,No,0,United States,California,San Pablo,94806,"37.980269, -122.342635",37.980269,-122.342635,"55,720",Q3,No,0,13,Offer D,No,0.0,No,Yes,DSL,27,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,49.15,649.4,0.0,0,0.0,649.4,3,Stayed,0,3000,No
-Male,54,No,No,No,No,0,United States,California,San Pablo,94806,"37.980269, -122.342635",37.980269,-122.342635,"55,720",Q3,No,0,2,,Yes,3.76,No,Yes,Fiber Optic,16,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.95,151.75,0.0,0,7.52,159.27,4,Joined,0,3969,No
-Female,74,No,Yes,No,No,0,United States,California,San Rafael,94903,"38.018065, -122.546024",38.018065,-122.546024,"28,403",Q3,No,0,8,,Yes,13.8,Yes,Yes,Fiber Optic,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.75,606.25,0.0,0,110.4,716.65,3,Churned,1,4174,No
-Male,44,No,No,Yes,No,0,United States,California,San Rafael,94903,"38.018065, -122.546024",38.018065,-122.546024,"28,403",Q3,Yes,1,38,,Yes,35.61,No,Yes,Fiber Optic,13,Yes,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,79.45,3013.05,9.36,40,1353.18,4396.87,1,Churned,1,2405,Yes
-Female,32,No,No,No,No,0,United States,California,San Rafael,94903,"38.018065, -122.546024",38.018065,-122.546024,"28,403",Q3,No,0,7,,Yes,6.83,No,Yes,DSL,17,Yes,No,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,59.1,369.25,0.0,0,47.81,417.06,3,Stayed,0,4770,No
-Male,47,No,No,Yes,Yes,1,United States,California,San Rafael,94903,"38.018065, -122.546024",38.018065,-122.546024,"28,403",Q3,Yes,9,72,,Yes,24.08,No,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,111.95,8033.1,0.0,0,1733.76,9766.86,3,Stayed,0,4004,Yes
-Male,78,No,Yes,Yes,No,0,United States,California,Corte Madera,94925,"37.924014, -122.511694",37.924014,-122.511694,"9,038",Q3,Yes,1,1,,Yes,17.51,Yes,Yes,Fiber Optic,21,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.3,80.3,0.0,0,17.51,97.81,1,Churned,1,4138,Yes
-Female,29,Yes,No,Yes,Yes,2,United States,California,Corte Madera,94925,"37.924014, -122.511694",37.924014,-122.511694,"9,038",Q3,Yes,8,43,,Yes,5.25,Yes,Yes,Fiber Optic,59,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.3,4209.95,0.0,0,225.75,4435.7,3,Stayed,0,3280,Yes
-Female,46,No,No,Yes,No,0,United States,California,Corte Madera,94925,"37.924014, -122.511694",37.924014,-122.511694,"9,038",Q3,Yes,7,71,,Yes,9.06,Yes,Yes,DSL,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,87.95,6365.35,0.0,0,643.26,7008.61,4,Stayed,0,4278,Yes
-Female,37,No,No,No,No,0,United States,California,Corte Madera,94925,"37.924014, -122.511694",37.924014,-122.511694,"9,038",Q3,No,0,1,,No,0.0,No,Yes,Cable,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,24.9,24.9,0.0,0,0.0,24.9,4,Joined,0,5318,No
-Female,79,No,Yes,No,No,0,United States,California,Point Reyes Station,94956,"38.060264, -122.830646",38.060264,-122.830646,"1,885",Q3,No,0,9,,Yes,43.34,No,Yes,Fiber Optic,2,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.85,751.65,0.0,0,390.06,1141.71,2,Churned,1,5242,No
-Female,52,No,No,No,No,0,United States,California,Point Reyes Station,94956,"38.060264, -122.830646",38.060264,-122.830646,"1,885",Q3,No,0,14,,Yes,27.68,No,Yes,DSL,26,Yes,No,No,Yes,No,No,No,No,One Year,No,Credit Card,55.7,795.15,0.0,100,387.52,1282.67,4,Stayed,0,4978,No
-Female,33,No,No,Yes,No,0,United States,California,Point Reyes Station,94956,"38.060264, -122.830646",38.060264,-122.830646,"1,885",Q3,No,0,19,Offer D,Yes,34.51,No,Yes,Cable,22,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.9,839.65,0.0,0,655.69,1495.34,5,Stayed,0,5842,Yes
-Female,52,No,No,Yes,Yes,1,United States,California,Point Reyes Station,94956,"38.060264, -122.830646",38.060264,-122.830646,"1,885",Q3,No,0,34,,No,0.0,No,Yes,DSL,20,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,61.25,1993.2,0.0,0,0.0,1993.2,4,Stayed,0,3607,Yes
-Female,76,No,Yes,No,No,0,United States,California,Boulder Creek,95006,"37.171727, -122.142961",37.171727,-122.142961,"10,520",Q3,No,0,49,Offer B,Yes,44.88,Yes,Yes,Fiber Optic,15,No,No,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,90.85,4515.85,0.0,0,2199.12,6714.97,2,Churned,1,5651,No
-Male,71,No,Yes,No,No,0,United States,California,Boulder Creek,95006,"37.171727, -122.142961",37.171727,-122.142961,"10,520",Q3,No,0,25,Offer C,Yes,47.66,Yes,Yes,Fiber Optic,23,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.95,2291.2,0.0,0,1191.5,3482.7,2,Churned,1,3878,No
-Female,23,Yes,No,No,No,0,United States,California,Boulder Creek,95006,"37.171727, -122.142961",37.171727,-122.142961,"10,520",Q3,No,0,41,Offer B,Yes,21.56,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,114.5,4527.45,0.0,0,883.96,5411.41,1,Churned,1,3038,No
-Female,39,No,No,No,No,0,United States,California,Boulder Creek,95006,"37.171727, -122.142961",37.171727,-122.142961,"10,520",Q3,No,0,2,,Yes,14.07,Yes,Yes,Fiber Optic,6,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.7,169.8,0.0,0,28.14,197.94,2,Churned,1,2187,No
-Male,67,No,Yes,No,No,0,United States,California,Morgan Hill,95037,"37.161544, -121.649371",37.161544,-121.649371,"41,707",Q3,No,0,1,,No,0.0,No,Yes,Cable,9,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.1,25.1,0.0,0,0.0,25.1,3,Churned,1,5437,No
-Male,73,No,Yes,Yes,No,0,United States,California,Morgan Hill,95037,"37.161544, -121.649371",37.161544,-121.649371,"41,707",Q3,Yes,1,29,,Yes,6.25,Yes,Yes,Fiber Optic,21,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.45,2653.65,0.0,0,181.25,2834.9,1,Churned,1,2233,Yes
-Male,24,Yes,No,Yes,No,0,United States,California,Morgan Hill,95037,"37.161544, -121.649371",37.161544,-121.649371,"41,707",Q3,Yes,1,70,Offer A,Yes,1.63,No,Yes,DSL,41,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,64.95,4523.25,42.89,0,114.1,4594.46,3,Stayed,0,5669,Yes
-Female,54,No,No,Yes,No,0,United States,California,Morgan Hill,95037,"37.161544, -121.649371",37.161544,-121.649371,"41,707",Q3,Yes,9,42,,Yes,1.31,No,Yes,Fiber Optic,17,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,99.0,4135.0,0.0,0,55.02,4190.02,4,Stayed,0,4545,Yes
-Male,77,No,Yes,No,No,0,United States,California,Stockton,95206,"37.902422, -121.440029",37.902422,-121.440029,"49,657",Q3,No,0,3,,Yes,2.98,No,Yes,Fiber Optic,3,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.9,260.9,0.0,0,8.94,269.84,2,Churned,1,4367,No
-Male,65,No,Yes,Yes,Yes,1,United States,California,Stockton,95206,"37.902422, -121.440029",37.902422,-121.440029,"49,657",Q3,Yes,8,11,,Yes,28.64,Yes,Yes,Fiber Optic,22,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,75.2,775.3,0.0,0,315.04,1090.34,5,Stayed,0,5193,Yes
-Female,51,No,No,No,No,0,United States,California,Stockton,95206,"37.902422, -121.440029",37.902422,-121.440029,"49,657",Q3,No,0,28,Offer C,Yes,44.11,No,Yes,Cable,15,Yes,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,56.05,1522.65,0.0,110,1235.08,2867.73,3,Stayed,0,4468,No
-Male,42,No,No,Yes,Yes,3,United States,California,Stockton,95206,"37.902422, -121.440029",37.902422,-121.440029,"49,657",Q3,Yes,6,21,,Yes,31.55,Yes,Yes,DSL,23,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,75.9,1549.75,0.0,0,662.55,2212.3,4,Stayed,0,3503,Yes
-Female,73,No,Yes,No,No,0,United States,California,Stockton,95209,"38.044523, -121.348048",38.044523,-121.348048,"30,814",Q3,No,0,30,,Yes,43.61,Yes,Yes,Fiber Optic,8,No,Yes,No,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,99.7,2967.35,0.0,80,1308.3,4355.65,1,Churned,1,3548,No
-Female,65,No,Yes,Yes,No,0,United States,California,Stockton,95209,"38.044523, -121.348048",38.044523,-121.348048,"30,814",Q3,Yes,1,29,,Yes,22.33,Yes,Yes,Fiber Optic,6,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.05,2952.85,0.0,0,647.57,3600.42,1,Churned,1,3179,Yes
-Male,38,No,No,No,No,0,United States,California,Stockton,95209,"38.044523, -121.348048",38.044523,-121.348048,"30,814",Q3,No,0,1,,No,0.0,No,Yes,DSL,26,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,35.55,35.55,0.0,0,0.0,35.55,1,Churned,1,3958,No
-Female,37,No,No,Yes,No,0,United States,California,Stockton,95209,"38.044523, -121.348048",38.044523,-121.348048,"30,814",Q3,Yes,2,55,Offer B,Yes,5.08,Yes,Yes,Fiber Optic,9,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.8,4959.6,0.0,0,279.4,5239.0,3,Stayed,0,5875,Yes
-Male,74,No,Yes,Yes,No,0,United States,California,Murphys,95247,"38.147852, -120.440124",38.147852,-120.440124,"4,353",Q3,Yes,1,41,Offer B,Yes,45.84,Yes,Yes,Fiber Optic,18,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.75,3273.55,0.0,0,1879.44,5152.99,1,Churned,1,4995,Yes
-Male,29,Yes,No,No,No,0,United States,California,Murphys,95247,"38.147852, -120.440124",38.147852,-120.440124,"4,353",Q3,No,0,26,Offer C,Yes,24.67,Yes,Yes,Cable,59,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,51.55,1295.4,0.0,0,641.42,1936.82,3,Stayed,0,3130,No
-Female,64,No,No,No,No,0,United States,California,Murphys,95247,"38.147852, -120.440124",38.147852,-120.440124,"4,353",Q3,No,0,4,Offer E,Yes,7.49,No,Yes,Cable,17,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55.2,220.65,0.0,0,29.96,250.61,3,Stayed,0,4042,No
-Male,50,No,No,No,No,0,United States,California,Murphys,95247,"38.147852, -120.440124",38.147852,-120.440124,"4,353",Q3,No,0,65,Offer B,Yes,2.72,Yes,Yes,Fiber Optic,16,Yes,No,No,Yes,No,Yes,Yes,No,One Year,No,Bank Withdrawal,93.55,6069.25,0.0,30,176.8,6276.05,3,Stayed,0,5774,No
-Female,76,No,Yes,Yes,No,0,United States,California,Crows Landing,95313,"37.435664, -121.049056",37.435664,-121.049056,"1,508",Q3,Yes,1,42,Offer B,Yes,2.9,No,Yes,Fiber Optic,21,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.15,3229.4,0.0,0,121.8,3351.2,1,Churned,1,2322,Yes
-Male,32,No,No,Yes,Yes,1,United States,California,Crows Landing,95313,"37.435664, -121.049056",37.435664,-121.049056,"1,508",Q3,Yes,1,18,Offer D,Yes,24.16,No,Yes,Fiber Optic,19,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,87.9,1500.5,0.0,0,434.88,1935.38,4,Stayed,0,5192,Yes
-Male,56,No,No,No,No,0,United States,California,Crows Landing,95313,"37.435664, -121.049056",37.435664,-121.049056,"1,508",Q3,No,0,49,Offer B,Yes,45.46,Yes,Yes,Fiber Optic,27,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,98.7,4920.55,0.0,0,2227.54,7148.09,3,Stayed,0,6148,No
-Female,60,No,No,No,No,0,United States,California,Crows Landing,95313,"37.435664, -121.049056",37.435664,-121.049056,"1,508",Q3,No,0,3,,Yes,2.69,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.95,58.0,0.0,0,8.07,66.07,3,Joined,0,5949,No
-Female,78,No,Yes,Yes,No,0,United States,California,Merced,95348,"37.40122, -120.514191",37.40122,-120.514191,"23,100",Q3,No,0,72,,Yes,25.77,Yes,Yes,DSL,6,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,No,Credit Card,92.45,6440.25,0.0,0,1855.44,8295.69,1,Churned,1,5697,Yes
-Male,69,No,Yes,No,No,0,United States,California,Merced,95348,"37.40122, -120.514191",37.40122,-120.514191,"23,100",Q3,No,0,4,Offer E,Yes,6.18,No,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.65,293.85,0.0,0,24.72,318.57,4,Stayed,0,4510,No
-Female,44,No,No,No,No,0,United States,California,Merced,95348,"37.40122, -120.514191",37.40122,-120.514191,"23,100",Q3,No,0,1,Offer E,Yes,44.94,No,Yes,Fiber Optic,16,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,81.95,81.95,0.0,0,44.94,126.89,1,Churned,1,5622,No
-Male,45,No,No,Yes,No,0,United States,California,Merced,95348,"37.40122, -120.514191",37.40122,-120.514191,"23,100",Q3,Yes,1,56,Offer B,Yes,40.33,Yes,Yes,Fiber Optic,9,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,93.15,5253.95,0.0,0,2258.48,7512.43,3,Stayed,0,4778,Yes
-Female,78,No,Yes,Yes,No,0,United States,California,Modesto,95355,"37.672906, -120.946594",37.672906,-120.946594,"47,613",Q3,Yes,1,11,Offer D,Yes,1.28,Yes,Yes,Fiber Optic,14,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,99.55,1131.2,0.0,0,14.08,1145.28,3,Churned,1,3172,Yes
-Female,30,No,No,No,No,0,United States,California,Modesto,95355,"37.672906, -120.946594",37.672906,-120.946594,"47,613",Q3,No,0,1,Offer E,Yes,41.78,No,Yes,DSL,59,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.9,44.9,0.0,0,41.78,86.68,2,Churned,1,2632,No
-Female,28,Yes,No,Yes,Yes,2,United States,California,Modesto,95355,"37.672906, -120.946594",37.672906,-120.946594,"47,613",Q3,Yes,5,69,,Yes,42.49,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.2,1412.65,0.0,0,2931.81,4344.46,5,Stayed,0,5267,Yes
-Female,61,No,No,Yes,Yes,2,United States,California,Modesto,95355,"37.672906, -120.946594",37.672906,-120.946594,"47,613",Q3,Yes,2,66,,Yes,20.11,Yes,Yes,Fiber Optic,25,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,109.25,7082.5,0.0,80,1327.26,8489.76,3,Stayed,0,5865,Yes
-Male,66,No,Yes,No,No,0,United States,California,Modesto,95356,"37.716186, -121.025836",37.716186,-121.025836,"26,055",Q3,No,0,8,,Yes,5.02,Yes,Yes,Fiber Optic,26,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.25,585.95,0.0,0,40.16,626.11,1,Churned,1,3812,No
-Male,58,No,No,No,No,0,United States,California,Modesto,95356,"37.716186, -121.025836",37.716186,-121.025836,"26,055",Q3,No,0,19,Offer D,Yes,20.41,Yes,Yes,Fiber Optic,11,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,86.0,1532.45,0.0,30,387.79,1950.24,1,Churned,1,4857,No
-Female,31,No,No,No,No,0,United States,California,Modesto,95356,"37.716186, -121.025836",37.716186,-121.025836,"26,055",Q3,No,0,12,,Yes,2.57,No,Yes,Fiber Optic,25,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.6,1017.35,0.0,0,30.84,1048.19,5,Stayed,0,4807,No
-Female,49,No,No,No,No,0,United States,California,Modesto,95356,"37.716186, -121.025836",37.716186,-121.025836,"26,055",Q3,No,0,1,,Yes,2.85,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.4,19.4,0.0,0,2.85,22.25,3,Joined,0,5566,No
-Female,69,No,Yes,No,No,0,United States,California,Winton,95388,"37.421299, -120.599587",37.421299,-120.599587,"11,463",Q3,No,0,1,,Yes,22.56,Yes,Yes,Cable,2,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.55,50.55,0.0,0,22.56,73.11,1,Churned,1,3357,No
-Male,39,No,No,No,No,0,United States,California,Winton,95388,"37.421299, -120.599587",37.421299,-120.599587,"11,463",Q3,No,0,13,Offer D,Yes,22.31,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,19.45,270.2,0.0,0,290.03,560.23,5,Stayed,0,3799,No
-Male,21,Yes,No,Yes,Yes,3,United States,California,Winton,95388,"37.421299, -120.599587",37.421299,-120.599587,"11,463",Q3,Yes,9,58,,No,0.0,No,Yes,Cable,52,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Mailed Check,50.0,2919.85,0.0,0,0.0,2919.85,4,Stayed,0,4704,Yes
-Female,29,Yes,No,No,Yes,2,United States,California,Winton,95388,"37.421299, -120.599587",37.421299,-120.599587,"11,463",Q3,No,0,13,Offer D,Yes,11.99,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,104.15,1299.1,2.76,0,155.87,1452.21,3,Stayed,0,2810,No
-Female,74,No,Yes,No,No,0,United States,California,Cobb,95426,"38.838088, -122.73203",38.838088,-122.73203,"1,591",Q3,No,0,27,,Yes,31.17,Yes,Yes,Fiber Optic,25,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.25,2287.25,0.0,0,841.59,3128.84,1,Churned,1,5172,No
-Female,67,No,Yes,Yes,No,0,United States,California,Cobb,95426,"38.838088, -122.73203",38.838088,-122.73203,"1,591",Q3,Yes,5,55,,Yes,33.21,No,Yes,Fiber Optic,4,No,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,88.8,4805.3,0.0,0,1826.55,6631.85,3,Stayed,0,4291,Yes
-Female,39,No,No,Yes,Yes,2,United States,California,Cobb,95426,"38.838088, -122.73203",38.838088,-122.73203,"1,591",Q3,Yes,3,6,,Yes,49.45,No,Yes,DSL,10,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,48.8,297.35,0.0,0,296.7,594.05,4,Stayed,0,4538,Yes
-Female,37,No,No,No,Yes,1,United States,California,Cobb,95426,"38.838088, -122.73203",38.838088,-122.73203,"1,591",Q3,No,0,25,Offer C,Yes,39.9,No,Yes,DSL,27,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,54.75,1266.35,15.76,0,997.5,2248.09,5,Stayed,0,5136,No
-Female,68,No,Yes,No,No,0,United States,California,Mendocino,95460,"39.305545, -123.743697",39.305545,-123.743697,"2,229",Q3,No,0,1,,Yes,16.37,Yes,Yes,Fiber Optic,7,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.05,85.05,0.0,0,16.37,101.42,1,Churned,1,2975,No
-Male,48,No,No,No,No,0,United States,California,Mendocino,95460,"39.305545, -123.743697",39.305545,-123.743697,"2,229",Q3,No,0,1,Offer E,Yes,27.58,No,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.95,69.95,0.0,0,27.58,97.53,1,Churned,1,5066,No
-Female,44,No,No,No,No,0,United States,California,Mendocino,95460,"39.305545, -123.743697",39.305545,-123.743697,"2,229",Q3,No,0,36,,Yes,49.85,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.25,679.8,0.0,0,1794.6,2474.4,3,Stayed,0,4904,No
-Male,60,No,No,Yes,Yes,1,United States,California,Mendocino,95460,"39.305545, -123.743697",39.305545,-123.743697,"2,229",Q3,Yes,8,68,Offer A,Yes,2.71,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,24.0,1664.3,0.0,0,184.28,1848.58,4,Stayed,0,5440,Yes
-Female,68,No,Yes,No,No,0,United States,California,Blue Lake,95525,"40.94338, -123.831799",40.94338,-123.831799,"1,584",Q3,No,0,54,,Yes,45.77,Yes,Yes,Fiber Optic,10,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.5,4370.25,0.0,0,2471.58,6841.83,1,Churned,1,5684,No
-Female,27,Yes,No,No,No,0,United States,California,Blue Lake,95525,"40.94338, -123.831799",40.94338,-123.831799,"1,584",Q3,No,0,18,,Yes,24.4,Yes,Yes,Fiber Optic,71,No,No,No,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.2,1553.9,0.0,0,439.2,1993.1,3,Churned,1,3326,No
-Male,53,No,No,No,No,0,United States,California,Blue Lake,95525,"40.94338, -123.831799",40.94338,-123.831799,"1,584",Q3,No,0,12,Offer D,Yes,1.8,No,Yes,DSL,3,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,53.75,648.65,0.0,0,21.6,670.25,5,Stayed,0,5385,No
-Female,34,No,No,No,No,0,United States,California,Blue Lake,95525,"40.94338, -123.831799",40.94338,-123.831799,"1,584",Q3,No,0,2,Offer E,Yes,39.5,No,Yes,Cable,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.25,74.2,0.0,0,79.0,153.2,3,Joined,0,5441,No
-Female,68,No,Yes,No,No,0,United States,California,Davis,95616,"38.508735, -121.678813",38.508735,-121.678813,"67,411",Q3,No,0,4,,Yes,26.23,Yes,Yes,Fiber Optic,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,321.75,0.0,0,104.92,426.67,1,Churned,1,2122,No
-Female,34,No,No,No,No,0,United States,California,Davis,95616,"38.508735, -121.678813",38.508735,-121.678813,"67,411",Q3,No,0,9,Offer E,Yes,10.07,Yes,Yes,Fiber Optic,26,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.75,889.9,0.0,30,90.63,1010.53,2,Churned,1,2893,No
-Female,45,No,No,Yes,Yes,2,United States,California,Davis,95616,"38.508735, -121.678813",38.508735,-121.678813,"67,411",Q3,Yes,6,9,Offer E,Yes,16.13,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.75,210.65,0.0,0,145.17,355.82,4,Stayed,0,2427,Yes
-Female,56,No,No,Yes,Yes,3,United States,California,Davis,95616,"38.508735, -121.678813",38.508735,-121.678813,"67,411",Q3,Yes,1,48,Offer B,Yes,4.45,No,Yes,DSL,57,Yes,Yes,Yes,No,No,Yes,Yes,No,Two Year,Yes,Credit Card,70.1,3238.4,0.0,30,213.6,3482.0,4,Stayed,0,5476,Yes
-Female,75,No,Yes,No,No,0,United States,California,Fair Oaks,95628,"38.652065, -121.25441",38.652065,-121.25441,"40,750",Q3,No,0,25,,Yes,36.5,Yes,Yes,Fiber Optic,30,Yes,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,102.8,2660.2,0.0,0,912.5,3572.7,1,Churned,1,4969,No
-Female,30,No,No,Yes,No,0,United States,California,Fair Oaks,95628,"38.652065, -121.25441",38.652065,-121.25441,"40,750",Q3,Yes,1,17,Offer D,Yes,41.95,No,Yes,Fiber Optic,51,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,91.85,1574.45,0.0,0,713.15,2287.6,1,Churned,1,5643,Yes
-Female,38,No,No,No,No,0,United States,California,Fair Oaks,95628,"38.652065, -121.25441",38.652065,-121.25441,"40,750",Q3,No,0,33,,Yes,15.69,Yes,Yes,DSL,24,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,60.9,2033.85,0.0,0,517.77,2551.62,4,Stayed,0,3009,No
-Male,31,No,No,No,No,0,United States,California,Fair Oaks,95628,"38.652065, -121.25441",38.652065,-121.25441,"40,750",Q3,No,0,5,,Yes,24.16,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.95,107.05,0.0,0,120.8,227.85,5,Stayed,0,4281,No
-Male,73,No,Yes,No,No,0,United States,California,Grizzly Flats,95636,"38.636102, -120.522149",38.636102,-120.522149,659,Q3,No,0,9,,Yes,10.04,Yes,Yes,Fiber Optic,13,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.85,790.15,0.0,0,90.36,880.51,1,Churned,1,3723,No
-Female,68,No,Yes,No,No,0,United States,California,Grizzly Flats,95636,"38.636102, -120.522149",38.636102,-120.522149,659,Q3,No,0,60,,Yes,34.39,Yes,Yes,Fiber Optic,17,No,No,Yes,Yes,Yes,Yes,No,No,One Year,Yes,Bank Withdrawal,106.0,6441.4,0.0,110,2063.4,8614.8,3,Churned,1,5507,No
-Male,60,No,No,Yes,No,0,United States,California,Grizzly Flats,95636,"38.636102, -120.522149",38.636102,-120.522149,659,Q3,Yes,1,23,,Yes,5.8,Yes,Yes,DSL,12,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,48.35,1067.15,0.0,0,133.4,1200.55,2,Churned,1,4580,Yes
-Male,40,No,No,Yes,No,0,United States,California,Grizzly Flats,95636,"38.636102, -120.522149",38.636102,-120.522149,659,Q3,Yes,10,72,Offer A,Yes,48.44,Yes,Yes,Cable,15,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,82.3,5815.15,0.0,0,3487.68,9302.83,3,Stayed,0,4162,Yes
-Female,72,No,Yes,No,No,0,United States,California,Guinda,95637,"38.830739, -122.196202",38.830739,-122.196202,228,Q3,No,0,27,,Yes,16.94,Yes,Yes,Fiber Optic,11,No,No,Yes,No,No,Yes,No,Yes,Month-to-Month,No,Credit Card,88.3,2467.75,0.0,0,457.38,2925.13,3,Churned,1,2420,No
-Male,59,No,No,No,No,0,United States,California,Guinda,95637,"38.830739, -122.196202",38.830739,-122.196202,228,Q3,No,0,1,,Yes,4.04,No,Yes,Fiber Optic,6,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.55,79.55,0.0,0,4.04,83.59,2,Churned,1,5593,No
-Female,44,No,No,Yes,Yes,1,United States,California,Guinda,95637,"38.830739, -122.196202",38.830739,-122.196202,228,Q3,Yes,2,58,Offer B,Yes,44.1,Yes,Yes,DSL,19,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,66.8,3970.4,0.0,0,2557.8,6528.2,5,Stayed,0,6433,Yes
-Female,28,Yes,No,No,Yes,1,United States,California,Guinda,95637,"38.830739, -122.196202",38.830739,-122.196202,228,Q3,No,0,67,,Yes,12.54,Yes,Yes,Fiber Optic,59,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.0,7039.05,0.0,0,840.18,7879.23,3,Stayed,0,4741,No
-Female,68,No,Yes,Yes,No,0,United States,California,Loomis,95650,"38.809175, -121.171375",38.809175,-121.171375,"11,191",Q3,Yes,1,56,,Yes,33.81,Yes,Yes,Cable,29,No,No,Yes,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,100.65,5688.05,0.0,130,1893.36,7711.41,1,Churned,1,4803,Yes
-Male,76,No,Yes,Yes,No,0,United States,California,Loomis,95650,"38.809175, -121.171375",38.809175,-121.171375,"11,191",Q3,Yes,9,72,,No,0.0,No,Yes,DSL,9,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,64.45,4641.1,0.0,0,0.0,4641.1,5,Stayed,0,5295,Yes
-Male,53,No,No,Yes,Yes,3,United States,California,Loomis,95650,"38.809175, -121.171375",38.809175,-121.171375,"11,191",Q3,Yes,3,72,Offer A,Yes,20.42,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.3,1643.25,0.0,0,1470.24,3113.49,4,Stayed,0,5160,Yes
-Male,38,No,No,No,No,0,United States,California,Loomis,95650,"38.809175, -121.171375",38.809175,-121.171375,"11,191",Q3,No,0,38,,Yes,22.23,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.1,730.1,0.0,0,844.74,1574.84,3,Stayed,0,2907,No
-Female,74,No,Yes,Yes,No,0,United States,California,Roseville,95661,"38.736685, -121.251984",38.736685,-121.251984,"25,173",Q3,Yes,1,66,,Yes,21.7,Yes,Yes,Cable,3,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,80.55,5265.1,0.0,0,1432.2,6697.3,3,Churned,1,4400,Yes
-Female,42,No,No,Yes,Yes,3,United States,California,Roseville,95661,"38.736685, -121.251984",38.736685,-121.251984,"25,173",Q3,Yes,5,62,Offer B,Yes,13.25,Yes,Yes,Fiber Optic,57,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,110.8,6840.95,0.0,0,821.5,7662.45,4,Stayed,0,4306,Yes
-Female,63,No,No,Yes,No,0,United States,California,Roseville,95661,"38.736685, -121.251984",38.736685,-121.251984,"25,173",Q3,Yes,6,61,Offer B,Yes,18.03,Yes,Yes,Fiber Optic,22,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.3,6518.35,0.0,0,1099.83,7618.18,5,Stayed,0,5401,Yes
-Male,23,Yes,No,No,Yes,1,United States,California,Roseville,95661,"38.736685, -121.251984",38.736685,-121.251984,"25,173",Q3,No,0,3,,Yes,37.85,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.05,75.45,0.0,0,113.55,189.0,4,Joined,0,2948,No
-Male,71,No,Yes,Yes,No,0,United States,California,Pioneer,95666,"38.546999, -120.271114",38.546999,-120.271114,"5,501",Q3,Yes,1,24,,Yes,2.05,Yes,Yes,Fiber Optic,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.85,1772.25,0.0,0,49.2,1821.45,1,Churned,1,3079,Yes
-Female,56,No,No,Yes,No,0,United States,California,Pioneer,95666,"38.546999, -120.271114",38.546999,-120.271114,"5,501",Q3,Yes,9,14,,Yes,19.03,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,19.55,294.5,0.0,0,266.42,560.92,3,Stayed,0,5620,Yes
-Female,22,Yes,No,Yes,Yes,1,United States,California,Pioneer,95666,"38.546999, -120.271114",38.546999,-120.271114,"5,501",Q3,Yes,9,71,Offer A,Yes,37.57,Yes,Yes,DSL,85,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,89.9,6342.7,0.0,150,2667.47,9160.17,5,Stayed,0,5835,Yes
-Female,43,No,No,No,No,0,United States,California,Pioneer,95666,"38.546999, -120.271114",38.546999,-120.271114,"5,501",Q3,No,0,68,,Yes,48.82,Yes,Yes,Fiber Optic,17,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,110.25,7279.35,0.0,30,3319.76,10629.11,4,Stayed,0,5502,No
-Male,75,No,Yes,Yes,No,0,United States,California,Soda Springs,95728,"39.279068, -120.414275",39.279068,-120.414275,88,Q3,Yes,1,24,,No,0.0,No,Yes,DSL,5,Yes,No,No,No,No,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,39.1,971.3,0.0,0,0.0,971.3,1,Churned,1,4591,Yes
-Female,50,No,No,No,No,0,United States,California,Soda Springs,95728,"39.279068, -120.414275",39.279068,-120.414275,88,Q3,No,0,2,,Yes,39.62,Yes,Yes,Fiber Optic,7,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.4,193.6,0.0,0,79.24,272.84,1,Churned,1,5100,No
-Male,37,No,No,Yes,Yes,1,United States,California,Soda Springs,95728,"39.279068, -120.414275",39.279068,-120.414275,88,Q3,Yes,1,46,,Yes,45.95,No,Yes,Cable,10,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Mailed Check,81.0,3846.35,0.0,0,2113.7,5960.05,4,Stayed,0,4280,Yes
-Female,39,No,No,Yes,Yes,3,United States,California,Soda Springs,95728,"39.279068, -120.414275",39.279068,-120.414275,88,Q3,Yes,2,60,,No,0.0,No,Yes,Cable,51,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.75,3069.45,0.0,0,0.0,3069.45,3,Stayed,0,6307,Yes
-Female,66,No,Yes,Yes,No,0,United States,California,Chico,95928,"39.681488, -121.83721",39.681488,-121.83721,"32,848",Q3,Yes,1,65,,Yes,18.69,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,106.25,6979.8,0.0,0,1214.85,8194.65,1,Churned,1,5965,Yes
-Male,37,No,No,No,No,0,United States,California,Chico,95928,"39.681488, -121.83721",39.681488,-121.83721,"32,848",Q3,No,0,31,,Yes,6.71,Yes,Yes,DSL,3,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,79.45,2587.7,0.0,0,208.01,2795.71,1,Churned,1,2872,No
-Male,32,No,No,No,No,0,United States,California,Chico,95928,"39.681488, -121.83721",39.681488,-121.83721,"32,848",Q3,No,0,1,,Yes,39.3,No,Yes,DSL,26,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,51.25,51.25,0.0,0,39.3,90.55,4,Joined,0,4483,No
-Male,20,Yes,No,No,No,0,United States,California,Chico,95928,"39.681488, -121.83721",39.681488,-121.83721,"32,848",Q3,No,0,14,,Yes,18.46,No,Yes,Fiber Optic,26,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,76.45,1117.55,0.0,0,258.44,1375.99,4,Stayed,0,2292,No
-Male,76,No,Yes,No,No,0,United States,California,Elk Creek,95939,"39.53222, -122.594879",39.53222,-122.594879,587,Q3,No,0,1,,Yes,21.85,Yes,Yes,Fiber Optic,29,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.0,94.0,0.0,0,21.85,115.85,1,Churned,1,4176,No
-Male,19,Yes,No,No,No,0,United States,California,Elk Creek,95939,"39.53222, -122.594879",39.53222,-122.594879,587,Q3,No,0,3,,Yes,1.57,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.25,61.45,0.0,0,4.71,66.16,5,Joined,0,4050,No
-Female,19,Yes,No,No,No,0,United States,California,Elk Creek,95939,"39.53222, -122.594879",39.53222,-122.594879,587,Q3,No,0,47,,Yes,48.03,No,Yes,Fiber Optic,69,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,75.45,3545.1,0.0,0,2257.41,5802.51,4,Stayed,0,4995,No
-Male,20,Yes,No,No,No,0,United States,California,Elk Creek,95939,"39.53222, -122.594879",39.53222,-122.594879,587,Q3,No,0,15,,Yes,13.8,Yes,Yes,Fiber Optic,59,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,87.75,1242.2,0.0,0,207.0,1449.2,3,Stayed,0,5415,No
-Female,67,No,Yes,No,No,0,United States,California,Grimes,95950,"39.033058, -121.895718",39.033058,-121.895718,531,Q3,No,0,15,Offer D,Yes,4.28,Yes,Yes,Fiber Optic,6,No,Yes,No,No,No,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,89.85,1424.95,0.0,0,64.2,1489.15,2,Churned,1,2668,No
-Male,53,No,No,Yes,No,0,United States,California,Grimes,95950,"39.033058, -121.895718",39.033058,-121.895718,531,Q3,Yes,1,18,,Yes,19.05,No,Yes,DSL,26,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,49.55,878.35,0.0,0,342.9,1221.25,1,Churned,1,2815,Yes
-Male,34,No,No,No,No,0,United States,California,Grimes,95950,"39.033058, -121.895718",39.033058,-121.895718,531,Q3,No,0,2,,Yes,16.76,No,Yes,Fiber Optic,27,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,95.65,167.3,0.0,0,33.52,200.82,3,Churned,1,5332,No
-Male,42,No,No,Yes,No,0,United States,California,Grimes,95950,"39.033058, -121.895718",39.033058,-121.895718,531,Q3,Yes,7,68,Offer A,No,0.0,No,Yes,Cable,16,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,54.1,3794.5,0.0,0,0.0,3794.5,3,Stayed,0,4601,Yes
-Female,79,No,Yes,No,No,0,United States,California,Princeton,95970,"39.424957, -122.039307",39.424957,-122.039307,495,Q3,No,0,8,,Yes,45.16,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,105.5,829.55,0.0,0,361.28,1190.83,3,Churned,1,5546,No
-Female,45,No,No,No,No,0,United States,California,Princeton,95970,"39.424957, -122.039307",39.424957,-122.039307,495,Q3,No,0,29,,Yes,1.02,No,Yes,DSL,19,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,68.85,1970.5,0.0,0,29.58,2000.08,1,Churned,1,5449,No
-Male,53,No,No,Yes,No,0,United States,California,Princeton,95970,"39.424957, -122.039307",39.424957,-122.039307,495,Q3,No,0,58,,No,0.0,No,Yes,Cable,23,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,45.0,2689.35,0.0,0,0.0,2689.35,3,Stayed,0,5006,Yes
-Female,34,No,No,Yes,No,0,United States,California,Princeton,95970,"39.424957, -122.039307",39.424957,-122.039307,495,Q3,Yes,1,60,Offer B,Yes,30.23,Yes,Yes,Fiber Optic,14,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,110.8,6640.7,9.79,0,1813.8,8444.71,5,Stayed,0,5942,Yes
-Male,78,No,Yes,No,No,0,United States,California,Williams,95987,"39.117537, -122.284654",39.117537,-122.284654,"4,579",Q3,No,0,7,,Yes,32.4,Yes,Yes,Fiber Optic,7,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,73.75,545.15,0.0,0,226.8,771.95,2,Churned,1,5638,No
-Male,68,No,Yes,Yes,No,0,United States,California,Williams,95987,"39.117537, -122.284654",39.117537,-122.284654,"4,579",Q3,Yes,2,7,,Yes,3.19,Yes,Yes,Cable,26,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,64.2,475.0,0.0,0,22.33,497.33,4,Stayed,0,5116,Yes
-Female,44,No,No,No,No,0,United States,California,Williams,95987,"39.117537, -122.284654",39.117537,-122.284654,"4,579",Q3,No,0,1,,Yes,23.72,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.2,69.2,0.0,0,23.72,92.92,3,Churned,1,4073,No
-Male,25,Yes,No,Yes,Yes,3,United States,California,Williams,95987,"39.117537, -122.284654",39.117537,-122.284654,"4,579",Q3,Yes,5,34,,Yes,18.36,No,Yes,Fiber Optic,85,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.85,3091.75,14.93,0,624.24,3701.06,5,Stayed,0,3096,Yes
-Male,79,No,Yes,No,No,0,United States,California,Yuba City,95993,"39.075694, -121.70606",39.075694,-121.70606,"27,786",Q3,No,0,9,Offer E,Yes,2.45,Yes,Yes,DSL,7,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.55,494.05,0.0,0,22.05,516.1,1,Churned,1,4656,No
-Male,56,No,No,No,No,0,United States,California,Yuba City,95993,"39.075694, -121.70606",39.075694,-121.70606,"27,786",Q3,No,0,8,Offer E,Yes,3.27,Yes,Yes,Fiber Optic,6,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,100.85,819.55,0.0,0,26.16,845.71,2,Churned,1,3849,No
-Male,49,No,No,Yes,Yes,3,United States,California,Yuba City,95993,"39.075694, -121.70606",39.075694,-121.70606,"27,786",Q3,No,0,66,,No,0.0,No,Yes,DSL,28,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,54.65,3632.0,46.75,0,0.0,3585.25,5,Stayed,0,4051,Yes
-Female,24,Yes,No,No,Yes,2,United States,California,Yuba City,95993,"39.075694, -121.70606",39.075694,-121.70606,"27,786",Q3,No,0,26,,No,0.0,No,Yes,DSL,27,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,29.8,786.5,10.28,0,0.0,776.22,3,Stayed,0,3746,No
-Female,78,No,Yes,No,No,0,United States,California,Anderson,96007,"40.448632, -122.306657",40.448632,-122.306657,"21,418",Q3,No,0,37,Offer C,Yes,26.95,Yes,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.25,2841.55,0.0,0,997.15,3838.7,3,Churned,1,5859,No
-Female,55,No,No,Yes,No,0,United States,California,Anderson,96007,"40.448632, -122.306657",40.448632,-122.306657,"21,418",Q3,Yes,1,5,Offer E,Yes,17.08,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.95,330.15,0.0,0,85.4,415.55,2,Churned,1,2969,Yes
-Female,38,No,No,No,No,0,United States,California,Anderson,96007,"40.448632, -122.306657",40.448632,-122.306657,"21,418",Q3,No,0,9,,Yes,32.57,No,Yes,Fiber Optic,13,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.55,653.9,2.28,0,293.13,944.75,3,Stayed,0,3581,No
-Male,22,Yes,No,No,No,0,United States,California,Anderson,96007,"40.448632, -122.306657",40.448632,-122.306657,"21,418",Q3,No,0,1,,Yes,29.19,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.3,20.3,0.0,0,29.19,49.49,5,Joined,0,5203,No
-Female,71,No,Yes,No,No,0,United States,California,Big Bend,96011,"41.096569, -121.879082",41.096569,-121.879082,265,Q3,No,0,3,Offer E,Yes,2.26,No,Yes,Fiber Optic,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.4,204.7,0.0,0,6.78,211.48,3,Churned,1,2491,No
-Female,50,No,No,Yes,No,0,United States,California,Big Bend,96011,"41.096569, -121.879082",41.096569,-121.879082,265,Q3,Yes,1,63,,Yes,1.93,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,107.5,6873.75,0.0,60,121.59,7055.34,3,Churned,1,6144,Yes
-Female,50,No,No,No,No,0,United States,California,Big Bend,96011,"41.096569, -121.879082",41.096569,-121.879082,265,Q3,No,0,68,,Yes,9.82,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.5,1821.8,16.85,0,667.76,2472.71,5,Stayed,0,5182,No
-Male,19,Yes,No,Yes,Yes,3,United States,California,Big Bend,96011,"41.096569, -121.879082",41.096569,-121.879082,265,Q3,Yes,1,70,Offer A,No,0.0,No,Yes,Cable,47,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,60.35,4138.7,49.23,0,0.0,4089.47,3,Stayed,0,4122,Yes
-Female,76,No,Yes,Yes,No,0,United States,California,Hat Creek,96040,"40.789799, -121.474529",40.789799,-121.474529,397,Q3,Yes,9,48,,Yes,43.04,Yes,Yes,Fiber Optic,5,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,117.45,5438.9,0.0,0,2065.92,7504.82,1,Churned,1,5915,Yes
-Male,49,No,No,Yes,Yes,1,United States,California,Hat Creek,96040,"40.789799, -121.474529",40.789799,-121.474529,397,Q3,Yes,1,6,Offer E,Yes,1.86,No,Yes,DSL,19,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,55.3,324.25,0.0,0,11.16,335.41,2,Churned,1,3878,Yes
-Male,46,No,No,No,Yes,3,United States,California,Hat Creek,96040,"40.789799, -121.474529",40.789799,-121.474529,397,Q3,No,0,1,,Yes,7.66,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,20.05,0.0,0,7.66,27.71,3,Joined,0,4221,No
-Male,62,No,No,Yes,No,0,United States,California,Hat Creek,96040,"40.789799, -121.474529",40.789799,-121.474529,397,Q3,Yes,1,3,Offer E,No,0.0,No,Yes,DSL,4,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,29.8,94.4,0.0,0,0.0,94.4,3,Joined,0,5614,Yes
-Female,75,No,Yes,No,No,0,United States,California,Shingletown,96088,"40.497441, -121.827524",40.497441,-121.827524,"4,231",Q3,No,0,28,Offer C,Yes,9.67,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,106.15,3152.5,0.0,0,270.76,3423.26,1,Churned,1,5030,No
-Male,35,No,No,Yes,Yes,2,United States,California,Shingletown,96088,"40.497441, -121.827524",40.497441,-121.827524,"4,231",Q3,Yes,9,69,,Yes,42.45,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Credit Card,95.75,6511.25,0.0,0,2929.05,9440.3,4,Stayed,0,5561,Yes
-Male,21,Yes,No,Yes,Yes,2,United States,California,Shingletown,96088,"40.497441, -121.827524",40.497441,-121.827524,"4,231",Q3,Yes,3,61,Offer B,Yes,12.72,No,Yes,Cable,48,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,84.9,5264.5,0.0,0,775.92,6040.42,3,Stayed,0,4413,Yes
-Male,50,No,No,No,Yes,3,United States,California,Shingletown,96088,"40.497441, -121.827524",40.497441,-121.827524,"4,231",Q3,No,0,23,Offer D,Yes,1.2,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.8,465.45,0.0,0,27.6,493.05,3,Stayed,0,3058,No
-Male,69,No,Yes,No,No,0,United States,California,Weaverville,96093,"40.759401, -122.939337",40.759401,-122.939337,"3,749",Q3,No,0,36,Offer C,Yes,23.33,Yes,Yes,Fiber Optic,23,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.85,3186.7,0.0,0,839.88,4026.58,1,Churned,1,5692,No
-Male,46,No,No,No,No,0,United States,California,Weaverville,96093,"40.759401, -122.939337",40.759401,-122.939337,"3,749",Q3,No,0,31,,Yes,34.38,No,Yes,Fiber Optic,20,No,Yes,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,78.45,2435.15,0.0,40,1065.78,3540.93,1,Churned,1,3091,No
-Male,46,No,No,No,No,0,United States,California,Weaverville,96093,"40.759401, -122.939337",40.759401,-122.939337,"3,749",Q3,No,0,17,,Yes,31.6,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.1,279.5,0.0,0,537.2,816.7,4,Stayed,0,2185,No
-Male,26,Yes,No,No,No,0,United States,California,Weaverville,96093,"40.759401, -122.939337",40.759401,-122.939337,"3,749",Q3,No,0,5,,Yes,22.16,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,95.55,0.0,0,110.8,206.35,4,Stayed,0,2483,No
-Female,66,No,Yes,No,No,0,United States,California,Los Angeles,90001,"33.973616, -118.24902",33.973616,-118.24902,"54,492",Q3,No,0,8,Offer E,Yes,5.21,No,Yes,Fiber Optic,8,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,94.45,742.95,0.0,0,41.68,784.63,1,Churned,1,3676,No
-Male,71,No,Yes,Yes,No,0,United States,California,Los Angeles,90001,"33.973616, -118.24902",33.973616,-118.24902,"54,492",Q3,Yes,1,69,,Yes,18.41,Yes,Yes,Fiber Optic,17,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,109.95,7634.25,0.0,0,1270.29,8904.54,5,Stayed,0,4297,Yes
-Female,36,No,No,Yes,No,0,United States,California,Los Angeles,90001,"33.973616, -118.24902",33.973616,-118.24902,"54,492",Q3,No,0,1,Offer E,No,0.0,No,Yes,DSL,10,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,29.85,29.85,0.0,0,0.0,29.85,3,Joined,0,3964,Yes
-Male,36,No,No,Yes,No,0,United States,California,Los Angeles,90001,"33.973616, -118.24902",33.973616,-118.24902,"54,492",Q3,Yes,1,17,,No,0.0,No,Yes,Cable,10,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,34.4,592.75,0.0,0,0.0,592.75,3,Stayed,0,4207,Yes
-Male,65,No,Yes,No,No,0,United States,California,Los Angeles,90005,"34.059281, -118.30742",34.059281,-118.30742,"43,019",Q3,No,0,50,,Yes,18.92,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.7,4816.7,0.0,0,946.0,5762.7,3,Churned,1,4287,No
-Female,19,Yes,No,No,Yes,2,United States,California,Los Angeles,90005,"34.059281, -118.30742",34.059281,-118.30742,"43,019",Q3,No,0,2,,Yes,9.12,No,Yes,Fiber Optic,51,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.7,151.65,0.0,0,18.24,169.89,2,Churned,1,2701,No
-Female,50,No,No,No,No,0,United States,California,Los Angeles,90005,"34.059281, -118.30742",34.059281,-118.30742,"43,019",Q3,No,0,53,,Yes,2.51,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,90.8,4921.2,0.0,60,133.03,5114.23,3,Stayed,0,5249,No
-Female,35,No,No,Yes,No,0,United States,California,Los Angeles,90005,"34.059281, -118.30742",34.059281,-118.30742,"43,019",Q3,Yes,9,15,,Yes,46.68,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.2,387.9,0.0,0,700.2,1088.1,4,Stayed,0,4411,Yes
-Female,66,No,Yes,Yes,No,0,United States,California,Los Angeles,90029,"34.089953, -118.294824",34.089953,-118.294824,"41,713",Q3,Yes,1,40,,No,0.0,No,Yes,Cable,3,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,39.3,1637.4,0.0,0,0.0,1637.4,3,Churned,1,2296,Yes
-Male,72,No,Yes,No,Yes,1,United States,California,Los Angeles,90029,"34.089953, -118.294824",34.089953,-118.294824,"41,713",Q3,No,0,7,,Yes,41.14,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,45.75,344.2,29.0,0,287.98,603.18,4,Stayed,0,3779,No
-Male,27,Yes,No,Yes,No,0,United States,California,Los Angeles,90029,"34.089953, -118.294824",34.089953,-118.294824,"41,713",Q3,Yes,1,1,,No,0.0,No,Yes,DSL,58,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,30.2,30.2,0.0,0,0.0,30.2,1,Churned,1,2915,Yes
-Male,56,No,No,Yes,Yes,1,United States,California,Los Angeles,90029,"34.089953, -118.294824",34.089953,-118.294824,"41,713",Q3,Yes,5,10,,Yes,15.51,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.85,198.5,0.0,0,155.1,353.6,3,Stayed,0,2019,Yes
-Male,56,No,No,Yes,No,0,United States,California,Los Angeles,90029,"34.089953, -118.294824",34.089953,-118.294824,"41,713",Q3,Yes,9,24,Offer C,Yes,35.8,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.1,533.9,0.0,0,859.2,1393.1,3,Stayed,0,5689,Yes
-Male,72,No,Yes,No,No,0,United States,California,Los Angeles,90044,"33.952714, -118.292061",33.952714,-118.292061,"87,383",Q3,No,0,2,Offer E,Yes,41.43,No,Yes,Cable,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.7,93.7,0.0,0,82.86,176.56,1,Churned,1,4618,No
-Female,52,No,No,Yes,No,0,United States,California,Los Angeles,90044,"33.952714, -118.292061",33.952714,-118.292061,"87,383",Q3,Yes,8,70,,Yes,29.38,Yes,Yes,DSL,23,Yes,Yes,No,No,Yes,No,No,No,Two Year,Yes,Credit Card,69.2,4872.35,0.0,80,2056.6,7008.95,3,Stayed,0,4715,Yes
-Male,53,No,No,Yes,No,0,United States,California,Los Angeles,90044,"33.952714, -118.292061",33.952714,-118.292061,"87,383",Q3,Yes,5,72,,Yes,6.29,Yes,Yes,Fiber Optic,8,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,114.45,8375.05,0.0,0,452.88,8827.93,4,Stayed,0,6274,Yes
-Female,49,No,No,Yes,No,0,United States,California,Los Angeles,90044,"33.952714, -118.292061",33.952714,-118.292061,"87,383",Q3,Yes,6,72,Offer A,Yes,46.1,Yes,Yes,Fiber Optic,23,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,101.35,7323.15,0.0,0,3319.2,10642.35,4,Stayed,0,4497,Yes
-Male,54,No,No,Yes,Yes,2,United States,California,Los Angeles,90044,"33.952714, -118.292061",33.952714,-118.292061,"87,383",Q3,Yes,8,6,Offer E,Yes,23.73,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.85,138.85,0.0,0,142.38,281.23,5,Stayed,0,2186,Yes
-Male,77,No,Yes,Yes,No,0,United States,California,Downey,90240,"33.956228, -118.120993",33.956228,-118.120993,"24,908",Q3,No,0,10,Offer D,Yes,6.01,Yes,Yes,Fiber Optic,27,No,No,No,No,No,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,85.55,851.75,0.0,0,60.1,911.85,1,Churned,1,3336,Yes
-Female,24,Yes,No,Yes,No,0,United States,California,Downey,90240,"33.956228, -118.120993",33.956228,-118.120993,"24,908",Q3,Yes,3,52,Offer B,Yes,5.65,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,20.4,1090.65,0.0,0,293.8,1384.45,3,Stayed,0,5482,Yes
-Female,52,No,No,Yes,Yes,1,United States,California,Downey,90240,"33.956228, -118.120993",33.956228,-118.120993,"24,908",Q3,Yes,4,6,Offer E,Yes,25.05,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.1,100.35,0.0,0,150.3,250.65,4,Stayed,0,5874,Yes
-Female,34,No,No,Yes,Yes,1,United States,California,Downey,90240,"33.956228, -118.120993",33.956228,-118.120993,"24,908",Q3,Yes,4,71,Offer A,Yes,12.22,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.9,1389.35,0.0,0,867.62,2256.97,4,Stayed,0,5789,Yes
-Female,61,No,No,Yes,No,0,United States,California,Downey,90240,"33.956228, -118.120993",33.956228,-118.120993,"24,908",Q3,Yes,1,60,Offer B,No,0.0,No,Yes,Cable,2,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,37.7,2288.7,0.0,0,0.0,2288.7,4,Stayed,0,5148,Yes
-Female,66,No,Yes,Yes,No,0,United States,California,Huntington Park,90255,"33.97803, -118.217141",33.97803,-118.217141,"78,114",Q3,Yes,1,16,Offer D,Yes,9.93,Yes,Yes,Fiber Optic,27,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,85.35,1375.15,0.0,0,158.88,1534.03,2,Churned,1,5769,Yes
-Male,80,No,Yes,Yes,Yes,2,United States,California,Huntington Park,90255,"33.97803, -118.217141",33.97803,-118.217141,"78,114",Q3,Yes,10,61,,Yes,4.51,Yes,Yes,Fiber Optic,22,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,99.0,5969.3,21.17,0,275.11,6223.24,5,Stayed,0,5177,Yes
-Female,32,No,No,No,Yes,3,United States,California,Huntington Park,90255,"33.97803, -118.217141",33.97803,-118.217141,"78,114",Q3,No,0,1,,Yes,13.13,No,Yes,Fiber Optic,57,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.35,79.35,0.0,0,13.13,92.48,1,Churned,1,2483,No
-Female,25,Yes,No,Yes,No,0,United States,California,Huntington Park,90255,"33.97803, -118.217141",33.97803,-118.217141,"78,114",Q3,Yes,5,4,,Yes,48.48,No,Yes,Fiber Optic,58,No,No,Yes,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,73.75,325.45,0.0,0,193.92,519.37,1,Churned,1,5026,Yes
-Female,48,No,No,Yes,Yes,3,United States,California,Huntington Park,90255,"33.97803, -118.217141",33.97803,-118.217141,"78,114",Q3,Yes,3,12,,Yes,19.28,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.3,224.5,0.0,0,231.36,455.86,5,Stayed,0,5190,Yes
-Female,80,No,Yes,No,No,0,United States,California,Malibu,90263,"34.037037, -118.705803",34.037037,-118.705803,11,Q3,No,0,2,Offer E,Yes,31.91,No,Yes,Cable,30,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.6,195.05,0.0,0,63.82,258.87,3,Churned,1,4322,No
-Female,38,No,No,No,No,0,United States,California,Malibu,90263,"34.037037, -118.705803",34.037037,-118.705803,11,Q3,No,0,42,Offer B,Yes,40.15,No,Yes,Fiber Optic,28,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,103.8,4327.5,0.0,110,1686.3,6123.8,4,Stayed,0,4005,No
-Male,51,No,No,Yes,Yes,1,United States,California,Malibu,90263,"34.037037, -118.705803",34.037037,-118.705803,11,Q3,No,0,72,Offer A,Yes,24.95,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,114.45,8100.55,0.0,0,1796.4,9896.95,3,Stayed,0,4700,Yes
-Female,55,No,No,No,No,0,United States,California,Malibu,90263,"34.037037, -118.705803",34.037037,-118.705803,11,Q3,No,0,7,,Yes,15.54,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.65,155.9,0.0,0,108.78,264.68,5,Stayed,0,2100,No
-Female,19,Yes,No,No,No,0,United States,California,Malibu,90263,"34.037037, -118.705803",34.037037,-118.705803,11,Q3,No,0,39,Offer C,No,0.0,No,Yes,DSL,73,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,41.15,1700.9,0.0,0,0.0,1700.9,4,Stayed,0,3445,No
-Male,68,No,Yes,No,No,0,United States,California,Pacific Palisades,90272,"34.079449, -118.548306",34.079449,-118.548306,"22,548",Q3,No,0,19,Offer D,Yes,28.12,Yes,Yes,Fiber Optic,25,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.6,1660.0,0.0,0,534.28,2194.28,1,Churned,1,2373,No
-Male,56,No,No,No,No,0,United States,California,Pacific Palisades,90272,"34.079449, -118.548306",34.079449,-118.548306,"22,548",Q3,No,0,1,,Yes,45.5,No,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.9,69.9,0.0,0,45.5,115.4,2,Churned,1,3349,No
-Female,24,Yes,No,Yes,No,0,United States,California,Pacific Palisades,90272,"34.079449, -118.548306",34.079449,-118.548306,"22,548",Q3,Yes,10,48,,Yes,37.96,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.65,1057.0,0.0,0,1822.08,2879.08,5,Stayed,0,4124,Yes
-Male,21,Yes,No,No,No,0,United States,California,Pacific Palisades,90272,"34.079449, -118.548306",34.079449,-118.548306,"22,548",Q3,No,0,4,,Yes,8.38,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.0,73.45,0.0,0,33.52,106.97,5,Stayed,0,4345,No
-Female,63,No,No,Yes,Yes,3,United States,California,Pacific Palisades,90272,"34.079449, -118.548306",34.079449,-118.548306,"22,548",Q3,Yes,9,71,,Yes,45.81,Yes,Yes,DSL,52,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,71.1,5224.95,0.0,0,3252.51,8477.46,4,Stayed,0,6090,Yes
-Male,74,No,Yes,No,No,0,United States,California,San Pedro,90732,"33.744119, -118.31448",33.744119,-118.31448,"21,279",Q3,No,0,3,,Yes,48.34,Yes,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,77.0,237.75,0.0,0,145.02,382.77,1,Churned,1,3128,No
-Female,35,No,No,Yes,No,0,United States,California,San Pedro,90732,"33.744119, -118.31448",33.744119,-118.31448,"21,279",Q3,Yes,2,61,,Yes,17.49,Yes,Yes,Fiber Optic,21,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,101.05,5971.25,0.0,0,1066.89,7038.14,4,Stayed,0,6311,Yes
-Female,26,Yes,No,Yes,No,0,United States,California,San Pedro,90732,"33.744119, -118.31448",33.744119,-118.31448,"21,279",Q3,Yes,3,71,Offer A,Yes,9.5,Yes,Yes,Cable,76,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,91.05,6293.75,0.0,0,674.5,6968.25,3,Stayed,0,4644,Yes
-Female,51,No,No,No,No,0,United States,California,San Pedro,90732,"33.744119, -118.31448",33.744119,-118.31448,"21,279",Q3,No,0,58,Offer B,Yes,46.7,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,107.75,6332.75,0.0,0,2708.6,9041.35,3,Stayed,0,5121,No
-Male,47,No,No,No,No,0,United States,California,San Pedro,90732,"33.744119, -118.31448",33.744119,-118.31448,"21,279",Q3,No,0,43,,No,0.0,No,Yes,Cable,4,Yes,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,35.2,1463.7,0.0,0,0.0,1463.7,3,Stayed,0,5268,No
-Female,74,No,Yes,Yes,No,0,United States,California,Long Beach,90802,"33.752524, -118.210737",33.752524,-118.210737,"38,427",Q3,Yes,1,40,,Yes,19.76,No,Yes,Fiber Optic,22,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,99.2,4062.2,0.0,0,790.4,4852.6,3,Churned,1,5098,Yes
-Male,51,No,No,Yes,No,0,United States,California,Long Beach,90802,"33.752524, -118.210737",33.752524,-118.210737,"38,427",Q3,Yes,1,51,,No,0.0,No,Yes,DSL,2,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,59.3,3014.65,0.0,0,0.0,3014.65,1,Churned,1,5633,Yes
-Male,50,No,No,Yes,Yes,1,United States,California,Long Beach,90802,"33.752524, -118.210737",33.752524,-118.210737,"38,427",Q3,Yes,1,15,,Yes,8.44,No,Yes,Cable,21,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,69.5,1071.4,0.0,0,126.6,1198.0,4,Stayed,0,3128,Yes
-Male,22,Yes,No,No,No,0,United States,California,Long Beach,90802,"33.752524, -118.210737",33.752524,-118.210737,"38,427",Q3,No,0,22,Offer D,Yes,15.77,No,Yes,Fiber Optic,42,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.7,1490.4,0.0,0,346.94,1837.34,3,Stayed,0,4838,No
-Female,21,Yes,No,Yes,No,0,United States,California,Long Beach,90802,"33.752524, -118.210737",33.752524,-118.210737,"38,427",Q3,Yes,9,70,Offer A,Yes,16.66,Yes,Yes,Fiber Optic,26,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,97.65,6982.5,0.0,80,1166.2,8228.7,4,Stayed,0,4252,Yes
-Male,65,No,Yes,No,No,0,United States,California,Long Beach,90808,"33.823943, -118.111335",33.823943,-118.111335,"37,417",Q3,No,0,47,,Yes,36.58,No,Yes,Fiber Optic,20,Yes,No,No,No,No,Yes,Yes,No,Month-to-Month,No,Credit Card,85.5,4042.3,0.0,50,1719.26,5811.56,3,Churned,1,3645,No
-Male,74,No,Yes,Yes,Yes,3,United States,California,Long Beach,90808,"33.823943, -118.111335",33.823943,-118.111335,"37,417",Q3,Yes,1,71,,Yes,46.11,Yes,Yes,DSL,20,No,Yes,Yes,Yes,No,Yes,No,No,One Year,Yes,Bank Withdrawal,72.9,5139.65,0.0,20,3273.81,8433.46,4,Stayed,0,6404,Yes
-Female,63,No,No,No,No,0,United States,California,Long Beach,90808,"33.823943, -118.111335",33.823943,-118.111335,"37,417",Q3,No,0,1,,Yes,7.26,No,Yes,Cable,9,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,76.35,76.35,0.0,0,7.26,83.61,2,Churned,1,5613,No
-Female,33,No,No,Yes,Yes,1,United States,California,Long Beach,90808,"33.823943, -118.111335",33.823943,-118.111335,"37,417",Q3,Yes,7,14,,Yes,40.22,No,Yes,Fiber Optic,19,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.9,1152.8,0.0,0,563.08,1715.88,5,Stayed,0,2563,Yes
-Female,39,No,No,Yes,Yes,2,United States,California,Long Beach,90808,"33.823943, -118.111335",33.823943,-118.111335,"37,417",Q3,Yes,6,30,Offer C,Yes,47.21,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.1,789.55,15.41,0,1416.3,2190.44,3,Stayed,0,5851,Yes
-Female,70,No,Yes,No,No,0,United States,California,Montrose,91020,"34.2112, -118.230625",34.2112,-118.230625,"7,527",Q3,No,0,15,,Yes,7.99,No,Yes,Fiber Optic,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.3,1147.45,0.0,0,119.85,1267.3,3,Churned,1,4526,No
-Male,72,No,Yes,No,No,0,United States,California,Montrose,91020,"34.2112, -118.230625",34.2112,-118.230625,"7,527",Q3,No,0,57,Offer B,Yes,9.1,Yes,Yes,DSL,16,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,79.75,4438.2,0.0,0,518.7,4956.9,4,Stayed,0,5371,No
-Male,39,No,No,Yes,No,0,United States,California,Montrose,91020,"34.2112, -118.230625",34.2112,-118.230625,"7,527",Q3,Yes,7,72,Offer A,Yes,6.05,Yes,Yes,Cable,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,89.05,6254.45,0.0,0,435.6,6690.05,4,Stayed,0,6212,Yes
-Female,38,No,No,Yes,No,0,United States,California,Montrose,91020,"34.2112, -118.230625",34.2112,-118.230625,"7,527",Q3,Yes,10,61,Offer B,No,0.0,No,Yes,DSL,17,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,51.35,3244.4,0.0,0,0.0,3244.4,3,Stayed,0,4159,Yes
-Female,61,No,No,No,No,0,United States,California,Montrose,91020,"34.2112, -118.230625",34.2112,-118.230625,"7,527",Q3,No,0,35,Offer C,Yes,23.77,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,21.1,741.0,14.23,0,831.95,1558.72,4,Stayed,0,5707,No
-Male,75,No,Yes,No,No,0,United States,California,San Marino,91108,"34.122671, -118.112911",34.122671,-118.112911,"13,158",Q3,No,0,15,,Yes,12.08,Yes,Yes,Fiber Optic,5,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.2,1217.25,0.0,0,181.2,1398.45,1,Churned,1,4958,No
-Female,43,No,No,No,No,0,United States,California,San Marino,91108,"34.122671, -118.112911",34.122671,-118.112911,"13,158",Q3,No,0,11,,Yes,19.01,No,Yes,DSL,8,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,48.55,501.0,0.0,130,209.11,840.11,1,Churned,1,4444,No
-Female,19,Yes,No,Yes,Yes,3,United States,California,San Marino,91108,"34.122671, -118.112911",34.122671,-118.112911,"13,158",Q3,Yes,6,15,Offer D,Yes,4.19,Yes,Yes,Fiber Optic,59,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.35,1559.25,0.0,0,62.85,1622.1,3,Stayed,0,2721,Yes
-Male,38,No,No,No,Yes,2,United States,California,San Marino,91108,"34.122671, -118.112911",34.122671,-118.112911,"13,158",Q3,No,0,32,,Yes,16.94,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.5,696.8,0.0,0,542.08,1238.88,4,Stayed,0,3114,No
-Male,53,No,No,No,No,0,United States,California,San Marino,91108,"34.122671, -118.112911",34.122671,-118.112911,"13,158",Q3,No,0,19,,Yes,29.52,No,Yes,DSL,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.0,865.85,22.55,0,560.88,1404.18,3,Stayed,0,4519,No
-Male,70,No,Yes,No,No,0,United States,California,Canyon Country,91351,"34.422519, -118.420717",34.422519,-118.420717,"59,259",Q3,No,0,1,,Yes,7.23,No,Yes,Fiber Optic,2,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.65,69.65,0.0,0,7.23,76.88,2,Churned,1,5844,No
-Female,23,Yes,No,No,No,0,United States,California,Canyon Country,91351,"34.422519, -118.420717",34.422519,-118.420717,"59,259",Q3,No,0,1,Offer E,Yes,5.12,No,Yes,DSL,30,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,45.95,45.95,0.0,0,5.12,51.07,2,Churned,1,4888,No
-Male,22,Yes,No,Yes,No,0,United States,California,Canyon Country,91351,"34.422519, -118.420717",34.422519,-118.420717,"59,259",Q3,Yes,10,64,Offer B,Yes,40.49,No,Yes,Fiber Optic,69,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,102.45,6654.1,0.0,0,2591.36,9245.46,3,Stayed,0,6398,Yes
-Male,33,No,No,Yes,Yes,2,United States,California,Canyon Country,91351,"34.422519, -118.420717",34.422519,-118.420717,"59,259",Q3,Yes,1,11,,Yes,15.73,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.95,267.35,18.17,0,173.03,422.21,3,Stayed,0,4075,Yes
-Male,36,No,No,Yes,No,0,United States,California,Canyon Country,91351,"34.422519, -118.420717",34.422519,-118.420717,"59,259",Q3,Yes,1,72,,Yes,36.03,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.85,1872.2,5.73,0,2594.16,4460.63,5,Stayed,0,5514,Yes
-Female,79,No,Yes,Yes,No,0,United States,California,Van Nuys,91411,"34.17847, -118.459472",34.17847,-118.459472,"23,646",Q3,Yes,1,34,Offer C,Yes,25.84,Yes,Yes,Fiber Optic,15,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.6,2718.3,0.0,0,878.56,3596.86,1,Churned,1,3980,Yes
-Female,22,Yes,No,Yes,No,0,United States,California,Van Nuys,91411,"34.17847, -118.459472",34.17847,-118.459472,"23,646",Q3,No,0,1,,Yes,35.6,No,Yes,DSL,58,No,No,No,No,Yes,No,Yes,Yes,Month-to-Month,No,Credit Card,55.2,55.2,0.0,0,35.6,90.8,2,Churned,1,3638,Yes
-Male,38,No,No,No,No,0,United States,California,Van Nuys,91411,"34.17847, -118.459472",34.17847,-118.459472,"23,646",Q3,No,0,1,,Yes,27.89,No,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.05,70.05,0.0,0,27.89,97.94,2,Churned,1,2699,No
-Female,63,No,No,No,No,0,United States,California,Van Nuys,91411,"34.17847, -118.459472",34.17847,-118.459472,"23,646",Q3,No,0,16,,Yes,40.95,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.35,295.55,0.0,0,655.2,950.75,5,Stayed,0,2017,No
-Male,44,No,No,Yes,No,0,United States,California,Van Nuys,91411,"34.17847, -118.459472",34.17847,-118.459472,"23,646",Q3,Yes,1,67,,Yes,37.6,Yes,Yes,Fiber Optic,23,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,88.4,5798.3,0.0,0,2519.2,8317.5,5,Stayed,0,6251,Yes
-Female,79,No,Yes,No,No,0,United States,California,Burbank,91501,"34.188339, -118.300942",34.188339,-118.300942,"18,112",Q3,No,0,1,,No,0.0,No,Yes,Cable,26,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,36.45,36.45,0.0,0,0.0,36.45,3,Churned,1,5303,No
-Female,23,Yes,No,No,No,0,United States,California,Burbank,91501,"34.188339, -118.300942",34.188339,-118.300942,"18,112",Q3,No,0,46,,Yes,43.04,No,Yes,Fiber Optic,71,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.2,4822.85,0.0,0,1979.84,6802.69,2,Churned,1,3322,No
-Male,31,No,No,No,No,0,United States,California,Burbank,91501,"34.188339, -118.300942",34.188339,-118.300942,"18,112",Q3,No,0,13,,Yes,24.14,Yes,Yes,Fiber Optic,21,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.0,1301.7,0.0,0,313.82,1615.52,1,Churned,1,3493,No
-Male,49,No,No,No,No,0,United States,California,Burbank,91501,"34.188339, -118.300942",34.188339,-118.300942,"18,112",Q3,No,0,54,Offer B,Yes,17.76,Yes,Yes,Fiber Optic,4,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,108.0,5760.65,0.0,0,959.04,6719.69,3,Stayed,0,6370,No
-Male,28,Yes,No,Yes,Yes,3,United States,California,Burbank,91501,"34.188339, -118.300942",34.188339,-118.300942,"18,112",Q3,Yes,9,29,,Yes,1.41,No,Yes,DSL,73,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,60.2,1834.15,0.0,0,40.89,1875.04,3,Stayed,0,5517,Yes
-Female,73,No,Yes,Yes,No,0,United States,California,Azusa,91702,"34.174493, -117.87068",34.174493,-117.87068,"57,775",Q3,Yes,1,47,,Yes,38.31,Yes,Yes,Fiber Optic,7,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,80.35,3825.85,0.0,90,1800.57,5716.42,1,Churned,1,5915,Yes
-Female,38,No,No,Yes,No,0,United States,California,Azusa,91702,"34.174493, -117.87068",34.174493,-117.87068,"57,775",Q3,Yes,10,41,Offer B,Yes,25.16,No,Yes,DSL,11,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,74.7,3187.65,0.0,0,1031.56,4219.21,4,Stayed,0,5246,Yes
-Female,47,No,No,Yes,No,0,United States,California,Azusa,91702,"34.174493, -117.87068",34.174493,-117.87068,"57,775",Q3,Yes,1,46,,No,0.0,No,Yes,DSL,8,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,43.95,2007.85,0.0,0,0.0,2007.85,3,Stayed,0,4818,Yes
-Male,47,No,No,Yes,No,0,United States,California,Azusa,91702,"34.174493, -117.87068",34.174493,-117.87068,"57,775",Q3,Yes,6,71,,Yes,35.09,Yes,Yes,DSL,12,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,83.2,6126.1,0.0,0,2491.39,8617.49,3,Stayed,0,5350,Yes
-Male,37,No,No,No,Yes,2,United States,California,Azusa,91702,"34.174493, -117.87068",34.174493,-117.87068,"57,775",Q3,No,0,66,,Yes,32.12,Yes,Yes,DSL,17,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,65.7,4378.9,0.0,0,2119.92,6498.82,3,Stayed,0,5058,No
-Female,74,No,Yes,Yes,No,0,United States,California,El Monte,91731,"34.079934, -118.046695",34.079934,-118.046695,"30,211",Q3,Yes,1,24,Offer C,No,0.0,No,Yes,Cable,29,No,No,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,40.65,933.3,0.0,0,0.0,933.3,1,Churned,1,3843,Yes
-Female,47,No,No,Yes,No,0,United States,California,El Monte,91731,"34.079934, -118.046695",34.079934,-118.046695,"30,211",Q3,Yes,1,2,,Yes,46.23,No,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.4,147.15,0.0,0,92.46,239.61,1,Churned,1,5687,Yes
-Male,49,No,No,No,No,0,United States,California,El Monte,91731,"34.079934, -118.046695",34.079934,-118.046695,"30,211",Q3,No,0,20,Offer D,Yes,1.36,Yes,Yes,Fiber Optic,25,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.25,1734.5,0.0,0,27.2,1761.7,2,Churned,1,2414,No
-Male,58,No,No,No,No,0,United States,California,El Monte,91731,"34.079934, -118.046695",34.079934,-118.046695,"30,211",Q3,No,0,3,Offer E,Yes,15.6,No,Yes,Fiber Optic,9,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92.0,266.8,0.0,0,46.8,313.6,3,Joined,0,4345,No
-Female,55,No,No,No,No,0,United States,California,El Monte,91731,"34.079934, -118.046695",34.079934,-118.046695,"30,211",Q3,No,0,71,Offer A,Yes,49.52,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,111.3,7985.9,0.0,0,3515.92,11501.82,3,Stayed,0,5957,No
-Female,80,No,Yes,Yes,No,0,United States,California,Pomona,91767,"34.083086, -117.737997",34.083086,-117.737997,"46,626",Q3,Yes,1,43,,Yes,13.84,Yes,Yes,Cable,18,No,No,Yes,Yes,Yes,Yes,No,No,One Year,Yes,Bank Withdrawal,107.55,4533.9,0.0,140,595.12,5269.02,2,Churned,1,4423,Yes
-Male,68,No,Yes,Yes,No,0,United States,California,Pomona,91767,"34.083086, -117.737997",34.083086,-117.737997,"46,626",Q3,Yes,3,20,,Yes,27.56,Yes,Yes,Fiber Optic,3,No,Yes,No,Yes,Yes,Yes,No,Yes,One Year,No,Bank Withdrawal,107.05,2172.05,0.0,0,551.2,2723.25,3,Stayed,0,5328,Yes
-Male,25,Yes,No,No,No,0,United States,California,Pomona,91767,"34.083086, -117.737997",34.083086,-117.737997,"46,626",Q3,No,0,36,,Yes,26.51,No,Yes,Cable,85,No,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,65.4,2498.4,0.0,0,954.36,3452.76,1,Churned,1,5220,No
-Female,39,No,No,Yes,No,0,United States,California,Pomona,91767,"34.083086, -117.737997",34.083086,-117.737997,"46,626",Q3,Yes,9,59,,Yes,24.81,Yes,Yes,Cable,24,No,No,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,72.1,4194.85,0.0,0,1463.79,5658.64,5,Stayed,0,6225,Yes
-Female,57,No,No,Yes,Yes,1,United States,California,Pomona,91767,"34.083086, -117.737997",34.083086,-117.737997,"46,626",Q3,Yes,3,32,,No,0.0,No,Yes,Cable,14,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,35.15,1051.05,0.0,0,0.0,1051.05,4,Stayed,0,3163,Yes
-Male,69,No,Yes,Yes,No,0,United States,California,Rosemead,91770,"34.065108, -118.082791",34.065108,-118.082791,"61,623",Q3,Yes,1,16,,Yes,15.16,Yes,Yes,Fiber Optic,7,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,98.75,1587.55,0.0,0,242.56,1830.11,2,Churned,1,3392,Yes
-Male,51,No,No,Yes,No,0,United States,California,Rosemead,91770,"34.065108, -118.082791",34.065108,-118.082791,"61,623",Q3,Yes,1,5,Offer E,Yes,42.29,Yes,Yes,Fiber Optic,16,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.4,401.1,45.37,0,211.45,567.18,3,Churned,1,3676,Yes
-Male,43,No,No,Yes,No,0,United States,California,Rosemead,91770,"34.065108, -118.082791",34.065108,-118.082791,"61,623",Q3,Yes,1,47,,Yes,37.74,Yes,Yes,Fiber Optic,7,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,107.35,5118.95,0.0,0,1773.78,6892.73,2,Churned,1,3620,Yes
-Male,55,No,No,Yes,Yes,3,United States,California,Rosemead,91770,"34.065108, -118.082791",34.065108,-118.082791,"61,623",Q3,Yes,4,40,,Yes,3.52,Yes,Yes,Fiber Optic,56,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.2,3292.3,0.0,0,140.8,3433.1,3,Stayed,0,5370,Yes
-Female,47,No,No,No,Yes,3,United States,California,Rosemead,91770,"34.065108, -118.082791",34.065108,-118.082791,"61,623",Q3,No,0,34,,Yes,32.94,No,Yes,Fiber Optic,21,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,105.35,3688.6,0.0,110,1119.96,4918.56,4,Stayed,0,5432,No
-Female,71,No,Yes,No,No,0,United States,California,San Diego,92109,"32.787836, -117.232358",32.787836,-117.232376,"46,086",Q3,No,0,5,,Yes,30.05,No,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.05,318.5,0.0,0,150.25,468.75,3,Churned,1,3368,No
-Male,73,No,Yes,No,No,0,United States,California,San Diego,92109,"32.787836, -117.232360",32.787836,-117.232376,"46,086",Q3,No,0,37,Offer C,Yes,38.06,Yes,Yes,Fiber Optic,19,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,101.1,3744.05,0.0,0,1408.22,5152.27,1,Churned,1,4424,No
-Female,79,No,Yes,No,No,0,United States,California,San Diego,92109,"32.787836, -117.232367",32.787836,-117.232376,"46,086",Q3,No,0,5,,No,0.0,No,Yes,DSL,15,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,45.7,198.0,0.0,0,0.0,198.0,3,Churned,1,3561,No
-Female,67,No,Yes,Yes,No,0,United States,California,San Diego,92109,"32.787836, -117.232370",32.787836,-117.232376,"46,086",Q3,Yes,1,28,Offer C,Yes,16.43,Yes,Yes,Fiber Optic,20,No,No,No,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,101.3,2812.2,0.0,0,460.04,3272.24,3,Churned,1,4994,Yes
-Male,69,No,Yes,No,No,0,United States,California,San Diego,92109,"32.787836, -117.232376",32.787836,-117.232376,"46,086",Q3,No,0,25,,Yes,18.46,Yes,Yes,Fiber Optic,3,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.5,2196.15,0.0,0,461.5,2657.65,1,Churned,1,4849,No
-Female,47,No,No,Yes,No,0,United States,California,San Diego,92109,"32.787836, -117.232354",32.787836,-117.232376,"46,086",Q3,Yes,1,8,,Yes,16.88,No,Yes,Fiber Optic,6,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,101.15,842.9,0.0,0,135.04,977.94,2,Churned,1,2750,Yes
-Male,20,Yes,No,No,No,0,United States,California,San Diego,92109,"32.787836, -117.232355",32.787836,-117.232376,"46,086",Q3,No,0,20,Offer D,Yes,5.54,Yes,Yes,Fiber Optic,59,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.7,1761.45,0.0,0,110.8,1872.25,1,Churned,1,4115,No
-Female,44,No,No,No,No,0,United States,California,San Diego,92109,"32.787836, -117.232356",32.787836,-117.232376,"46,086",Q3,No,0,2,,Yes,8.32,No,Yes,Fiber Optic,16,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.75,164.5,0.0,0,16.64,181.14,3,Churned,1,5172,No
-Female,48,No,No,No,No,0,United States,California,San Diego,92109,"32.787836, -117.232357",32.787836,-117.232376,"46,086",Q3,No,0,27,,Yes,11.09,Yes,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,94.55,2724.6,0.0,0,299.43,3024.03,2,Churned,1,4464,No
-Male,63,No,No,Yes,No,0,United States,California,San Diego,92109,"32.787836, -117.232359",32.787836,-117.232376,"46,086",Q3,Yes,1,52,,Yes,46.59,Yes,Yes,Fiber Optic,26,No,No,Yes,Yes,No,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,96.25,4990.25,0.0,120,2422.68,7532.93,3,Churned,1,4751,Yes
-Male,52,No,No,No,No,0,United States,California,San Diego,92109,"32.787836, -117.232361",32.787836,-117.232376,"46,086",Q3,No,0,69,Offer A,Yes,20.44,Yes,Yes,Fiber Optic,3,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.7,7220.35,0.0,0,1410.36,8630.71,3,Churned,1,6350,No
-Male,20,Yes,No,No,Yes,1,United States,California,San Diego,92109,"32.787836, -117.232362",32.787836,-117.232376,"46,086",Q3,No,0,40,,Yes,8.08,No,Yes,DSL,76,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,55.25,2139.2,0.0,0,323.2,2462.4,1,Churned,1,2810,No
-Female,53,No,No,No,No,0,United States,California,San Diego,92109,"32.787836, -117.232363",32.787836,-117.232376,"46,086",Q3,No,0,6,,Yes,1.15,Yes,Yes,Fiber Optic,3,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.1,521.3,0.0,0,6.9,528.2,1,Churned,1,5656,No
-Male,60,No,No,No,No,0,United States,California,San Diego,92109,"32.787836, -117.232364",32.787836,-117.232376,"46,086",Q3,No,0,11,Offer D,Yes,15.03,Yes,Yes,DSL,13,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,53.75,608.0,0.0,0,165.33,773.33,1,Churned,1,3407,No
-Female,43,No,No,No,No,0,United States,California,San Diego,92109,"32.787836, -117.232365",32.787836,-117.232376,"46,086",Q3,No,0,6,,Yes,2.6,No,Yes,Fiber Optic,22,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,89.3,577.6,0.0,0,15.6,593.2,1,Churned,1,5800,No
-Female,21,Yes,No,Yes,No,0,United States,California,San Diego,92109,"32.787836, -117.232366",32.787836,-117.232376,"46,086",Q3,Yes,5,3,,Yes,23.26,Yes,Yes,Fiber Optic,42,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,95.2,292.85,0.0,20,69.78,382.63,1,Churned,1,4176,Yes
-Male,51,No,No,Yes,No,0,United States,California,San Diego,92109,"32.787836, -117.232368",32.787836,-117.232376,"46,086",Q3,Yes,1,8,,Yes,47.91,No,Yes,Fiber Optic,23,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.5,609.9,0.0,0,383.28,993.18,2,Churned,1,3683,Yes
-Female,57,No,No,No,No,0,United States,California,San Diego,92109,"32.787836, -117.232369",32.787836,-117.232376,"46,086",Q3,No,0,1,,Yes,22.48,No,Yes,Fiber Optic,5,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.65,79.65,0.0,0,22.48,102.13,3,Churned,1,2119,No
-Female,53,No,No,Yes,No,0,United States,California,San Diego,92109,"32.787836, -117.232371",32.787836,-117.232376,"46,086",Q3,Yes,1,1,,Yes,39.79,No,Yes,Fiber Optic,7,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,80.05,80.05,0.0,0,39.79,119.84,3,Churned,1,2943,Yes
-Male,25,Yes,No,Yes,No,0,United States,California,San Diego,92109,"32.787836, -117.232372",32.787836,-117.232376,"46,086",Q3,Yes,1,29,,Yes,4.0,Yes,Yes,Fiber Optic,48,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.2,2698.35,0.0,0,116.0,2814.35,1,Churned,1,5292,Yes
-Male,59,No,No,Yes,No,0,United States,California,San Diego,92109,"32.787836, -117.232373",32.787836,-117.232376,"46,086",Q3,Yes,1,19,,Yes,14.09,Yes,Yes,Fiber Optic,25,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,83.65,1465.75,0.0,130,267.71,1863.46,2,Churned,1,3427,Yes
-Female,62,No,No,Yes,No,0,United States,California,San Diego,92109,"32.787836, -117.232374",32.787836,-117.232376,"46,086",Q3,Yes,1,6,,Yes,31.7,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.5,146.3,0.0,0,190.2,336.5,3,Churned,1,5579,Yes
-Male,58,No,No,No,No,0,United States,California,San Diego,92109,"32.787836, -117.232375",32.787836,-117.232376,"46,086",Q3,No,0,1,,Yes,6.44,No,Yes,DSL,4,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,51.25,51.25,0.0,0,6.44,57.69,1,Churned,1,2180,No
-Male,31,No,No,No,No,0,United States,California,San Diego,92109,"32.787836, -117.232376",32.787836,-117.232376,"46,086",Q3,No,0,1,Offer E,Yes,11.73,No,Yes,DSL,24,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.6,45.6,0.0,0,11.73,57.33,1,Churned,1,3037,No
-Male,62,No,No,Yes,No,0,United States,California,San Diego,92109,"32.787836, -117.232376",32.787836,-117.232376,"46,086",Q3,Yes,1,42,,Yes,13.23,Yes,Yes,Fiber Optic,23,Yes,No,No,No,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,97.1,4016.75,46.56,150,555.66,4675.85,3,Stayed,0,2170,Yes
-Male,51,No,No,Yes,Yes,2,United States,California,San Diego,92109,"32.787836, -117.232376",32.787836,-117.232376,"46,086",Q3,Yes,5,53,,Yes,26.84,Yes,Yes,Cable,12,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,85.7,4616.1,0.0,0,1422.52,6038.62,5,Stayed,0,5957,Yes
-Female,23,Yes,No,No,No,0,United States,California,San Diego,92109,"32.787836, -117.232376",32.787836,-117.232376,"46,086",Q3,No,0,9,Offer E,Yes,35.45,No,Yes,Fiber Optic,52,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,88.4,788.6,0.0,0,319.05,1107.65,5,Stayed,0,2952,No
-Male,72,No,Yes,Yes,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,Yes,1,10,,Yes,11.12,No,Yes,Fiber Optic,30,No,Yes,Yes,Yes,Yes,No,No,No,Month-to-Month,Yes,Credit Card,92.5,934.1,0.0,100,111.2,1145.3,1,Churned,1,2415,Yes
-Female,75,No,Yes,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,1,,Yes,39.61,Yes,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.45,74.45,0.0,0,39.61,114.06,3,Churned,1,4291,No
-Female,76,No,Yes,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,10,,No,0.0,No,Yes,Cable,20,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,29.65,291.4,0.0,110,0.0,401.4,2,Churned,1,5702,No
-Female,69,No,Yes,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,3,,Yes,5.54,No,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.3,235.5,0.0,0,16.62,252.12,3,Churned,1,5165,No
-Male,76,No,Yes,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,12,,Yes,21.89,Yes,Yes,Fiber Optic,26,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,99.45,1200.15,0.0,0,262.68,1462.83,3,Churned,1,2819,No
-Female,68,No,Yes,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,26,Offer C,Yes,9.09,Yes,Yes,Fiber Optic,12,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.15,2277.65,0.0,0,236.34,2513.99,1,Churned,1,4074,No
-Female,77,No,Yes,Yes,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,Yes,1,1,,No,0.0,No,Yes,DSL,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.8,24.8,0.0,0,0.0,24.8,1,Churned,1,5377,Yes
-Male,80,No,Yes,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,71,,Yes,6.1,Yes,Yes,Fiber Optic,9,No,Yes,No,Yes,Yes,Yes,No,Yes,One Year,No,Bank Withdrawal,105.75,7382.85,0.0,0,433.1,7815.95,4,Stayed,0,4921,No
-Female,52,No,No,Yes,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,Yes,1,13,,Yes,17.83,No,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,88.35,1222.8,0.0,0,231.79,1454.59,2,Churned,1,3740,Yes
-Female,38,No,No,Yes,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,Yes,1,49,,Yes,6.45,Yes,Yes,Fiber Optic,10,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,107.95,5293.2,0.0,0,316.05,5609.25,2,Churned,1,5785,Yes
-Female,26,Yes,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,37,Offer C,Yes,3.27,No,Yes,Cable,71,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,64.75,2345.2,0.0,0,120.99,2466.19,1,Churned,1,5554,No
-Male,49,No,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,26,Offer C,Yes,6.24,No,Yes,Fiber Optic,25,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,89.8,2335.3,0.0,0,162.24,2497.54,1,Churned,1,3452,No
-Female,61,No,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,12,,Yes,34.81,No,Yes,Fiber Optic,16,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Mailed Check,95.5,1115.15,0.0,0,417.72,1532.87,2,Churned,1,3538,No
-Male,64,No,No,Yes,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,Yes,3,5,Offer E,Yes,36.88,Yes,Yes,Fiber Optic,8,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.5,453.75,0.0,0,184.4,638.15,1,Churned,1,5141,Yes
-Male,26,Yes,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,18,,Yes,28.59,Yes,Yes,Fiber Optic,26,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,90.7,1597.25,0.0,0,514.62,2111.87,1,Churned,1,2931,No
-Female,20,Yes,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,54,,Yes,43.47,Yes,Yes,Fiber Optic,82,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.95,5639.05,0.0,0,2347.38,7986.43,3,Churned,1,6117,No
-Female,39,No,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,10,,Yes,5.63,Yes,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.75,799.65,0.0,0,56.3,855.95,1,Churned,1,5578,No
-Female,20,Yes,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,1,,Yes,22.82,No,Yes,Cable,27,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.8,50.8,0.0,0,22.82,73.62,2,Churned,1,4535,No
-Male,42,No,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,2,Offer E,Yes,39.03,No,Yes,Fiber Optic,30,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,80.25,144.55,0.0,10,78.06,232.61,1,Churned,1,5055,No
-Male,62,No,No,Yes,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,Yes,1,32,Offer C,Yes,22.57,Yes,Yes,Fiber Optic,11,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.9,2447.95,0.0,0,722.24,3170.19,3,Churned,1,5949,Yes
-Male,22,Yes,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,36,Offer C,Yes,43.97,Yes,Yes,Fiber Optic,42,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.75,3050.15,0.0,0,1582.92,4633.07,3,Churned,1,5272,No
-Male,38,No,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,53,,Yes,16.43,Yes,Yes,Fiber Optic,29,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,85.45,4517.25,0.0,0,870.79,5388.04,1,Churned,1,4753,No
-Male,46,No,No,Yes,Yes,1,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,Yes,4,1,Offer E,Yes,45.77,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.9,19.9,0.0,0,45.77,65.67,1,Churned,1,5441,Yes
-Female,48,No,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,1,,Yes,27.12,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.6,70.6,0.0,0,27.12,97.72,3,Churned,1,4063,No
-Female,61,No,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,5,Offer E,Yes,20.2,No,Yes,Fiber Optic,23,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,81.0,389.6,0.0,10,101.0,500.6,2,Churned,1,3718,No
-Male,61,No,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,6,Offer E,Yes,39.32,No,Yes,Fiber Optic,12,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.85,523.5,0.0,0,235.92,759.42,2,Churned,1,3420,No
-Male,30,No,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,64,,Yes,24.23,Yes,Yes,Fiber Optic,73,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,105.65,6903.1,0.0,0,1550.72,8453.82,1,Churned,1,4870,No
-Male,40,No,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,13,,Yes,12.54,No,Yes,Fiber Optic,20,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.85,1008.7,0.0,0,163.02,1171.72,1,Churned,1,5964,No
-Female,62,No,No,Yes,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,Yes,3,9,Offer E,Yes,26.51,No,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,89.45,853.1,0.0,0,238.59,1091.69,2,Churned,1,4971,Yes
-Male,28,Yes,No,No,No,0,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,No,0,37,,Yes,21.84,No,Yes,Fiber Optic,41,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,96.1,3646.8,0.0,0,808.08,4454.88,4,Stayed,0,2640,No
-Male,22,Yes,No,Yes,Yes,2,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,Yes,5,16,Offer D,Yes,9.16,Yes,Yes,DSL,59,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,84.9,1398.25,0.0,0,146.56,1544.81,3,Stayed,0,2269,Yes
-Female,61,No,No,Yes,Yes,3,United States,California,San Diego,92126,"32.886925, -117.152162",32.886925,-117.152162,"74,232",Q3,Yes,8,72,Offer A,Yes,17.21,No,Yes,Cable,53,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,74.35,5237.4,0.0,50,1239.12,6526.52,4,Stayed,0,4874,Yes
-Male,67,No,Yes,No,No,0,United States,California,Yucaipa,92399,"34.04597, -117.011825",34.04597,-117.011825,"41,575",Q3,No,0,32,Offer C,Yes,25.45,Yes,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,96.15,3019.25,0.0,0,814.4,3833.65,2,Churned,1,2246,No
-Female,50,No,No,Yes,No,0,United States,California,Yucaipa,92399,"34.04597, -117.011825",34.04597,-117.011825,"41,575",Q3,Yes,2,72,Offer A,Yes,38.44,Yes,Yes,Fiber Optic,16,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,108.5,8003.8,0.0,0,2767.68,10771.48,4,Stayed,0,6288,Yes
-Female,25,Yes,No,No,No,0,United States,California,Yucaipa,92399,"34.04597, -117.011825",34.04597,-117.011825,"41,575",Q3,No,0,56,Offer B,Yes,24.77,Yes,Yes,Fiber Optic,51,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,106.6,5893.95,0.0,0,1387.12,7281.07,4,Stayed,0,5056,No
-Female,20,Yes,No,No,No,0,United States,California,Yucaipa,92399,"34.04597, -117.011825",34.04597,-117.011825,"41,575",Q3,No,0,58,,Yes,35.55,No,Yes,Fiber Optic,73,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.3,5817.7,0.0,0,2061.9,7879.6,4,Stayed,0,6460,No
-Female,66,No,Yes,No,No,0,United States,California,San Jacinto,92583,"33.796568, -116.924723",33.796568,-116.924723,"21,349",Q3,No,0,5,,Yes,27.35,No,Yes,Fiber Optic,27,No,No,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,84.85,415.55,0.0,20,136.75,572.3,1,Churned,1,3305,No
-Male,37,No,No,Yes,Yes,2,United States,California,San Jacinto,92583,"33.796568, -116.924723",33.796568,-116.924723,"21,349",Q3,No,0,67,Offer A,Yes,38.98,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.4,6989.45,0.0,0,2611.66,9601.11,5,Stayed,0,5666,Yes
-Female,38,No,No,No,No,0,United States,California,San Jacinto,92583,"33.796568, -116.924723",33.796568,-116.924723,"21,349",Q3,No,0,1,,Yes,45.59,No,Yes,DSL,5,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,43.95,43.95,0.0,0,45.59,89.54,5,Joined,0,5684,No
-Male,33,No,No,No,No,0,United States,California,San Jacinto,92583,"33.796568, -116.924723",33.796568,-116.924723,"21,349",Q3,No,0,4,,Yes,21.03,No,Yes,DSL,3,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,55.3,238.5,0.0,0,84.12,322.62,4,Stayed,0,3684,No
-Female,69,No,Yes,Yes,No,0,United States,California,Dana Point,92629,"33.477923, -117.705314",33.477923,-117.705314,"27,730",Q3,Yes,1,1,,Yes,7.74,No,Yes,DSL,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,46.0,46.0,0.0,0,7.74,53.74,1,Churned,1,4531,Yes
-Male,60,No,No,No,No,0,United States,California,Dana Point,92629,"33.477923, -117.705314",33.477923,-117.705314,"27,730",Q3,No,0,1,Offer E,Yes,48.97,No,Yes,Fiber Optic,23,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,79.5,79.5,0.0,0,48.97,128.47,2,Churned,1,4490,No
-Female,57,No,No,No,No,0,United States,California,Dana Point,92629,"33.477923, -117.705314",33.477923,-117.705314,"27,730",Q3,No,0,1,,Yes,40.63,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.55,19.55,0.0,0,40.63,60.18,4,Joined,0,3968,No
-Female,30,No,No,Yes,Yes,2,United States,California,Dana Point,92629,"33.477923, -117.705314",33.477923,-117.705314,"27,730",Q3,No,0,8,Offer E,Yes,5.09,No,Yes,DSL,51,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.45,411.75,0.0,0,40.72,452.47,4,Stayed,0,4651,Yes
-Male,78,No,Yes,No,No,0,United States,California,Lake Forest,92630,"33.644849, -117.684254",33.644849,-117.684254,"59,176",Q3,No,0,15,,Yes,17.23,No,Yes,Fiber Optic,12,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.4,1156.1,0.0,0,258.45,1414.55,1,Churned,1,3621,No
-Male,33,No,No,No,No,0,United States,California,Lake Forest,92630,"33.644849, -117.684254",33.644849,-117.684254,"59,176",Q3,No,0,10,Offer D,Yes,5.92,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.05,834.1,0.0,0,59.2,893.3,3,Churned,1,2966,No
-Female,22,Yes,No,Yes,No,0,United States,California,Lake Forest,92630,"33.644849, -117.684254",33.644849,-117.684254,"59,176",Q3,Yes,7,28,,Yes,43.36,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,25.55,672.2,0.0,0,1214.08,1886.28,3,Stayed,0,3493,Yes
-Male,51,No,No,No,No,0,United States,California,Lake Forest,92630,"33.644849, -117.684254",33.644849,-117.684254,"59,176",Q3,No,0,10,Offer D,Yes,19.1,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.0,198.6,0.0,0,191.0,389.6,4,Stayed,0,4802,No
-Male,78,No,Yes,Yes,No,0,United States,California,Huntington Beach,92648,"33.679659, -118.016195",33.679659,-118.016195,"42,663",Q3,Yes,1,16,,Yes,45.9,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71.8,1167.8,0.0,0,734.4,1902.2,1,Churned,1,3327,Yes
-Male,29,Yes,No,Yes,No,0,United States,California,Huntington Beach,92648,"33.679659, -118.016195",33.679659,-118.016195,"42,663",Q3,Yes,5,39,Offer C,Yes,40.25,No,Yes,Fiber Optic,19,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,86.3,3266.0,0.0,0,1569.75,4835.75,1,Churned,1,3364,Yes
-Female,52,No,No,Yes,No,0,United States,California,Huntington Beach,92648,"33.679659, -118.016195",33.679659,-118.016195,"42,663",Q3,Yes,6,17,,Yes,47.59,Yes,Yes,DSL,25,No,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Mailed Check,61.95,1070.7,0.0,0,809.03,1879.73,5,Stayed,0,4759,Yes
-Male,33,No,No,Yes,No,0,United States,California,Huntington Beach,92648,"33.679659, -118.016195",33.679659,-118.016195,"42,663",Q3,Yes,1,51,Offer B,Yes,40.34,No,Yes,DSL,9,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,83.25,4089.45,0.0,0,2057.34,6146.79,3,Stayed,0,5340,Yes
-Male,68,No,Yes,Yes,No,0,United States,California,Laguna Beach,92651,"33.570023, -117.773669",33.570023,-117.773669,"25,206",Q3,Yes,1,44,,Yes,24.62,Yes,Yes,Cable,14,No,Yes,No,No,No,Yes,Yes,Yes,One Year,No,Credit Card,88.4,3912.9,0.0,0,1083.28,4996.18,3,Churned,1,2674,Yes
-Male,80,No,Yes,Yes,No,0,United States,California,Laguna Beach,92651,"33.570023, -117.773669",33.570023,-117.773669,"25,206",Q3,Yes,9,50,,Yes,14.49,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,101.9,5265.5,0.0,0,724.5,5990.0,3,Stayed,0,4184,Yes
-Female,19,Yes,No,No,No,0,United States,California,Laguna Beach,92651,"33.570023, -117.773669",33.570023,-117.773669,"25,206",Q3,No,0,19,,Yes,24.35,No,Yes,Cable,69,No,Yes,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,58.2,1045.25,0.0,0,462.65,1507.9,4,Stayed,0,4033,No
-Male,40,No,No,No,No,0,United States,California,Laguna Beach,92651,"33.570023, -117.773669",33.570023,-117.773669,"25,206",Q3,No,0,1,Offer E,Yes,13.85,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.65,19.65,0.0,0,13.85,33.5,3,Joined,0,3075,No
-Female,70,No,Yes,No,No,0,United States,California,Moorpark,93021,"34.312945, -118.858169",34.312945,-118.858169,"32,984",Q3,No,0,1,,Yes,43.45,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.85,69.85,0.0,40,43.45,153.3,1,Churned,1,5056,No
-Female,69,No,Yes,No,No,0,United States,California,Moorpark,93021,"34.312945, -118.858169",34.312945,-118.858169,"32,984",Q3,No,0,66,Offer A,Yes,11.63,Yes,Yes,Fiber Optic,5,No,No,Yes,Yes,Yes,Yes,No,No,One Year,Yes,Credit Card,102.85,6976.75,0.0,60,767.58,7804.33,3,Stayed,0,5569,No
-Female,43,No,No,No,No,0,United States,California,Moorpark,93021,"34.312945, -118.858169",34.312945,-118.858169,"32,984",Q3,No,0,1,Offer E,Yes,39.81,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,70.9,70.9,0.0,0,39.81,110.71,1,Churned,1,4739,No
-Female,21,Yes,No,Yes,No,0,United States,California,Moorpark,93021,"34.312945, -118.858169",34.312945,-118.858169,"32,984",Q3,Yes,6,24,,Yes,9.3,Yes,Yes,DSL,27,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,66.3,1559.45,32.59,0,223.2,1750.06,3,Stayed,0,2235,Yes
-Female,65,No,Yes,Yes,No,0,United States,California,Simi Valley,93065,"34.269449, -118.768471",34.269449,-118.768471,"64,802",Q3,Yes,1,26,Offer C,Yes,18.26,No,Yes,Fiber Optic,3,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,84.95,2169.75,0.0,0,474.76,2644.51,3,Churned,1,4316,Yes
-Female,74,No,Yes,Yes,No,0,United States,California,Simi Valley,93065,"34.269449, -118.768471",34.269449,-118.768471,"64,802",Q3,Yes,7,66,Offer A,Yes,25.51,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,No,Credit Card,104.6,6819.45,0.0,0,1683.66,8503.11,3,Stayed,0,5722,Yes
-Male,66,No,Yes,No,No,0,United States,California,Simi Valley,93065,"34.269449, -118.768471",34.269449,-118.768471,"64,802",Q3,No,0,72,Offer A,Yes,2.37,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.1,1789.9,0.0,0,170.64,1960.54,5,Stayed,0,5751,No
-Female,25,Yes,No,Yes,No,0,United States,California,Simi Valley,93065,"34.269449, -118.768471",34.269449,-118.768471,"64,802",Q3,Yes,10,25,,Yes,2.34,No,Yes,DSL,73,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,71.05,1837.7,28.08,0,58.5,1868.12,4,Stayed,0,5620,Yes
-Male,71,No,Yes,No,No,0,United States,California,Avenal,93204,"35.916943, -120.129921",35.916943,-120.129921,"14,697",Q3,No,0,22,,Yes,46.11,Yes,Yes,Fiber Optic,27,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.5,1910.6,0.0,0,1014.42,2925.02,1,Churned,1,5014,No
-Female,57,No,No,Yes,No,0,United States,California,Avenal,93204,"35.916943, -120.129921",35.916943,-120.129921,"14,697",Q3,Yes,3,43,,Yes,37.25,No,Yes,DSL,20,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,56.15,2499.3,0.0,0,1601.75,4101.05,2,Churned,1,2152,Yes
-Female,26,Yes,No,No,No,0,United States,California,Avenal,93204,"35.916943, -120.129921",35.916943,-120.129921,"14,697",Q3,No,0,3,Offer E,No,0.0,No,Yes,Cable,52,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,34.25,139.35,0.0,0,0.0,139.35,1,Churned,1,2802,No
-Male,57,No,No,Yes,No,0,United States,California,Avenal,93204,"35.916943, -120.129921",35.916943,-120.129921,"14,697",Q3,Yes,2,72,Offer A,Yes,10.97,Yes,Yes,DSL,30,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,85.95,6151.9,0.0,0,789.84,6941.74,4,Stayed,0,6450,Yes
-Female,72,No,Yes,No,No,0,United States,California,Exeter,93221,"36.301689, -119.018233",36.301689,-119.018233,"13,333",Q3,No,0,40,,No,0.0,No,Yes,Cable,6,Yes,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,55.8,2109.35,0.0,80,0.0,2189.35,1,Churned,1,4272,No
-Female,23,Yes,No,No,No,0,United States,California,Exeter,93221,"36.301689, -119.018233",36.301689,-119.018233,"13,333",Q3,No,0,1,Offer E,Yes,22.16,No,Yes,Fiber Optic,47,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,74.6,74.6,0.0,10,22.16,106.76,3,Churned,1,3860,No
-Male,35,No,No,No,No,0,United States,California,Exeter,93221,"36.301689, -119.018233",36.301689,-119.018233,"13,333",Q3,No,0,2,Offer E,Yes,13.73,No,Yes,DSL,11,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,47.8,92.45,0.0,0,27.46,119.91,1,Churned,1,4134,No
-Male,43,No,No,Yes,No,0,United States,California,Exeter,93221,"36.301689, -119.018233",36.301689,-119.018233,"13,333",Q3,Yes,3,29,,No,0.0,No,Yes,DSL,15,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,45.9,1332.4,0.0,20,0.0,1352.4,4,Stayed,0,5074,Yes
-Male,69,No,Yes,No,No,0,United States,California,New Cuyama,93254,"34.956577, -119.750142",34.956577,-119.750142,798,Q3,No,0,1,Offer E,Yes,19.87,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,20.05,0.0,0,19.87,39.92,1,Churned,1,3491,No
-Male,49,No,No,No,No,0,United States,California,New Cuyama,93254,"34.956577, -119.750142",34.956577,-119.750142,798,Q3,No,0,22,Offer D,Yes,22.97,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,24.85,493.4,21.32,0,505.34,977.42,4,Stayed,0,3534,No
-Female,30,No,No,Yes,Yes,2,United States,California,New Cuyama,93254,"34.956577, -119.750142",34.956577,-119.750142,798,Q3,Yes,1,4,,Yes,28.55,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.95,82.9,0.0,0,114.2,197.1,4,Stayed,0,2951,Yes
-Male,46,No,No,Yes,No,0,United States,California,New Cuyama,93254,"34.956577, -119.750142",34.956577,-119.750142,798,Q3,Yes,8,63,,Yes,3.18,No,Yes,Fiber Optic,15,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,110.1,6705.7,0.0,0,200.34,6906.04,3,Stayed,0,6216,Yes
-Female,70,No,Yes,No,No,0,United States,California,San Luis Obispo,93401,"35.233745, -120.626442",35.233745,-120.626442,"27,047",Q3,No,0,10,,Yes,16.85,No,Yes,Fiber Optic,30,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,84.6,865.55,0.0,0,168.5,1034.05,3,Churned,1,3320,No
-Female,36,No,No,No,No,0,United States,California,San Luis Obispo,93401,"35.233745, -120.626442",35.233745,-120.626442,"27,047",Q3,No,0,1,,Yes,30.96,No,Yes,DSL,5,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.55,50.55,0.0,0,30.96,81.51,1,Churned,1,3420,No
-Male,26,Yes,No,Yes,No,0,United States,California,San Luis Obispo,93401,"35.233745, -120.626442",35.233745,-120.626442,"27,047",Q3,Yes,10,29,,Yes,3.35,No,Yes,Fiber Optic,59,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.3,2263.4,0.0,0,97.15,2360.55,4,Stayed,0,4910,Yes
-Male,64,No,No,Yes,Yes,1,United States,California,San Luis Obispo,93401,"35.233745, -120.626442",35.233745,-120.626442,"27,047",Q3,Yes,5,62,Offer B,Yes,20.96,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.05,1263.9,0.0,0,1299.52,2563.42,5,Stayed,0,6444,Yes
-Female,80,No,Yes,Yes,No,0,United States,California,Los Alamos,93440,"34.758699, -120.275839",34.758699,-120.275839,"1,328",Q3,Yes,1,1,Offer E,Yes,22.86,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.85,20.85,0.0,0,22.86,43.71,3,Churned,1,3817,Yes
-Male,29,Yes,No,No,No,0,United States,California,Los Alamos,93440,"34.758699, -120.275839",34.758699,-120.275839,"1,328",Q3,No,0,11,Offer D,Yes,27.84,No,Yes,Cable,59,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,61.25,729.95,0.0,0,306.24,1036.19,3,Stayed,0,2738,No
-Male,36,No,No,No,No,0,United States,California,Los Alamos,93440,"34.758699, -120.275839",34.758699,-120.275839,"1,328",Q3,No,0,63,,Yes,13.14,No,Yes,Fiber Optic,17,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,109.2,7049.75,0.0,0,827.82,7877.57,4,Stayed,0,4273,No
-Female,73,No,Yes,Yes,No,0,United States,California,Oceano,93445,"35.059695, -120.604741",35.059695,-120.604741,"7,435",Q3,Yes,1,58,,Yes,16.94,No,Yes,Fiber Optic,19,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,105.5,6205.5,0.0,0,982.52,7188.02,1,Churned,1,5067,Yes
-Male,70,No,Yes,Yes,Yes,1,United States,California,Oceano,93445,"35.059695, -120.604741",35.059695,-120.604741,"7,435",Q3,Yes,1,68,Offer A,Yes,20.31,Yes,Yes,Fiber Optic,13,No,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,84.65,5683.6,0.0,0,1381.08,7064.68,3,Stayed,0,6404,Yes
-Male,57,No,No,Yes,Yes,1,United States,California,Oceano,93445,"35.059695, -120.604741",35.059695,-120.604741,"7,435",Q3,Yes,1,60,Offer B,Yes,2.83,Yes,Yes,Fiber Optic,19,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.75,5969.95,0.0,0,169.8,6139.75,4,Stayed,0,6237,Yes
-Male,73,No,Yes,No,No,0,United States,California,Pismo Beach,93449,"35.165668, -120.655842",35.165668,-120.655842,"8,564",Q3,No,0,6,Offer E,Yes,29.41,No,Yes,Fiber Optic,30,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.15,503.6,0.0,0,176.46,680.06,2,Churned,1,5831,No
-Female,47,No,No,No,No,0,United States,California,Pismo Beach,93449,"35.165668, -120.655842",35.165668,-120.655842,"8,564",Q3,No,0,29,,No,0.0,No,Yes,Cable,28,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Credit Card,39.5,1082.75,0.0,0,0.0,1082.75,3,Stayed,0,5103,No
-Male,45,No,No,Yes,Yes,3,United States,California,Pismo Beach,93449,"35.165668, -120.655842",35.165668,-120.655842,"8,564",Q3,Yes,1,8,,Yes,30.77,No,Yes,DSL,75,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.65,369.15,0.0,0,246.16,615.31,3,Stayed,0,5724,Yes
-Male,79,No,Yes,Yes,No,0,United States,California,Big Pine,93513,"37.245505, -118.062943",37.245505,-118.062943,"1,826",Q3,Yes,1,71,,Yes,44.66,Yes,Yes,Fiber Optic,8,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,105.1,7548.1,0.0,0,3170.86,10718.96,1,Churned,1,5725,Yes
-Male,75,No,Yes,Yes,No,0,United States,California,Big Pine,93513,"37.245505, -118.062943",37.245505,-118.062943,"1,826",Q3,Yes,3,72,Offer A,Yes,21.38,Yes,Yes,Fiber Optic,2,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,114.95,8196.4,0.0,0,1539.36,9735.76,3,Stayed,0,6268,Yes
-Male,80,No,Yes,Yes,No,0,United States,California,Big Pine,93513,"37.245505, -118.062943",37.245505,-118.062943,"1,826",Q3,Yes,8,58,,Yes,31.11,Yes,Yes,Fiber Optic,4,No,Yes,No,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,98.9,5780.7,0.0,0,1804.38,7585.08,3,Stayed,0,4993,Yes
-Female,31,No,No,Yes,Yes,2,United States,California,Big Pine,93513,"37.245505, -118.062943",37.245505,-118.062943,"1,826",Q3,Yes,6,2,Offer E,No,0.0,No,Yes,DSL,20,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,30.25,63.75,0.0,0,0.0,63.75,3,Joined,0,4387,Yes
-Female,79,No,Yes,Yes,No,0,United States,California,Johannesburg,93528,"35.363339, -117.637641",35.363339,-117.637641,207,Q3,Yes,1,20,,Yes,4.77,Yes,Yes,Fiber Optic,17,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,90.8,1951.0,0.0,0,95.4,2046.4,1,Churned,1,2312,Yes
-Female,21,Yes,No,Yes,Yes,2,United States,California,Johannesburg,93528,"35.363339, -117.637641",35.363339,-117.637641,207,Q3,Yes,1,2,,Yes,27.27,No,Yes,DSL,51,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,65.7,134.35,0.0,0,54.54,188.89,1,Churned,1,4265,Yes
-Female,77,No,Yes,Yes,No,0,United States,California,Dinuba,93618,"36.523619, -119.386868",36.523619,-119.386868,"24,206",Q3,Yes,2,13,,Yes,37.86,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.15,916.75,0.0,90,492.18,1498.93,2,Churned,1,5101,Yes
-Female,55,No,No,No,No,0,United States,California,Dinuba,93618,"36.523619, -119.386868",36.523619,-119.386868,"24,206",Q3,No,0,18,,Yes,13.65,Yes,Yes,Fiber Optic,5,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,90.0,1527.35,0.0,0,245.7,1773.05,1,Churned,1,2708,No
-Male,38,No,No,No,No,0,United States,California,Dinuba,93618,"36.523619, -119.386868",36.523619,-119.386868,"24,206",Q3,No,0,1,Offer E,Yes,45.49,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.2,20.2,0.0,0,45.49,65.69,1,Churned,1,5355,No
-Female,25,Yes,No,No,No,0,United States,California,Dinuba,93618,"36.523619, -119.386868",36.523619,-119.386868,"24,206",Q3,No,0,6,Offer E,No,0.0,No,Yes,Cable,52,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,45.0,298.7,0.0,0,0.0,298.7,5,Stayed,0,2270,No
-Female,68,No,Yes,Yes,No,0,United States,California,Madera,93638,"37.004068, -119.930027",37.004068,-119.930027,"49,247",Q3,Yes,5,68,,Yes,1.98,Yes,Yes,Fiber Optic,19,Yes,Yes,No,No,No,Yes,No,Yes,One Year,Yes,Credit Card,96.55,6581.9,0.0,0,134.64,6716.54,1,Churned,1,5957,Yes
-Male,27,Yes,No,No,No,0,United States,California,Madera,93638,"37.004068, -119.930027",37.004068,-119.930027,"49,247",Q3,No,0,1,Offer E,Yes,49.43,No,Yes,Fiber Optic,48,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.55,69.55,0.0,0,49.43,118.98,2,Churned,1,3042,No
-Female,30,No,No,No,No,0,United States,California,Madera,93638,"37.004068, -119.930027",37.004068,-119.930027,"49,247",Q3,No,0,70,,Yes,10.0,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.7,1341.5,0.0,0,700.0,2041.5,4,Stayed,0,6072,No
-Male,37,No,No,No,No,0,United States,California,Madera,93638,"37.004068, -119.930027",37.004068,-119.930027,"49,247",Q3,No,0,36,,Yes,12.72,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.35,695.85,0.0,0,457.92,1153.77,5,Stayed,0,3526,No
-Female,68,No,Yes,No,No,0,United States,California,Shaver Lake,93664,"37.223, -119.001021",37.223,-119.001021,642,Q3,No,0,1,Offer E,Yes,30.23,No,Yes,Fiber Optic,30,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.3,89.3,0.0,0,30.23,119.53,1,Churned,1,3067,No
-Female,64,No,No,No,No,0,United States,California,Shaver Lake,93664,"37.223, -119.001021",37.223,-119.001021,642,Q3,No,0,1,Offer E,Yes,10.71,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.25,20.25,0.0,0,10.71,30.96,2,Churned,1,2783,No
-Female,47,No,No,Yes,Yes,1,United States,California,Shaver Lake,93664,"37.223, -119.001021",37.223,-119.001021,642,Q3,Yes,1,14,,Yes,31.7,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,25.55,372.45,0.0,0,443.8,816.25,5,Stayed,0,2080,Yes
-Male,33,No,No,Yes,Yes,1,United States,California,Shaver Lake,93664,"37.223, -119.001021",37.223,-119.001021,642,Q3,Yes,6,56,Offer B,Yes,37.58,Yes,Yes,DSL,26,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,75.85,4261.2,0.0,0,2104.48,6365.68,3,Stayed,0,5314,Yes
-Female,76,No,Yes,No,No,0,United States,California,Fresno,93702,"36.739385, -119.753649",36.739385,-119.753649,"47,999",Q3,No,0,15,,Yes,19.11,No,Yes,Fiber Optic,8,Yes,No,Yes,Yes,No,Yes,No,No,Month-to-Month,Yes,Credit Card,96.3,1426.75,0.0,150,286.65,1863.4,1,Churned,1,2933,No
-Male,60,No,No,No,No,0,United States,California,Fresno,93702,"36.739385, -119.753649",36.739385,-119.753649,"47,999",Q3,No,0,31,Offer C,Yes,1.53,No,Yes,DSL,6,No,No,Yes,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,55.25,1715.65,0.0,10,47.43,1773.08,3,Churned,1,2933,No
-Female,22,Yes,No,No,No,0,United States,California,Fresno,93702,"36.739385, -119.753649",36.739385,-119.753649,"47,999",Q3,No,0,63,Offer B,Yes,8.38,Yes,Yes,Fiber Optic,59,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,99.9,6137.0,0.0,0,527.94,6664.94,3,Churned,1,4776,No
-Male,47,No,No,Yes,No,0,United States,California,Fresno,93702,"36.739385, -119.753649",36.739385,-119.753649,"47,999",Q3,No,0,62,,Yes,14.05,No,Yes,DSL,25,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,71.4,4487.3,0.0,0,871.1,5358.4,3,Stayed,0,5327,Yes
-Male,68,No,Yes,No,No,0,United States,California,Chualar,93925,"36.596271, -121.442274",36.596271,-121.442274,"1,140",Q3,No,0,9,Offer E,Yes,12.18,Yes,Yes,Fiber Optic,6,No,No,No,No,No,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,85.05,746.5,0.0,30,109.62,886.12,3,Churned,1,5095,No
-Male,73,No,Yes,Yes,No,0,United States,California,Chualar,93925,"36.596271, -121.442274",36.596271,-121.442274,"1,140",Q3,Yes,10,29,,Yes,32.03,No,Yes,Fiber Optic,16,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,90.1,2656.7,0.0,0,928.87,3585.57,3,Stayed,0,3553,Yes
-Male,52,No,No,Yes,No,0,United States,California,Chualar,93925,"36.596271, -121.442274",36.596271,-121.442274,"1,140",Q3,Yes,9,72,,No,0.0,No,Yes,DSL,18,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,64.8,4719.75,0.0,0,0.0,4719.75,3,Stayed,0,4036,Yes
-Male,50,No,No,Yes,No,0,United States,California,Chualar,93925,"36.596271, -121.442274",36.596271,-121.442274,"1,140",Q3,Yes,6,65,Offer B,Yes,39.49,Yes,Yes,DSL,18,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Credit Card,67.05,4309.55,0.0,0,2566.85,6876.4,3,Stayed,0,5224,Yes
-Male,79,No,Yes,No,No,0,United States,California,Portola Valley,94028,"37.369709, -122.215844",37.369709,-122.215844,"6,601",Q3,No,0,70,,No,0.0,No,Yes,DSL,20,No,No,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,45.25,3264.45,0.0,0,0.0,3264.45,2,Churned,1,5824,No
-Male,42,No,No,No,No,0,United States,California,Portola Valley,94028,"37.369709, -122.215844",37.369709,-122.215844,"6,601",Q3,No,0,1,,Yes,3.23,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.05,20.05,0.0,0,3.23,23.28,3,Joined,0,5368,No
-Male,33,No,No,No,No,0,United States,California,Portola Valley,94028,"37.369709, -122.215844",37.369709,-122.215844,"6,601",Q3,No,0,72,Offer A,Yes,2.56,Yes,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,113.4,8164.1,0.0,0,184.32,8348.42,3,Stayed,0,6347,No
-Female,59,No,No,Yes,Yes,3,United States,California,Portola Valley,94028,"37.369709, -122.215844",37.369709,-122.215844,"6,601",Q3,Yes,10,69,Offer A,Yes,7.84,Yes,Yes,Cable,21,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,73.7,4885.85,0.0,0,540.96,5426.81,4,Stayed,0,4268,Yes
-Male,78,No,Yes,No,No,0,United States,California,Redwood City,94061,"37.461251, -122.235414",37.461251,-122.235414,"35,737",Q3,No,0,20,Offer D,Yes,5.71,No,Yes,Fiber Optic,22,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,71.3,1389.2,0.0,0,114.2,1503.4,2,Churned,1,3684,No
-Female,56,No,No,Yes,No,0,United States,California,Redwood City,94061,"37.461251, -122.235414",37.461251,-122.235414,"35,737",Q3,Yes,1,63,Offer B,Yes,38.85,Yes,Yes,Fiber Optic,27,No,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,81.2,4965.1,0.0,0,2447.55,7412.65,3,Stayed,0,6063,Yes
-Female,26,Yes,No,No,No,0,United States,California,Redwood City,94061,"37.461251, -122.235414",37.461251,-122.235414,"35,737",Q3,No,0,25,,Yes,21.67,No,Yes,DSL,48,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,76.15,1992.95,0.0,0,541.75,2534.7,3,Stayed,0,3955,No
-Female,42,No,No,Yes,Yes,2,United States,California,Redwood City,94061,"37.461251, -122.235414",37.461251,-122.235414,"35,737",Q3,Yes,1,52,,Yes,19.21,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,23.05,1255.1,0.0,0,998.92,2254.02,3,Stayed,0,4922,Yes
-Male,76,No,Yes,Yes,No,0,United States,California,Redwood City,94063,"37.499411, -122.196318",37.499411,-122.196318,"32,368",Q3,Yes,1,21,Offer D,Yes,19.74,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.1,1474.75,0.0,0,414.54,1889.29,2,Churned,1,3853,Yes
-Male,67,No,Yes,No,No,0,United States,California,Redwood City,94063,"37.499411, -122.196318",37.499411,-122.196318,"32,368",Q3,No,0,8,,Yes,42.53,No,Yes,Fiber Optic,6,No,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,69.95,562.7,0.0,0,340.24,902.94,3,Stayed,0,2939,No
-Male,29,Yes,No,Yes,No,0,United States,California,Redwood City,94063,"37.499411, -122.196318",37.499411,-122.196318,"32,368",Q3,Yes,1,71,,Yes,33.83,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,116.1,8310.55,0.0,130,2401.93,10842.48,4,Stayed,0,5027,Yes
-Female,45,No,No,No,No,0,United States,California,Redwood City,94063,"37.499411, -122.196318",37.499411,-122.196318,"32,368",Q3,No,0,65,,No,0.0,No,Yes,Cable,22,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,59.95,3921.1,0.0,0,0.0,3921.1,3,Stayed,0,6251,No
-Female,65,No,Yes,No,No,0,United States,California,San Francisco,94121,"37.776718, -122.495781",37.776718,-122.495781,"42,476",Q3,No,0,1,Offer E,Yes,28.82,No,Yes,Fiber Optic,22,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86.0,86.0,0.0,0,28.82,114.82,1,Churned,1,5359,No
-Male,23,Yes,No,Yes,No,0,United States,California,San Francisco,94121,"37.776718, -122.495781",37.776718,-122.495781,"42,476",Q3,Yes,1,60,Offer B,Yes,16.42,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,24.15,1505.9,0.0,0,985.2,2491.1,3,Stayed,0,4501,Yes
-Female,61,No,No,Yes,No,0,United States,California,San Francisco,94121,"37.776718, -122.495781",37.776718,-122.495781,"42,476",Q3,Yes,1,71,Offer A,Yes,48.01,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.0,1753.0,0.0,0,3408.71,5161.71,4,Stayed,0,4066,Yes
-Female,46,No,No,Yes,No,0,United States,California,San Francisco,94121,"37.776718, -122.495781",37.776718,-122.495781,"42,476",Q3,Yes,2,71,,Yes,37.83,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.6,1416.5,0.0,0,2685.93,4102.43,4,Stayed,0,4890,Yes
-Male,80,No,Yes,Yes,No,0,United States,California,San Francisco,94132,"37.722302, -122.491129",37.722302,-122.491129,"26,297",Q3,Yes,1,46,,No,0.0,No,Yes,DSL,15,No,Yes,Yes,Yes,Yes,Yes,No,No,One Year,Yes,Bank Withdrawal,59.9,2816.65,0.0,150,0.0,2966.65,3,Churned,1,4011,Yes
-Female,80,No,Yes,No,Yes,1,United States,California,San Francisco,94132,"37.722302, -122.491129",37.722302,-122.491129,"26,297",Q3,No,0,30,,Yes,37.42,Yes,Yes,Fiber Optic,17,No,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,101.3,2974.5,0.0,0,1122.6,4097.1,4,Stayed,0,2440,No
-Female,29,Yes,No,No,No,0,United States,California,San Francisco,94132,"37.722302, -122.491129",37.722302,-122.491129,"26,297",Q3,No,0,1,Offer E,Yes,13.04,No,Yes,Fiber Optic,46,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.95,69.95,0.0,0,13.04,82.99,3,Churned,1,5341,No
-Female,32,No,No,Yes,Yes,3,United States,California,San Francisco,94132,"37.722302, -122.491129",37.722302,-122.491129,"26,297",Q3,Yes,6,68,,Yes,16.09,Yes,Yes,Fiber Optic,53,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,103.75,7039.45,0.0,0,1094.12,8133.57,3,Stayed,0,4121,Yes
-Female,78,No,Yes,No,No,0,United States,California,Concord,94521,"37.971421, -121.971504",37.971421,-121.971504,"39,888",Q3,No,0,47,,Yes,16.83,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.2,3969.35,0.0,0,791.01,4760.36,1,Churned,1,4661,No
-Male,61,No,No,Yes,Yes,6,United States,California,Concord,94521,"37.971421, -121.971504",37.971421,-121.971504,"39,888",Q3,Yes,2,7,,No,0.0,No,Yes,Cable,30,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,34.5,279.25,0.0,0,0.0,279.25,1,Churned,1,3520,Yes
-Female,33,No,No,Yes,Yes,2,United States,California,Concord,94521,"37.971421, -121.971504",37.971421,-121.971504,"39,888",Q3,No,0,71,Offer A,Yes,4.15,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.45,1813.35,0.0,0,294.65,2108.0,3,Stayed,0,4993,Yes
-Male,54,No,No,Yes,Yes,2,United States,California,Concord,94521,"37.971421, -121.971504",37.971421,-121.971504,"39,888",Q3,Yes,1,42,,Yes,14.8,No,Yes,DSL,23,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,73.15,3088.25,0.0,0,621.6,3709.85,3,Stayed,0,2531,Yes
-Male,78,No,Yes,Yes,No,0,United States,California,Martinez,94553,"38.014457, -122.115432",38.014457,-122.115432,"46,677",Q3,Yes,1,13,Offer D,Yes,27.82,No,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,98.0,1237.85,0.0,0,361.66,1599.51,1,Churned,1,3714,Yes
-Male,30,No,No,No,No,0,United States,California,Martinez,94553,"38.014457, -122.115432",38.014457,-122.115432,"46,677",Q3,No,0,71,Offer A,Yes,49.42,Yes,Yes,Fiber Optic,53,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,108.05,7532.15,0.0,0,3508.82,11040.97,1,Churned,1,5200,No
-Female,60,No,No,No,No,0,United States,California,Martinez,94553,"38.014457, -122.115432",38.014457,-122.115432,"46,677",Q3,No,0,33,,Yes,36.5,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.7,826.1,0.0,0,1204.5,2030.6,4,Stayed,0,3378,No
-Male,61,No,No,Yes,Yes,4,United States,California,Martinez,94553,"38.014457, -122.115432",38.014457,-122.115432,"46,677",Q3,Yes,8,25,Offer C,Yes,19.56,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,25.4,546.85,0.0,0,489.0,1035.85,3,Stayed,0,5250,Yes
-Male,68,No,Yes,No,No,0,United States,California,Moraga,94556,"37.827946, -122.107185",37.827946,-122.107185,"16,510",Q3,No,0,3,Offer E,Yes,35.43,Yes,Yes,Fiber Optic,18,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,105.0,294.45,0.0,0,106.29,400.74,3,Churned,1,5960,No
-Male,21,Yes,No,No,No,0,United States,California,Moraga,94556,"37.827946, -122.107185",37.827946,-122.107185,"16,510",Q3,No,0,2,,Yes,36.06,No,Yes,Fiber Optic,85,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,70.7,140.7,0.0,0,72.12,212.82,1,Churned,1,5317,No
-Female,34,No,No,No,No,0,United States,California,Moraga,94556,"37.827946, -122.107185",37.827946,-122.107185,"16,510",Q3,No,0,11,Offer D,Yes,33.79,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.25,888.65,0.0,0,371.69,1260.34,3,Stayed,0,5902,No
-Male,51,No,No,No,No,0,United States,California,Moraga,94556,"37.827946, -122.107185",37.827946,-122.107185,"16,510",Q3,No,0,50,Offer B,No,0.0,No,Yes,DSL,20,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,35.0,1782.4,0.0,0,0.0,1782.4,3,Stayed,0,5629,No
-Female,75,No,Yes,Yes,No,0,United States,California,Oakley,94561,"37.999406, -121.686241",37.999406,-121.686241,"27,607",Q3,Yes,1,8,,Yes,46.05,Yes,Yes,Fiber Optic,22,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.0,613.4,0.0,0,368.4,981.8,3,Churned,1,4819,Yes
-Male,21,Yes,No,Yes,Yes,1,United States,California,Oakley,94561,"37.999406, -121.686241",37.999406,-121.686241,"27,607",Q3,Yes,9,40,Offer B,Yes,22.96,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.6,808.95,0.0,0,918.4,1727.35,5,Stayed,0,2630,Yes
-Female,35,No,No,Yes,No,0,United States,California,Oakley,94561,"37.999406, -121.686241",37.999406,-121.686241,"27,607",Q3,Yes,8,65,Offer B,Yes,36.62,Yes,Yes,Fiber Optic,6,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,100.15,6643.5,0.0,0,2380.3,9023.8,4,Stayed,0,4915,Yes
-Male,21,Yes,No,Yes,Yes,1,United States,California,Oakley,94561,"37.999406, -121.686241",37.999406,-121.686241,"27,607",Q3,Yes,9,45,Offer B,Yes,25.69,Yes,Yes,DSL,26,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,73.85,3371.0,0.0,0,1156.05,4527.05,3,Stayed,0,5264,Yes
-Male,73,No,Yes,No,No,0,United States,California,Oakland,94602,"37.803883, -122.208417",37.803883,-122.208417,"28,900",Q3,No,0,4,Offer E,No,0.0,No,Yes,DSL,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.2,102.5,0.0,0,0.0,102.5,3,Churned,1,4694,No
-Female,58,No,No,No,No,0,United States,California,Oakland,94602,"37.803883, -122.208417",37.803883,-122.208417,"28,900",Q3,No,0,1,,Yes,32.13,No,Yes,Fiber Optic,15,No,No,No,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,79.55,79.55,0.0,10,32.13,121.68,2,Churned,1,5082,No
-Female,31,No,No,Yes,No,0,United States,California,Oakland,94602,"37.803883, -122.208417",37.803883,-122.208417,"28,900",Q3,Yes,3,71,Offer A,No,0.0,No,Yes,Cable,8,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,58.65,4145.25,0.0,0,0.0,4145.25,4,Stayed,0,4151,Yes
-Female,52,No,No,Yes,No,0,United States,California,Oakland,94602,"37.803883, -122.208417",37.803883,-122.208417,"28,900",Q3,Yes,7,59,Offer B,Yes,40.47,Yes,Yes,Fiber Optic,4,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,109.15,6557.75,0.0,0,2387.73,8945.48,4,Stayed,0,5186,Yes
-Female,73,No,Yes,No,No,0,United States,California,Emeryville,94608,"37.83726, -122.287648",37.83726,-122.287648,"24,589",Q3,No,0,15,Offer D,Yes,17.19,Yes,Yes,DSL,19,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,55.0,757.1,0.0,0,257.85,1014.95,1,Churned,1,3167,No
-Male,43,No,No,No,Yes,3,United States,California,Emeryville,94608,"37.83726, -122.287648",37.83726,-122.287648,"24,589",Q3,No,0,1,,Yes,11.91,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.75,19.75,0.0,0,11.91,31.66,3,Churned,1,2611,No
-Male,36,No,No,Yes,No,0,United States,California,Emeryville,94608,"37.83726, -122.287648",37.83726,-122.287648,"24,589",Q3,Yes,5,71,Offer A,Yes,10.97,Yes,Yes,DSL,20,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,80.1,5585.4,0.0,0,778.87,6364.27,3,Stayed,0,6045,Yes
-Male,55,No,No,Yes,No,0,United States,California,Emeryville,94608,"37.83726, -122.287648",37.83726,-122.287648,"24,589",Q3,Yes,5,71,,Yes,44.82,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.85,1539.75,0.0,0,3182.22,4721.97,4,Stayed,0,4837,Yes
-Male,70,No,Yes,Yes,No,0,United States,California,Richmond,94801,"37.945288, -122.383941",37.945288,-122.383941,"28,450",Q3,Yes,1,3,Offer E,Yes,32.31,Yes,Yes,Fiber Optic,27,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.6,279.55,0.0,0,96.93,376.48,1,Churned,1,3019,Yes
-Female,73,No,Yes,No,No,0,United States,California,Richmond,94801,"37.945288, -122.383941",37.945288,-122.383941,"28,450",Q3,No,0,71,Offer A,Yes,34.36,Yes,Yes,Fiber Optic,13,No,Yes,No,No,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,99.65,6951.15,3.33,0,2439.56,9387.38,4,Stayed,0,4241,No
-Female,49,No,No,Yes,No,0,United States,California,Richmond,94801,"37.945288, -122.383941",37.945288,-122.383941,"28,450",Q3,Yes,4,62,,Yes,8.91,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,23.65,1416.75,0.0,0,552.42,1969.17,4,Stayed,0,4671,Yes
-Female,48,No,No,Yes,No,0,United States,California,Richmond,94801,"37.945288, -122.383941",37.945288,-122.383941,"28,450",Q3,Yes,10,72,Offer A,Yes,41.68,Yes,Yes,Fiber Optic,28,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,100.65,7334.05,0.0,0,3000.96,10335.01,3,Stayed,0,6380,Yes
-Male,74,No,Yes,Yes,No,0,United States,California,Larkspur,94939,"37.937082, -122.532369",37.937082,-122.532369,"6,773",Q3,Yes,1,53,,Yes,39.36,Yes,Yes,Fiber Optic,23,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,103.85,5485.5,0.0,0,2086.08,7571.58,1,Churned,1,5860,Yes
-Female,55,No,No,No,No,0,United States,California,Larkspur,94939,"37.937082, -122.532369",37.937082,-122.532369,"6,773",Q3,No,0,5,Offer E,No,0.0,No,Yes,DSL,2,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,39.5,210.75,39.27,0,0.0,171.48,2,Churned,1,2863,No
-Female,37,No,No,Yes,No,0,United States,California,Larkspur,94939,"37.937082, -122.532369",37.937082,-122.532369,"6,773",Q3,Yes,4,72,,Yes,12.58,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.65,1887.0,0.0,0,905.76,2792.76,5,Stayed,0,5613,Yes
-Female,21,Yes,No,Yes,No,0,United States,California,Larkspur,94939,"37.937082, -122.532369",37.937082,-122.532369,"6,773",Q3,Yes,3,15,,Yes,12.41,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.45,330.8,0.0,0,186.15,516.95,4,Stayed,0,5184,Yes
-Male,70,No,Yes,Yes,No,0,United States,California,Ben Lomond,95005,"37.078873, -122.090386",37.078873,-122.090386,"6,407",Q3,Yes,1,68,,Yes,47.17,Yes,Yes,Fiber Optic,29,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,105.3,7299.65,0.0,0,3207.56,10507.21,3,Churned,1,6284,Yes
-Female,44,No,No,Yes,No,0,United States,California,Ben Lomond,95005,"37.078873, -122.090386",37.078873,-122.090386,"6,407",Q3,Yes,9,58,,Yes,36.45,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,24.5,1497.9,9.22,0,2114.1,3602.78,4,Stayed,0,4455,Yes
-Female,31,No,No,No,No,0,United States,California,Ben Lomond,95005,"37.078873, -122.090386",37.078873,-122.090386,"6,407",Q3,No,0,25,,No,0.0,No,Yes,DSL,9,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,61.05,1540.2,0.0,0,0.0,1540.2,3,Stayed,0,3695,No
-Female,23,Yes,No,Yes,Yes,3,United States,California,Ben Lomond,95005,"37.078873, -122.090386",37.078873,-122.090386,"6,407",Q3,Yes,4,10,Offer E,Yes,20.05,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.0,200.0,0.0,0,200.5,400.5,4,Stayed,0,3763,Yes
-Male,66,No,Yes,Yes,No,0,United States,California,Campbell,95008,"37.279689, -121.954567",37.279689,-121.954567,"44,976",Q3,Yes,1,66,,Yes,48.87,Yes,Yes,Fiber Optic,13,No,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,110.85,7491.75,0.0,0,3225.42,10717.17,1,Churned,1,4281,Yes
-Female,61,No,No,Yes,Yes,2,United States,California,Campbell,95008,"37.279689, -121.954567",37.279689,-121.954567,"44,976",Q3,Yes,3,3,,Yes,1.67,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.55,200.2,33.8,0,5.01,171.41,3,Joined,0,5998,Yes
-Female,46,No,No,No,No,0,United States,California,Campbell,95008,"37.279689, -121.954567",37.279689,-121.954567,"44,976",Q3,No,0,63,,Yes,5.17,Yes,Yes,Fiber Optic,16,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,108.25,6780.1,0.0,0,325.71,7105.81,3,Stayed,0,5331,No
-Male,34,No,No,Yes,No,0,United States,California,Campbell,95008,"37.279689, -121.954567",37.279689,-121.954567,"44,976",Q3,Yes,9,63,,Yes,34.02,Yes,Yes,DSL,18,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,80.0,5040.2,0.0,0,2143.26,7183.46,3,Stayed,0,5540,Yes
-Male,68,No,Yes,Yes,No,0,United States,California,Davenport,95017,"37.114335, -122.237162",37.114335,-122.237162,857,Q3,Yes,1,27,Offer C,No,0.0,No,Yes,DSL,25,No,No,No,No,No,Yes,No,No,Month-to-Month,No,Bank Withdrawal,36.5,1032.0,0.0,30,0.0,1062.0,1,Churned,1,4564,Yes
-Male,75,No,Yes,No,No,0,United States,California,Davenport,95017,"37.114335, -122.237162",37.114335,-122.237162,857,Q3,No,0,52,Offer B,Yes,42.19,Yes,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,72.95,3829.75,0.0,0,2193.88,6023.63,3,Stayed,0,4368,No
-Male,51,No,No,No,No,0,United States,California,Davenport,95017,"37.114335, -122.237162",37.114335,-122.237162,857,Q3,No,0,2,Offer E,Yes,17.33,No,Yes,Fiber Optic,14,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.95,171.15,0.0,0,34.66,205.81,3,Churned,1,3533,No
-Male,21,Yes,No,No,Yes,2,United States,California,Davenport,95017,"37.114335, -122.237162",37.114335,-122.237162,857,Q3,No,0,1,Offer E,Yes,47.25,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.25,20.25,0.0,0,47.25,67.5,3,Joined,0,2448,No
-Female,77,No,Yes,Yes,No,0,United States,California,San Jose,95136,"37.270938, -121.851046",37.270938,-121.851046,"36,944",Q3,Yes,1,1,Offer E,Yes,13.02,Yes,Yes,Fiber Optic,30,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.6,90.6,0.0,0,13.02,103.62,2,Churned,1,2905,Yes
-Male,58,No,No,No,Yes,1,United States,California,San Jose,95136,"37.270938, -121.851046",37.270938,-121.851046,"36,944",Q3,No,0,2,,Yes,21.18,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.25,48.35,0.0,0,42.36,90.71,3,Joined,0,4725,No
-Female,20,Yes,No,No,No,0,United States,California,San Jose,95136,"37.270938, -121.851046",37.270938,-121.851046,"36,944",Q3,No,0,25,Offer C,Yes,32.33,Yes,Yes,Fiber Optic,51,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,108.9,2809.05,0.0,0,808.25,3617.3,4,Stayed,0,4398,No
-Male,27,Yes,No,Yes,No,0,United States,California,San Jose,95136,"37.270938, -121.851046",37.270938,-121.851046,"36,944",Q3,No,0,60,,Yes,10.05,Yes,Yes,Fiber Optic,48,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,101.15,6067.4,0.0,0,603.0,6670.4,3,Stayed,0,5301,Yes
-Male,73,No,Yes,Yes,No,0,United States,California,San Jose,95139,"37.218705, -121.762429",37.218705,-121.762429,"7,023",Q3,Yes,3,2,,Yes,4.19,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,86.85,156.35,0.0,40,8.38,204.73,1,Churned,1,5204,Yes
-Female,73,No,Yes,Yes,No,0,United States,California,San Jose,95139,"37.218705, -121.762429",37.218705,-121.762429,"7,023",Q3,Yes,1,72,Offer A,Yes,4.59,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,114.65,8333.95,0.0,0,330.48,8664.43,3,Stayed,0,5408,Yes
-Male,61,No,No,Yes,Yes,2,United States,California,San Jose,95139,"37.218705, -121.762429",37.218705,-121.762429,"7,023",Q3,Yes,2,72,,Yes,33.92,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,26.1,1851.45,0.0,0,2442.24,4293.69,3,Stayed,0,5475,Yes
-Male,30,No,No,Yes,Yes,2,United States,California,San Jose,95139,"37.218705, -121.762429",37.218705,-121.762429,"7,023",Q3,Yes,8,28,,Yes,19.18,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.3,487.95,0.0,0,537.04,1024.99,3,Stayed,0,2948,Yes
-Male,65,No,Yes,No,No,0,United States,California,Vallecito,95251,"38.055562, -120.456298",38.055562,-120.456298,460,Q3,No,0,19,Offer D,Yes,32.77,No,Yes,Fiber Optic,4,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,95.9,1777.9,0.0,0,622.63,2400.53,1,Churned,1,2851,No
-Female,42,No,No,Yes,Yes,3,United States,California,Vallecito,95251,"38.055562, -120.456298",38.055562,-120.456298,460,Q3,Yes,1,41,,Yes,45.26,Yes,Yes,Cable,56,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,79.9,3326.2,0.0,0,1855.66,5181.86,1,Churned,1,4734,Yes
-Male,60,No,No,Yes,Yes,3,United States,California,Vallecito,95251,"38.055562, -120.456298",38.055562,-120.456298,460,Q3,Yes,1,72,,Yes,32.47,Yes,Yes,Fiber Optic,76,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,114.0,8093.15,0.0,0,2337.84,10430.99,3,Stayed,0,4558,Yes
-Male,33,No,No,No,No,0,United States,California,Vallecito,95251,"38.055562, -120.456298",38.055562,-120.456298,460,Q3,No,0,57,,No,0.0,No,Yes,DSL,28,No,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,53.35,3090.05,0.0,100,0.0,3190.05,4,Stayed,0,5461,No
-Female,78,No,Yes,No,No,0,United States,California,Woodbridge,95258,"38.169605, -121.310964",38.169605,-121.310964,"4,176",Q3,No,0,47,,Yes,14.22,Yes,Yes,Fiber Optic,11,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.05,4504.55,0.0,0,668.34,5172.89,2,Churned,1,5214,No
-Female,59,No,No,No,No,0,United States,California,Woodbridge,95258,"38.169605, -121.310964",38.169605,-121.310964,"4,176",Q3,No,0,13,Offer D,Yes,33.69,Yes,Yes,Fiber Optic,15,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,80.0,1029.35,0.0,0,437.97,1467.32,3,Stayed,0,5577,No
-Male,45,No,No,No,No,0,United States,California,Woodbridge,95258,"38.169605, -121.310964",38.169605,-121.310964,"4,176",Q3,No,0,1,Offer E,Yes,20.3,No,Yes,DSL,16,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.15,50.15,0.0,0,20.3,70.45,3,Joined,0,4014,No
-Female,64,No,No,No,No,0,United States,California,Woodbridge,95258,"38.169605, -121.310964",38.169605,-121.310964,"4,176",Q3,No,0,59,Offer B,Yes,41.23,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.45,1493.1,0.0,0,2432.57,3925.67,4,Stayed,0,6196,No
-Male,69,No,Yes,Yes,No,0,United States,California,Delhi,95315,"37.422961, -120.765493",37.422961,-120.765493,"10,159",Q3,No,0,52,,Yes,37.6,Yes,Yes,Fiber Optic,23,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.2,5568.35,0.0,0,1955.2,7523.55,1,Churned,1,5648,Yes
-Female,19,Yes,No,No,No,0,United States,California,Delhi,95315,"37.422961, -120.765493",37.422961,-120.765493,"10,159",Q3,No,0,1,Offer E,Yes,33.48,Yes,Yes,Cable,59,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,60.15,60.15,0.0,20,33.48,113.63,3,Churned,1,4611,No
-Female,24,Yes,No,No,No,0,United States,California,Delhi,95315,"37.422961, -120.765493",37.422961,-120.765493,"10,159",Q3,No,0,1,Offer E,Yes,26.12,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.5,20.5,0.0,0,26.12,46.62,2,Churned,1,3820,No
-Female,53,No,No,Yes,Yes,2,United States,California,Delhi,95315,"37.422961, -120.765493",37.422961,-120.765493,"10,159",Q3,Yes,10,64,Offer B,Yes,17.07,Yes,Yes,DSL,25,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,53.85,3399.85,0.0,0,1092.48,4492.33,4,Stayed,0,4954,Yes
-Female,67,No,Yes,No,No,0,United States,California,Riverbank,95367,"37.734971, -120.954271",37.734971,-120.954271,"16,525",Q3,No,0,11,,Yes,3.62,Yes,Yes,Fiber Optic,22,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.15,997.65,0.0,0,39.82,1037.47,2,Churned,1,4074,No
-Female,30,No,No,No,No,0,United States,California,Riverbank,95367,"37.734971, -120.954271",37.734971,-120.954271,"16,525",Q3,No,0,2,,Yes,26.87,Yes,Yes,Fiber Optic,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.9,143.35,0.0,0,53.74,197.09,1,Churned,1,2101,No
-Male,40,No,No,Yes,No,0,United States,California,Riverbank,95367,"37.734971, -120.954271",37.734971,-120.954271,"16,525",Q3,Yes,1,22,Offer D,Yes,16.2,Yes,Yes,Fiber Optic,17,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.1,1873.7,0.0,0,356.4,2230.1,1,Churned,1,5248,Yes
-Female,39,No,No,No,No,0,United States,California,Riverbank,95367,"37.734971, -120.954271",37.734971,-120.954271,"16,525",Q3,No,0,39,,Yes,24.45,No,Yes,Fiber Optic,27,No,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,80.45,3201.55,0.0,0,953.55,4155.1,3,Churned,1,2224,No
-Male,74,No,Yes,No,No,0,United States,California,Santa Rosa,95407,"38.394091, -122.739814",38.394091,-122.739814,"30,876",Q3,No,0,43,,Yes,39.12,No,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,89.55,3856.75,0.0,0,1682.16,5538.91,1,Churned,1,3802,No
-Male,49,No,No,No,No,0,United States,California,Santa Rosa,95407,"38.394091, -122.739814",38.394091,-122.739814,"30,876",Q3,No,0,1,,Yes,34.37,No,Yes,DSL,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.3,45.3,0.0,0,34.37,79.67,3,Churned,1,4568,No
-Female,54,No,No,Yes,No,0,United States,California,Santa Rosa,95407,"38.394091, -122.739814",38.394091,-122.739814,"30,876",Q3,Yes,8,37,,Yes,15.51,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.85,717.5,0.0,0,573.87,1291.37,4,Stayed,0,5707,Yes
-Male,22,Yes,No,Yes,Yes,1,United States,California,Santa Rosa,95407,"38.394091, -122.739814",38.394091,-122.739814,"30,876",Q3,Yes,8,62,Offer B,Yes,14.75,Yes,Yes,Fiber Optic,52,Yes,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,105.5,6487.2,0.0,150,914.5,7551.7,4,Stayed,0,4271,Yes
-Male,77,No,Yes,No,No,0,United States,California,Clearlake,95422,"38.965804, -122.631779",38.965804,-122.631779,"13,485",Q3,No,0,46,,Yes,36.78,No,Yes,Fiber Optic,29,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,85.0,3969.4,0.0,0,1691.88,5661.28,1,Churned,1,2097,No
-Female,53,No,No,No,No,0,United States,California,Clearlake,95422,"38.965804, -122.631779",38.965804,-122.631779,"13,485",Q3,No,0,1,,Yes,14.48,No,Yes,Fiber Optic,26,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.8,75.8,0.0,0,14.48,90.28,1,Churned,1,3940,No
-Male,19,Yes,No,Yes,Yes,3,United States,California,Clearlake,95422,"38.965804, -122.631779",38.965804,-122.631779,"13,485",Q3,Yes,7,12,Offer D,No,0.0,No,Yes,DSL,73,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,35.5,432.25,0.0,0,0.0,432.25,4,Stayed,0,2562,Yes
-Male,32,No,No,Yes,Yes,3,United States,California,Clearlake,95422,"38.965804, -122.631779",38.965804,-122.631779,"13,485",Q3,Yes,3,19,,Yes,31.7,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.2,387.4,0.0,0,602.3,989.7,3,Stayed,0,4821,Yes
-Female,76,No,Yes,Yes,No,0,United States,California,Lakeport,95453,"39.080469, -122.955176",39.080469,-122.955176,"11,180",Q3,Yes,6,1,,Yes,41.16,No,Yes,Fiber Optic,6,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,76.4,76.4,0.0,0,41.16,117.56,2,Churned,1,2426,Yes
-Female,28,Yes,No,Yes,No,0,United States,California,Lakeport,95453,"39.080469, -122.955176",39.080469,-122.955176,"11,180",Q3,Yes,5,55,,Yes,2.36,No,Yes,DSL,69,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,56.8,3112.05,0.0,0,129.8,3241.85,4,Stayed,0,4702,Yes
-Male,46,No,No,No,No,0,United States,California,Lakeport,95453,"39.080469, -122.955176",39.080469,-122.955176,"11,180",Q3,No,0,1,,Yes,9.36,No,Yes,Fiber Optic,14,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.9,69.9,0.0,10,9.36,89.26,4,Joined,0,3358,No
-Male,60,No,No,No,No,0,United States,California,Lakeport,95453,"39.080469, -122.955176",39.080469,-122.955176,"11,180",Q3,No,0,31,,Yes,42.05,Yes,Yes,Fiber Optic,12,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.15,2640.55,0.0,0,1303.55,3944.1,3,Stayed,0,3031,No
-Male,80,No,Yes,Yes,Yes,2,United States,California,Lucerne,95458,"39.141934, -122.770679",39.141934,-122.770679,"3,002",Q3,Yes,5,22,,No,0.0,No,Yes,Cable,18,Yes,No,No,No,No,Yes,No,Yes,Month-to-Month,No,Mailed Check,40.05,880.2,0.0,0,0.0,880.2,1,Churned,1,2061,Yes
-Female,73,No,Yes,No,Yes,2,United States,California,Lucerne,95458,"39.141934, -122.770679",39.141934,-122.770679,"3,002",Q3,No,0,33,Offer C,Yes,12.75,Yes,Yes,Fiber Optic,19,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,105.35,3465.05,0.0,0,420.75,3885.8,5,Stayed,0,4738,No
-Male,47,No,No,Yes,No,0,United States,California,Lucerne,95458,"39.141934, -122.770679",39.141934,-122.770679,"3,002",Q3,Yes,3,25,,Yes,25.08,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,20.95,495.15,0.0,0,627.0,1122.15,4,Stayed,0,5682,Yes
-Female,30,No,No,Yes,No,0,United States,California,Lucerne,95458,"39.141934, -122.770679",39.141934,-122.770679,"3,002",Q3,Yes,2,71,,Yes,22.33,Yes,Yes,Cable,71,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,90.1,6310.9,0.0,0,1585.43,7896.33,3,Stayed,0,5054,Yes
-Female,72,No,Yes,No,No,0,United States,California,The Sea Ranch,95497,"38.696659, -123.436861",38.696659,-123.436861,752,Q3,No,0,1,,Yes,20.55,No,Yes,Fiber Optic,5,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.0,73.0,0.0,0,20.55,93.55,1,Churned,1,4116,No
-Female,57,No,No,Yes,No,0,United States,California,The Sea Ranch,95497,"38.696659, -123.436861",38.696659,-123.436861,752,Q3,Yes,3,20,,Yes,28.79,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.85,2239.65,0.0,0,575.8,2815.45,2,Churned,1,4223,Yes
-Female,26,Yes,No,Yes,No,0,United States,California,The Sea Ranch,95497,"38.696659, -123.436861",38.696659,-123.436861,752,Q3,Yes,9,66,,Yes,24.27,No,Yes,Cable,59,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,58.2,3810.8,0.0,0,1601.82,5412.62,3,Stayed,0,5313,Yes
-Male,52,No,No,Yes,No,0,United States,California,The Sea Ranch,95497,"38.696659, -123.436861",38.696659,-123.436861,752,Q3,Yes,2,63,,Yes,48.14,Yes,Yes,Cable,28,No,Yes,No,Yes,No,Yes,Yes,No,Two Year,No,Credit Card,67.25,4234.15,0.0,150,3032.82,7416.97,4,Stayed,0,6438,Yes
-Male,78,No,Yes,No,No,0,United States,California,Bridgeville,95526,"40.372532, -123.525626",40.372532,-123.525626,695,Q3,No,0,33,,Yes,38.53,Yes,Yes,Fiber Optic,2,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,83.85,2716.3,0.0,0,1271.49,3987.79,2,Churned,1,2583,No
-Female,35,No,No,Yes,No,0,United States,California,Bridgeville,95526,"40.372532, -123.525626",40.372532,-123.525626,695,Q3,Yes,1,34,,Yes,43.33,Yes,Yes,Fiber Optic,16,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,97.65,3207.55,0.0,0,1473.22,4680.77,2,Churned,1,3979,Yes
-Female,43,No,No,Yes,Yes,1,United States,California,Bridgeville,95526,"40.372532, -123.525626",40.372532,-123.525626,695,Q3,Yes,1,3,,No,0.0,No,Yes,DSL,19,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,31.0,95.05,0.0,20,0.0,115.05,3,Churned,1,5122,Yes
-Male,31,No,No,Yes,Yes,1,United States,California,Bridgeville,95526,"40.372532, -123.525626",40.372532,-123.525626,695,Q3,Yes,9,7,,Yes,39.98,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.25,144.35,0.0,0,279.86,424.21,3,Stayed,0,4954,Yes
-Female,67,No,Yes,No,No,0,United States,California,Garberville,95542,"40.057784, -123.679461",40.057784,-123.679461,"2,423",Q3,No,0,2,,Yes,12.52,No,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.65,142.35,0.0,0,25.04,167.39,1,Churned,1,2189,No
-Female,27,Yes,No,No,No,0,United States,California,Garberville,95542,"40.057784, -123.679461",40.057784,-123.679461,"2,423",Q3,No,0,3,,Yes,26.33,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,24.6,86.35,0.0,0,78.99,165.34,4,Joined,0,5756,No
-Female,22,Yes,No,Yes,Yes,2,United States,California,Garberville,95542,"40.057784, -123.679461",40.057784,-123.679461,"2,423",Q3,Yes,4,65,Offer B,Yes,13.25,Yes,Yes,Fiber Optic,47,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,109.3,7337.55,0.0,0,861.25,8198.8,4,Stayed,0,6087,Yes
-Female,63,No,No,No,No,0,United States,California,Garberville,95542,"40.057784, -123.679461",40.057784,-123.679461,"2,423",Q3,No,0,6,,Yes,39.16,No,Yes,DSL,8,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.45,314.6,0.0,0,234.96,549.56,3,Stayed,0,3672,No
-Female,74,No,Yes,No,No,0,United States,California,Auburn,95602,"38.99003, -121.114408",38.99003,-121.114408,"18,197",Q3,No,0,26,,Yes,47.63,Yes,Yes,Fiber Optic,26,Yes,Yes,No,No,No,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,95.0,2497.2,0.0,60,1238.38,3795.58,1,Churned,1,4232,No
-Female,57,No,No,Yes,Yes,2,United States,California,Auburn,95602,"38.99003, -121.114408",38.99003,-121.114408,"18,197",Q3,Yes,1,30,,No,0.0,No,Yes,DSL,12,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,51.2,1561.5,0.0,0,0.0,1561.5,3,Churned,1,4568,Yes
-Female,21,Yes,No,Yes,No,0,United States,California,Auburn,95602,"38.99003, -121.114408",38.99003,-121.114408,"18,197",Q3,No,0,51,Offer B,No,0.0,No,Yes,DSL,42,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.65,2553.35,0.0,0,0.0,2553.35,3,Stayed,0,5528,Yes
-Male,36,No,No,No,No,0,United States,California,Auburn,95602,"38.99003, -121.114408",38.99003,-121.114408,"18,197",Q3,No,0,9,Offer E,Yes,13.72,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.4,181.8,0.0,0,123.48,305.28,5,Stayed,0,5380,No
-Female,66,No,Yes,Yes,No,0,United States,California,Lotus,95651,"38.815515, -120.916997",38.815515,-120.916997,485,Q3,Yes,5,38,,Yes,15.78,Yes,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.95,2869.85,0.0,0,599.64,3469.49,1,Churned,1,5165,Yes
-Male,57,No,No,Yes,No,0,United States,California,Lotus,95651,"38.815515, -120.916997",38.815515,-120.916997,485,Q3,Yes,1,71,Offer A,Yes,5.76,Yes,Yes,Fiber Optic,11,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,108.6,7690.9,0.0,20,408.96,8119.86,1,Churned,1,4982,Yes
-Female,51,No,No,Yes,Yes,3,United States,California,Lotus,95651,"38.815515, -120.916997",38.815515,-120.916997,485,Q3,Yes,2,12,,Yes,7.97,No,Yes,DSL,52,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,58.35,740.55,0.0,0,95.64,836.19,4,Stayed,0,5068,Yes
-Female,57,No,No,Yes,Yes,3,United States,California,Lotus,95651,"38.815515, -120.916997",38.815515,-120.916997,485,Q3,Yes,10,16,Offer D,Yes,27.27,No,Yes,Fiber Optic,76,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,100.7,1522.7,0.0,0,436.32,1959.02,4,Stayed,0,3337,Yes
-Male,71,No,Yes,Yes,Yes,1,United States,California,Mather,95655,"38.549822, -121.266725",38.549822,-121.266725,929,Q3,Yes,3,1,,Yes,8.38,No,Yes,DSL,19,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.25,49.25,0.0,0,8.38,57.63,3,Churned,1,4478,Yes
-Male,57,No,No,No,No,0,United States,California,Mather,95655,"38.549822, -121.266725",38.549822,-121.266725,929,Q3,No,0,46,,No,0.0,No,Yes,DSL,26,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,30.3,1380.1,0.0,0,0.0,1380.1,2,Churned,1,2243,No
-Female,29,Yes,No,Yes,No,0,United States,California,Mather,95655,"38.549822, -121.266725",38.549822,-121.266725,929,Q3,Yes,6,72,Offer A,Yes,12.32,No,Yes,DSL,59,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,No,Credit Card,68.75,4888.2,0.0,0,887.04,5775.24,3,Stayed,0,4505,Yes
-Male,35,No,No,Yes,Yes,3,United States,California,Mather,95655,"38.549822, -121.266725",38.549822,-121.266725,929,Q3,Yes,1,13,Offer D,Yes,40.2,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.85,252.0,0.0,0,522.6,774.6,4,Stayed,0,2928,Yes
-Male,65,No,Yes,No,No,0,United States,California,Sloughhouse,95683,"38.470423, -121.114897",38.470423,-121.114897,"4,731",Q3,No,0,2,Offer E,Yes,20.99,Yes,Yes,Fiber Optic,22,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.0,181.7,0.0,0,41.98,223.68,1,Churned,1,5569,No
-Female,36,No,No,Yes,No,0,United States,California,Sloughhouse,95683,"38.470423, -121.114897",38.470423,-121.114897,"4,731",Q3,Yes,1,15,,Yes,28.3,No,Yes,Cable,28,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.3,1308.4,0.0,0,424.5,1732.9,1,Churned,1,4003,Yes
-Female,60,No,No,No,No,0,United States,California,Sloughhouse,95683,"38.470423, -121.114897",38.470423,-121.114897,"4,731",Q3,No,0,21,Offer D,Yes,30.59,No,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,68.65,1493.2,0.0,0,642.39,2135.59,5,Stayed,0,2006,No
-Female,49,No,No,Yes,No,0,United States,California,Sloughhouse,95683,"38.470423, -121.114897",38.470423,-121.114897,"4,731",Q3,Yes,5,66,Offer A,Yes,44.4,Yes,Yes,DSL,11,Yes,Yes,Yes,No,No,No,No,No,Two Year,No,Bank Withdrawal,66.9,4370.25,0.0,70,2930.4,7370.65,4,Stayed,0,5546,Yes
-Female,69,No,Yes,Yes,No,0,United States,California,Sacramento,95829,"38.486502, -121.334051",38.486502,-121.334051,"11,396",Q3,Yes,1,51,,Yes,17.87,Yes,Yes,Fiber Optic,9,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,77.5,3807.35,0.0,0,911.37,4718.72,1,Churned,1,5748,Yes
-Male,42,No,No,Yes,No,0,United States,California,Sacramento,95829,"38.486502, -121.334051",38.486502,-121.334051,"11,396",Q3,Yes,6,22,,Yes,35.62,Yes,Yes,Fiber Optic,29,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Credit Card,95.9,2234.95,0.0,0,783.64,3018.59,3,Stayed,0,3207,Yes
-Male,58,No,No,Yes,No,0,United States,California,Sacramento,95829,"38.486502, -121.334051",38.486502,-121.334051,"11,396",Q3,Yes,4,36,Offer C,Yes,40.58,Yes,Yes,Fiber Optic,12,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.4,3474.2,0.0,0,1460.88,4935.08,3,Stayed,0,5111,Yes
-Male,51,No,No,No,No,0,United States,California,Sacramento,95829,"38.486502, -121.334051",38.486502,-121.334051,"11,396",Q3,No,0,37,,No,0.0,No,Yes,DSL,25,No,No,No,No,Yes,No,No,No,Two Year,No,Credit Card,35.8,1316.9,0.0,100,0.0,1416.9,3,Stayed,0,5658,No
-Male,68,No,Yes,No,No,0,United States,California,Brownsville,95919,"39.440687, -121.263583",39.440687,-121.263583,"1,237",Q3,No,0,1,Offer E,Yes,11.08,Yes,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.4,74.4,0.0,0,11.08,85.48,2,Churned,1,3429,No
-Female,74,No,Yes,No,No,0,United States,California,Brownsville,95919,"39.440687, -121.263583",39.440687,-121.263583,"1,237",Q3,No,0,13,,Yes,26.68,No,Yes,Fiber Optic,24,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,96.85,1235.55,0.0,0,346.84,1582.39,4,Stayed,0,3098,No
-Female,56,No,No,Yes,Yes,2,United States,California,Brownsville,95919,"39.440687, -121.263583",39.440687,-121.263583,"1,237",Q3,Yes,3,36,Offer C,Yes,20.57,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.2,702.9,0.0,0,740.52,1443.42,5,Stayed,0,3043,Yes
-Male,64,No,No,No,No,0,United States,California,Brownsville,95919,"39.440687, -121.263583",39.440687,-121.263583,"1,237",Q3,No,0,72,Offer A,Yes,10.87,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,103.65,7634.8,0.0,0,782.64,8417.44,5,Stayed,0,6088,No
-Male,68,No,Yes,Yes,No,0,United States,California,Forbestown,95941,"39.531028, -121.24807",39.531028,-121.24807,452,Q3,Yes,1,47,,Yes,8.97,Yes,Yes,Fiber Optic,19,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,100.05,4871.05,0.0,0,421.59,5292.64,1,Churned,1,5166,Yes
-Female,29,Yes,No,Yes,Yes,2,United States,California,Forbestown,95941,"39.531028, -121.24807",39.531028,-121.24807,452,Q3,Yes,6,51,,Yes,2.53,No,Yes,Fiber Optic,71,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.15,4018.55,0.0,0,129.03,4147.58,3,Stayed,0,6321,Yes
-Female,19,Yes,No,No,No,0,United States,California,Forbestown,95941,"39.531028, -121.24807",39.531028,-121.24807,452,Q3,No,0,8,,Yes,45.04,No,Yes,DSL,73,No,No,Yes,Yes,No,Yes,Yes,No,Month-to-Month,No,Mailed Check,64.1,504.05,0.0,10,360.32,874.37,5,Stayed,0,2804,No
-Female,40,No,No,Yes,Yes,2,United States,California,Forbestown,95941,"39.531028, -121.24807",39.531028,-121.24807,452,Q3,Yes,5,72,Offer A,Yes,9.72,Yes,Yes,Cable,15,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Two Year,No,Bank Withdrawal,80.85,5824.75,0.0,10,699.84,6534.59,4,Stayed,0,6317,Yes
-Male,76,No,Yes,Yes,No,0,United States,California,Redding,96002,"40.527834, -122.318749",40.527834,-122.318749,"30,338",Q3,Yes,1,40,,Yes,2.85,Yes,Yes,Fiber Optic,3,Yes,No,No,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,101.85,4086.3,0.0,0,114.0,4200.3,1,Churned,1,2837,Yes
-Male,30,No,No,Yes,Yes,2,United States,California,Redding,96002,"40.527834, -122.318749",40.527834,-122.318749,"30,338",Q3,Yes,9,63,Offer B,Yes,18.88,No,Yes,Fiber Optic,48,No,Yes,Yes,No,No,No,No,No,Month-to-Month,Yes,Credit Card,80.3,4896.35,0.0,40,1189.44,6125.79,4,Stayed,0,5157,Yes
-Male,49,No,No,No,No,0,United States,California,Redding,96002,"40.527834, -122.318749",40.527834,-122.318749,"30,338",Q3,No,0,58,,Yes,29.31,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,19.15,1035.5,28.7,0,1699.98,2706.78,5,Stayed,0,6339,No
-Female,28,Yes,No,No,Yes,3,United States,California,Redding,96002,"40.527834, -122.318749",40.527834,-122.318749,"30,338",Q3,No,0,37,,Yes,10.23,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.3,755.4,0.0,0,378.51,1133.91,3,Stayed,0,4186,No
-Male,74,No,Yes,Yes,No,0,United States,California,Shasta Lake,96019,"40.692523, -122.369876",40.692523,-122.369876,"6,277",Q3,Yes,1,1,Offer E,No,0.0,No,Yes,Cable,18,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.05,25.05,0.0,0,0.0,25.05,1,Churned,1,2119,Yes
-Female,64,No,No,Yes,Yes,5,United States,California,Shasta Lake,96019,"40.692523, -122.369876",40.692523,-122.369876,"6,277",Q3,Yes,7,39,Offer C,Yes,40.68,No,Yes,Fiber Optic,76,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.5,3107.3,0.0,0,1586.52,4693.82,5,Stayed,0,2042,Yes
-Female,28,Yes,No,Yes,Yes,1,United States,California,Shasta Lake,96019,"40.692523, -122.369876",40.692523,-122.369876,"6,277",Q3,Yes,10,72,,Yes,47.02,Yes,Yes,Fiber Optic,48,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,117.6,8308.9,5.44,0,3385.44,11688.9,3,Stayed,0,6173,Yes
-Female,41,No,No,No,No,0,United States,California,Shasta Lake,96019,"40.692523, -122.369876",40.692523,-122.369876,"6,277",Q3,No,0,20,,No,0.0,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,24.9,505.95,0.0,0,0.0,505.95,5,Stayed,0,5942,No
-Male,79,No,Yes,No,No,0,United States,California,Hornbrook,96044,"41.962127, -122.527696",41.962127,-122.527696,"1,026",Q3,No,0,2,Offer E,Yes,45.41,Yes,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,74.85,156.4,0.0,0,90.82,247.22,2,Churned,1,5378,No
-Male,23,Yes,No,Yes,Yes,2,United States,California,Hornbrook,96044,"41.962127, -122.527696",41.962127,-122.527696,"1,026",Q3,Yes,1,47,Offer B,Yes,15.59,No,Yes,Fiber Optic,52,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,96.1,4391.45,0.0,0,732.73,5124.18,3,Stayed,0,5793,Yes
-Female,54,No,No,No,No,0,United States,California,Hornbrook,96044,"41.962127, -122.527696",41.962127,-122.527696,"1,026",Q3,No,0,13,Offer D,Yes,10.66,No,Yes,DSL,5,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,71.95,923.85,10.47,0,138.58,1051.96,3,Stayed,0,3605,No
-Female,52,No,No,No,No,0,United States,California,Hornbrook,96044,"41.962127, -122.527696",41.962127,-122.527696,"1,026",Q3,No,0,30,,Yes,4.22,No,Yes,DSL,13,Yes,Yes,Yes,Yes,Yes,No,No,No,One Year,No,Credit Card,74.65,2308.6,0.0,50,126.6,2485.2,3,Stayed,0,5616,No
-Female,69,No,Yes,No,No,0,United States,California,Mineral,96063,"40.408796, -121.579609",40.408796,-121.579609,124,Q3,No,0,42,,Yes,16.22,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,104.75,4323.45,0.0,0,681.24,5004.69,1,Churned,1,2984,No
-Female,66,No,Yes,No,No,0,United States,California,Mineral,96063,"40.408796, -121.579609",40.408796,-121.579609,124,Q3,No,0,50,Offer B,Yes,10.6,Yes,Yes,Fiber Optic,14,No,Yes,No,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,106.8,5347.95,0.0,0,530.0,5877.95,3,Stayed,0,5746,No
-Male,78,No,Yes,No,No,0,United States,California,Mineral,96063,"40.408796, -121.579609",40.408796,-121.579609,124,Q3,No,0,20,Offer D,Yes,25.51,Yes,Yes,Fiber Optic,9,No,No,No,No,Yes,No,No,No,Two Year,Yes,Bank Withdrawal,84.35,1745.2,0.0,10,510.2,2265.4,4,Stayed,0,4915,No
-Female,59,No,No,Yes,No,0,United States,California,Mineral,96063,"40.408796, -121.579609",40.408796,-121.579609,124,Q3,Yes,2,54,,Yes,8.83,Yes,Yes,Fiber Optic,21,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,106.55,5763.3,0.0,0,476.82,6240.12,1,Churned,1,4893,Yes
-Female,71,No,Yes,Yes,No,0,United States,California,Trinity Center,96091,"41.081847, -122.700545",41.081847,-122.700545,734,Q3,Yes,1,14,,Yes,47.01,Yes,Yes,Fiber Optic,19,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,100.2,1369.8,0.0,0,658.14,2027.94,1,Churned,1,3369,Yes
-Male,67,No,Yes,Yes,Yes,2,United States,California,Trinity Center,96091,"41.081847, -122.700545",41.081847,-122.700545,734,Q3,Yes,4,72,,Yes,16.82,No,Yes,Fiber Optic,25,Yes,No,Yes,Yes,Yes,Yes,No,No,Two Year,Yes,Credit Card,104.1,7447.7,0.0,40,1211.04,8698.74,3,Stayed,0,5092,Yes
-Female,59,No,No,No,No,0,United States,California,Trinity Center,96091,"41.081847, -122.700545",41.081847,-122.700545,734,Q3,No,0,30,,Yes,43.01,No,Yes,Cable,4,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,85.35,2530.4,0.0,20,1290.3,3840.7,2,Churned,1,2313,No
-Male,40,No,No,No,No,0,United States,California,Trinity Center,96091,"41.081847, -122.700545",41.081847,-122.700545,734,Q3,No,0,1,Offer E,No,0.0,No,Yes,DSL,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.4,24.4,0.0,0,0.0,24.4,5,Joined,0,3145,No
-Male,80,No,Yes,No,No,0,United States,California,Los Angeles,90059,"33.927254, -118.249826",33.927254,-118.249826,"38,128",Q3,No,0,27,,Yes,42.91,Yes,Yes,Fiber Optic,5,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.45,2122.05,0.0,0,1158.57,3280.62,3,Churned,1,2571,No
-Female,65,No,Yes,No,No,0,United States,California,Los Angeles,90059,"33.927254, -118.249826",33.927254,-118.249826,"38,128",Q3,No,0,43,Offer B,Yes,12.58,Yes,Yes,Fiber Optic,26,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,90.25,3838.75,0.0,0,540.94,4379.69,4,Stayed,0,2223,No
-Female,22,Yes,No,Yes,No,0,United States,California,Los Angeles,90059,"33.927254, -118.249826",33.927254,-118.249826,"38,128",Q3,Yes,1,21,Offer D,Yes,38.52,Yes,Yes,Fiber Optic,59,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.4,2200.25,0.0,0,808.92,3009.17,1,Churned,1,5570,Yes
-Female,60,No,No,No,No,0,United States,California,Los Angeles,90059,"33.927254, -118.249826",33.927254,-118.249826,"38,128",Q3,No,0,15,Offer D,Yes,40.66,Yes,Yes,DSL,8,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,55.7,899.8,0.0,0,609.9,1509.7,2,Churned,1,4519,No
-Female,52,No,No,No,No,0,United States,California,Los Angeles,90059,"33.927254, -118.249826",33.927254,-118.249826,"38,128",Q3,No,0,54,,No,0.0,No,Yes,DSL,21,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,44.1,2369.7,0.0,0,0.0,2369.7,3,Stayed,0,6205,No
-Male,65,No,Yes,No,No,0,United States,California,Downey,90242,"33.921793, -118.140588",33.921793,-118.140588,"42,459",Q3,No,0,3,Offer E,Yes,26.32,Yes,Yes,Fiber Optic,8,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,91.05,289.1,0.0,0,78.96,368.06,2,Churned,1,2194,No
-Female,79,No,Yes,No,No,0,United States,California,Downey,90242,"33.921793, -118.140588",33.921793,-118.140588,"42,459",Q3,No,0,17,,Yes,32.19,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,94.2,1608.15,36.4,0,547.23,2118.98,4,Stayed,0,4425,No
-Male,40,No,No,Yes,No,0,United States,California,Downey,90242,"33.921793, -118.140588",33.921793,-118.140588,"42,459",Q3,Yes,4,62,Offer B,Yes,48.73,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,24.25,1424.6,0.0,0,3021.26,4445.86,5,Stayed,0,4444,Yes
-Male,19,Yes,No,Yes,No,0,United States,California,Downey,90242,"33.921793, -118.140588",33.921793,-118.140588,"42,459",Q3,Yes,4,68,Offer A,Yes,25.19,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.05,1629.2,0.0,0,1712.92,3342.12,5,Stayed,0,4187,Yes
-Female,19,Yes,No,Yes,No,0,United States,California,Downey,90242,"33.921793, -118.140588",33.921793,-118.140588,"42,459",Q3,Yes,7,7,,Yes,33.24,No,Yes,DSL,53,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.3,355.1,0.0,0,232.68,587.78,3,Stayed,0,2547,Yes
-Female,75,No,Yes,No,No,0,United States,California,Inglewood,90304,"33.936827, -118.359824",33.936827,-118.359824,"28,680",Q3,No,0,14,,Yes,35.07,Yes,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.3,1096.25,0.0,0,490.98,1587.23,3,Churned,1,5342,No
-Male,19,Yes,No,No,No,0,United States,California,Inglewood,90304,"33.936827, -118.359824",33.936827,-118.359824,"28,680",Q3,No,0,1,Offer E,Yes,41.1,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.2,20.2,0.0,0,41.1,61.3,3,Joined,0,2710,No
-Male,33,No,No,Yes,No,0,United States,California,Inglewood,90304,"33.936827, -118.359824",33.936827,-118.359824,"28,680",Q3,Yes,10,27,,Yes,9.01,No,Yes,DSL,5,Yes,No,No,No,No,No,No,Yes,One Year,No,Credit Card,48.7,1421.75,0.0,0,243.27,1665.02,3,Stayed,0,3560,Yes
-Female,46,No,No,No,Yes,3,United States,California,Inglewood,90304,"33.936827, -118.359824",33.936827,-118.359824,"28,680",Q3,No,0,35,,Yes,12.56,No,Yes,DSL,56,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,55.6,2016.45,0.0,0,439.6,2456.05,3,Stayed,0,5964,No
-Female,46,No,No,Yes,Yes,1,United States,California,Inglewood,90304,"33.936827, -118.359824",33.936827,-118.359824,"28,680",Q3,Yes,1,72,Offer A,Yes,24.9,Yes,Yes,DSL,19,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,84.7,5893.9,0.0,0,1792.8,7686.7,4,Stayed,0,6375,Yes
-Male,73,No,Yes,Yes,No,0,United States,California,Torrance,90503,"33.840399, -118.353714",33.840399,-118.353714,"41,979",Q3,Yes,1,57,Offer B,Yes,42.1,Yes,Yes,Fiber Optic,3,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,100.6,5746.15,0.0,0,2399.7,8145.85,1,Churned,1,5247,Yes
-Male,73,No,Yes,No,No,0,United States,California,Torrance,90503,"33.840399, -118.353714",33.840399,-118.353714,"41,979",Q3,No,0,33,Offer C,Yes,3.15,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,24.9,847.8,0.0,0,103.95,951.75,4,Stayed,0,5756,No
-Male,38,No,No,Yes,No,0,United States,California,Torrance,90503,"33.840399, -118.353714",33.840399,-118.353714,"41,979",Q3,Yes,1,72,Offer A,Yes,49.5,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.4,1363.25,0.0,0,3564.0,4927.25,5,Stayed,0,5234,Yes
-Male,42,No,No,No,No,0,United States,California,Torrance,90503,"33.840399, -118.353714",33.840399,-118.353714,"41,979",Q3,No,0,58,Offer B,Yes,2.38,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.45,1513.6,0.0,0,138.04,1651.64,4,Stayed,0,6490,No
-Female,32,No,No,Yes,Yes,2,United States,California,Torrance,90503,"33.840399, -118.353714",33.840399,-118.353714,"41,979",Q3,Yes,1,29,,Yes,33.62,No,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,87.8,2621.75,0.0,0,974.98,3596.73,4,Stayed,0,4780,Yes
-Female,80,No,Yes,No,No,0,United States,California,Whittier,90605,"33.960891, -118.032222",33.960891,-118.032222,"38,181",Q3,No,0,64,Offer B,Yes,29.12,No,Yes,DSL,24,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,70.2,4481.0,0.0,0,1863.68,6344.68,1,Churned,1,6080,No
-Male,80,No,Yes,Yes,No,0,United States,California,Whittier,90605,"33.960891, -118.032222",33.960891,-118.032222,"38,181",Q3,Yes,1,23,,Yes,45.21,Yes,Yes,Fiber Optic,14,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,104.45,2184.85,0.0,60,1039.83,3284.68,5,Stayed,0,5883,Yes
-Female,61,No,No,No,No,0,United States,California,Whittier,90605,"33.960891, -118.032222",33.960891,-118.032222,"38,181",Q3,No,0,36,Offer C,No,0.0,No,Yes,Cable,27,Yes,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,31.05,1126.35,0.0,0,0.0,1126.35,4,Stayed,0,4871,No
-Female,35,No,No,No,No,0,United States,California,Whittier,90605,"33.960891, -118.032222",33.960891,-118.032222,"38,181",Q3,No,0,63,Offer B,Yes,27.38,No,Yes,DSL,9,No,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,58.55,3503.5,0.0,0,1724.94,5228.44,3,Stayed,0,6312,No
-Female,54,No,No,No,No,0,United States,California,Whittier,90605,"33.960891, -118.032222",33.960891,-118.032222,"38,181",Q3,No,0,26,Offer C,Yes,25.4,Yes,Yes,DSL,10,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.5,1800.05,0.0,0,660.4,2460.45,4,Stayed,0,3866,No
-Female,65,No,Yes,No,No,0,United States,California,Bellflower,90706,"33.887676, -118.127289",33.887676,-118.127289,"72,893",Q3,No,0,40,Offer B,Yes,44.86,No,Yes,Fiber Optic,4,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.2,3233.85,0.0,0,1794.4,5028.25,1,Churned,1,3207,No
-Female,35,No,No,No,No,0,United States,California,Bellflower,90706,"33.887676, -118.127289",33.887676,-118.127289,"72,893",Q3,No,0,4,,Yes,37.66,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.35,77.5,0.0,0,150.64,228.14,3,Churned,1,5984,No
-Male,60,No,No,No,No,0,United States,California,Bellflower,90706,"33.887676, -118.127289",33.887676,-118.127289,"72,893",Q3,No,0,67,Offer A,Yes,32.58,No,Yes,DSL,8,No,No,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,50.55,3260.1,0.0,0,2182.86,5442.96,5,Stayed,0,6064,No
-Male,29,Yes,No,No,No,0,United States,California,Bellflower,90706,"33.887676, -118.127289",33.887676,-118.127289,"72,893",Q3,No,0,25,Offer C,Yes,3.58,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.5,516.3,0.0,0,89.5,605.8,4,Stayed,0,4761,No
-Female,43,No,No,Yes,Yes,2,United States,California,Bellflower,90706,"33.887676, -118.127289",33.887676,-118.127289,"72,893",Q3,Yes,3,57,,Yes,12.26,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.75,1272.05,0.0,0,698.82,1970.87,5,Stayed,0,4235,Yes
-Female,71,No,Yes,No,No,0,United States,California,Paramount,90723,"33.897122, -118.164432",33.897122,-118.164432,"55,306",Q3,No,0,1,,Yes,42.5,No,Yes,Fiber Optic,8,No,No,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.0,85.0,0.0,0,42.5,127.5,2,Churned,1,2650,No
-Female,71,No,Yes,Yes,No,0,United States,California,Paramount,90723,"33.897122, -118.164432",33.897122,-118.164432,"55,306",Q3,Yes,1,72,Offer A,Yes,20.48,Yes,Yes,DSL,6,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,88.05,6425.65,0.0,0,1474.56,7900.21,3,Stayed,0,6102,Yes
-Male,64,No,No,Yes,Yes,1,United States,California,Paramount,90723,"33.897122, -118.164432",33.897122,-118.164432,"55,306",Q3,Yes,10,42,Offer B,Yes,16.67,Yes,Yes,Cable,17,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.4,3058.3,0.0,0,700.14,3758.44,3,Stayed,0,4701,Yes
-Male,37,No,No,Yes,No,0,United States,California,Paramount,90723,"33.897122, -118.164432",33.897122,-118.164432,"55,306",Q3,Yes,7,36,Offer C,No,0.0,No,Yes,Cable,23,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Mailed Check,35.35,1317.95,0.0,0,0.0,1317.95,4,Stayed,0,3314,Yes
-Male,28,Yes,No,Yes,Yes,3,United States,California,Paramount,90723,"33.897122, -118.164432",33.897122,-118.164432,"55,306",Q3,Yes,10,71,Offer A,Yes,10.11,Yes,Yes,DSL,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,86.85,6263.8,0.0,0,717.81,6981.61,4,Stayed,0,6452,Yes
-Male,74,No,Yes,Yes,No,0,United States,California,La Canada Flintridge,91011,"34.234912, -118.153729",34.234912,-118.153729,"20,200",Q3,Yes,3,37,,Yes,49.37,Yes,Yes,Fiber Optic,4,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92.5,3473.4,0.0,0,1826.69,5300.09,1,Churned,1,4127,Yes
-Male,65,No,Yes,Yes,No,0,United States,California,La Canada Flintridge,91011,"34.234912, -118.153729",34.234912,-118.153729,"20,200",Q3,No,0,72,,Yes,44.61,Yes,Yes,Fiber Optic,30,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,98.35,6929.4,0.0,0,3211.92,10141.32,3,Stayed,0,6120,Yes
-Female,80,No,Yes,No,No,0,United States,California,La Canada Flintridge,91011,"34.234912, -118.153729",34.234912,-118.153729,"20,200",Q3,No,0,15,,Yes,39.57,No,Yes,Fiber Optic,16,No,No,No,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,91.5,1400.3,48.66,0,593.55,1945.19,3,Stayed,0,4173,No
-Male,40,No,No,Yes,No,0,United States,California,La Canada Flintridge,91011,"34.234912, -118.153729",34.234912,-118.153729,"20,200",Q3,Yes,3,69,Offer A,Yes,30.86,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.9,1363.45,0.0,0,2129.34,3492.79,5,Stayed,0,5570,Yes
-Male,25,Yes,No,No,No,0,United States,California,La Canada Flintridge,91011,"34.234912, -118.153729",34.234912,-118.153729,"20,200",Q3,No,0,29,Offer C,Yes,28.83,Yes,Yes,DSL,47,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,70.9,1964.6,0.0,0,836.07,2800.67,4,Stayed,0,2064,No
-Male,76,No,Yes,Yes,No,0,United States,California,Pacoima,91331,"34.255442, -118.421314",34.255442,-118.421314,"97,318",Q3,Yes,1,4,,Yes,28.11,Yes,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.95,308.7,0.0,0,112.44,421.14,2,Churned,1,3716,Yes
-Female,29,Yes,No,No,No,0,United States,California,Pacoima,91331,"34.255442, -118.421314",34.255442,-118.421314,"97,318",Q3,No,0,1,Offer E,Yes,30.92,No,Yes,DSL,69,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,45.15,45.15,0.0,0,30.92,76.07,3,Churned,1,5828,No
-Female,51,No,No,No,No,0,United States,California,Pacoima,91331,"34.255442, -118.421314",34.255442,-118.421314,"97,318",Q3,No,0,14,Offer D,Yes,1.69,No,Yes,Fiber Optic,21,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,80.05,1112.3,0.0,0,23.66,1135.96,5,Stayed,0,4400,No
-Male,61,No,No,No,No,0,United States,California,Pacoima,91331,"34.255442, -118.421314",34.255442,-118.421314,"97,318",Q3,No,0,9,,No,0.0,No,Yes,DSL,7,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.95,190.25,0.0,0,0.0,190.25,5,Stayed,0,5473,No
-Female,32,No,No,Yes,Yes,1,United States,California,Pacoima,91331,"34.255442, -118.421314",34.255442,-118.421314,"97,318",Q3,Yes,10,16,,Yes,20.12,No,Yes,Cable,30,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,68.25,1114.85,0.0,0,321.92,1436.77,3,Stayed,0,3559,Yes
-Male,73,No,Yes,No,No,0,United States,California,Valencia,91354,"34.457005, -118.573726",34.457005,-118.573726,"17,846",Q3,No,0,55,Offer B,Yes,8.93,Yes,Yes,Fiber Optic,21,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.8,5617.75,0.0,0,491.15,6108.9,2,Churned,1,5543,No
-Female,40,No,No,No,No,0,United States,California,Valencia,91354,"34.457005, -118.573726",34.457005,-118.573726,"17,846",Q3,No,0,1,,No,0.0,No,Yes,Cable,2,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.25,25.25,0.0,0,0.0,25.25,4,Joined,0,5858,No
-Male,37,No,No,Yes,No,0,United States,California,Valencia,91354,"34.457005, -118.573726",34.457005,-118.573726,"17,846",Q3,Yes,4,6,,Yes,47.29,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,25.1,171.0,0.0,0,283.74,454.74,4,Stayed,0,5161,Yes
-Male,64,No,No,No,No,0,United States,California,Valencia,91354,"34.457005, -118.573726",34.457005,-118.573726,"17,846",Q3,No,0,17,,Yes,33.68,No,Yes,DSL,14,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.5,934.15,0.0,0,572.56,1506.71,4,Stayed,0,3190,No
-Female,32,No,No,Yes,No,0,United States,California,Valencia,91354,"34.457005, -118.573726",34.457005,-118.573726,"17,846",Q3,Yes,1,57,Offer B,Yes,48.0,No,Yes,Cable,24,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,70.35,4124.65,0.0,0,2736.0,6860.65,3,Stayed,0,5779,Yes
-Male,71,No,Yes,Yes,No,0,United States,California,Thousand Oaks,91360,"34.214054, -118.88109",34.214054,-118.88109,"42,526",Q3,Yes,1,32,,Yes,2.08,No,Yes,Fiber Optic,25,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,80.3,2483.05,0.0,0,66.56,2549.61,1,Churned,1,5365,Yes
-Male,66,No,Yes,Yes,No,0,United States,California,Thousand Oaks,91360,"34.214054, -118.88109",34.214054,-118.88109,"42,526",Q3,Yes,1,23,,Yes,42.59,Yes,Yes,Fiber Optic,2,No,No,No,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,86.8,1975.85,0.0,0,979.57,2955.42,3,Stayed,0,5788,Yes
-Female,42,No,No,Yes,Yes,2,United States,California,Thousand Oaks,91360,"34.214054, -118.88109",34.214054,-118.88109,"42,526",Q3,Yes,4,64,,Yes,13.95,Yes,Yes,Fiber Optic,11,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.4,6721.6,0.0,0,892.8,7614.4,4,Stayed,0,5133,Yes
-Male,34,No,No,No,No,0,United States,California,Thousand Oaks,91360,"34.214054, -118.88109",34.214054,-118.88109,"42,526",Q3,No,0,1,Offer E,Yes,29.15,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.45,19.45,0.0,0,29.15,48.6,3,Joined,0,2133,No
-Female,42,No,No,No,No,0,United States,California,Thousand Oaks,91360,"34.214054, -118.88109",34.214054,-118.88109,"42,526",Q3,No,0,1,Offer E,Yes,23.67,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.65,19.65,0.0,0,23.67,43.32,3,Joined,0,4639,No
-Female,72,No,Yes,No,No,0,United States,California,Thousand Oaks,91362,"34.191842, -118.822796",34.191842,-118.822796,"33,057",Q3,No,0,66,,Yes,45.59,Yes,Yes,Fiber Optic,24,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,80.45,5224.35,0.0,140,3008.94,8373.29,2,Churned,1,5011,No
-Male,46,No,No,Yes,No,0,United States,California,Thousand Oaks,91362,"34.191842, -118.822796",34.191842,-118.822796,"33,057",Q3,Yes,11,72,Offer A,No,0.0,No,Yes,DSL,17,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,45.25,3139.8,0.0,0,0.0,3139.8,4,Stayed,0,5041,Yes
-Male,49,No,No,No,No,0,United States,California,Thousand Oaks,91362,"34.191842, -118.822796",34.191842,-118.822796,"33,057",Q3,No,0,1,Offer E,Yes,30.73,No,Yes,Cable,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.05,44.05,0.0,0,30.73,74.78,5,Joined,0,5925,No
-Female,48,No,No,Yes,No,0,United States,California,Thousand Oaks,91362,"34.191842, -118.822796",34.191842,-118.822796,"33,057",Q3,Yes,1,16,,Yes,46.86,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.6,314.45,26.83,0,749.76,1037.38,3,Stayed,0,4298,Yes
-Male,48,No,No,No,No,0,United States,California,Thousand Oaks,91362,"34.191842, -118.822796",34.191842,-118.822796,"33,057",Q3,No,0,54,Offer B,Yes,27.3,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.0,1149.65,0.0,0,1474.2,2623.85,3,Stayed,0,6094,No
-Male,76,No,Yes,Yes,No,0,United States,California,Sherman Oaks,91423,"34.146957, -118.432138",34.146957,-118.432138,"29,387",Q3,Yes,1,6,,Yes,40.44,No,Yes,Fiber Optic,25,No,Yes,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.2,519.15,0.0,0,242.64,761.79,2,Churned,1,5834,Yes
-Male,61,No,No,No,No,0,United States,California,Sherman Oaks,91423,"34.146957, -118.432138",34.146957,-118.432138,"29,387",Q3,No,0,2,Offer E,Yes,43.47,Yes,Yes,Fiber Optic,30,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86.0,165.45,0.0,0,86.94,252.39,2,Churned,1,4546,No
-Female,25,Yes,No,No,No,0,United States,California,Sherman Oaks,91423,"34.146957, -118.432138",34.146957,-118.432138,"29,387",Q3,No,0,15,Offer D,Yes,36.34,No,Yes,DSL,48,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,59.45,892.65,0.0,0,545.1,1437.75,1,Churned,1,5129,No
-Male,62,No,No,No,No,0,United States,California,Sherman Oaks,91423,"34.146957, -118.432138",34.146957,-118.432138,"29,387",Q3,No,0,30,,Yes,31.97,Yes,Yes,Fiber Optic,2,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,89.9,2723.15,0.0,0,959.1,3682.25,3,Stayed,0,3233,No
-Female,52,No,No,Yes,No,0,United States,California,Sherman Oaks,91423,"34.146957, -118.432138",34.146957,-118.432138,"29,387",Q3,Yes,1,68,Offer A,Yes,7.87,Yes,Yes,Fiber Optic,4,Yes,Yes,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,84.7,5711.05,0.0,0,535.16,6246.21,3,Stayed,0,5520,Yes
-Female,69,No,Yes,No,No,0,United States,California,Rancho Cucamonga,91737,"34.245289, -117.642503",34.245289,-117.642503,"23,079",Q3,No,0,4,,Yes,12.86,Yes,Yes,Fiber Optic,4,No,No,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.85,372.45,0.0,0,51.44,423.89,3,Churned,1,2754,No
-Male,61,No,No,Yes,No,0,United States,California,Rancho Cucamonga,91737,"34.245289, -117.642503",34.245289,-117.642503,"23,079",Q3,Yes,1,53,,No,0.0,No,Yes,DSL,13,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,60.45,3184.25,0.0,0,0.0,3184.25,2,Churned,1,5650,Yes
-Male,29,Yes,No,No,No,0,United States,California,Rancho Cucamonga,91737,"34.245289, -117.642503",34.245289,-117.642503,"23,079",Q3,No,0,10,Offer D,Yes,1.98,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.85,193.05,0.0,0,19.8,212.85,4,Stayed,0,3768,No
-Male,55,No,No,No,No,0,United States,California,Rancho Cucamonga,91737,"34.245289, -117.642503",34.245289,-117.642503,"23,079",Q3,No,0,40,,No,0.0,No,Yes,Cable,12,No,Yes,No,Yes,No,No,No,No,One Year,No,Credit Card,36.0,1382.9,0.0,130,0.0,1512.9,3,Stayed,0,5323,No
-Male,37,No,No,Yes,Yes,3,United States,California,Rancho Cucamonga,91737,"34.245289, -117.642503",34.245289,-117.642503,"23,079",Q3,Yes,1,28,,Yes,13.19,Yes,Yes,Fiber Optic,30,No,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,92.2,2568.15,0.0,0,369.32,2937.47,4,Stayed,0,5116,Yes
-Female,80,No,Yes,No,No,0,United States,California,Glendora,91740,"34.119363, -117.855059",34.119363,-117.855059,"25,135",Q3,No,0,3,,No,0.0,No,Yes,DSL,30,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.3,77.75,0.0,0,0.0,77.75,3,Churned,1,3542,No
-Female,42,No,No,Yes,Yes,1,United States,California,Glendora,91740,"34.119363, -117.855059",34.119363,-117.855059,"25,135",Q3,Yes,3,61,Offer B,Yes,20.01,Yes,Yes,Fiber Optic,12,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,115.1,7008.15,0.0,0,1220.61,8228.76,3,Stayed,0,6090,Yes
-Male,24,Yes,No,No,No,0,United States,California,Glendora,91740,"34.119363, -117.855059",34.119363,-117.855059,"25,135",Q3,No,0,69,,Yes,7.18,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.95,1399.35,0.0,0,495.42,1894.77,4,Stayed,0,4328,No
-Male,41,No,No,No,No,0,United States,California,Glendora,91740,"34.119363, -117.855059",34.119363,-117.855059,"25,135",Q3,No,0,7,Offer E,Yes,30.04,No,Yes,DSL,6,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,43.9,278.4,0.0,0,210.28,488.68,5,Stayed,0,3565,No
-Male,25,Yes,No,Yes,Yes,3,United States,California,Glendora,91740,"34.119363, -117.855059",34.119363,-117.855059,"25,135",Q3,Yes,8,72,Offer A,No,0.0,No,Yes,DSL,82,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,38.5,2763.0,0.0,0,0.0,2763.0,4,Stayed,0,4710,Yes
-Female,78,No,Yes,No,No,0,United States,California,San Gabriel,91776,"34.089927, -118.095645",34.089927,-118.095645,"38,041",Q3,No,0,8,,Yes,43.98,Yes,Yes,Fiber Optic,27,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,101.35,780.5,0.0,0,351.84,1132.34,3,Churned,1,5546,No
-Male,47,No,No,No,No,0,United States,California,San Gabriel,91776,"34.089927, -118.095645",34.089927,-118.095645,"38,041",Q3,No,0,14,Offer D,No,0.0,No,Yes,DSL,4,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55.0,771.95,0.0,0,0.0,771.95,3,Stayed,0,4900,No
-Male,28,Yes,No,No,No,0,United States,California,San Gabriel,91776,"34.089927, -118.095645",34.089927,-118.095645,"38,041",Q3,No,0,3,,Yes,37.01,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.5,76.95,0.0,0,111.03,187.98,5,Joined,0,5296,No
-Female,48,No,No,No,No,0,United States,California,San Gabriel,91776,"34.089927, -118.095645",34.089927,-118.095645,"38,041",Q3,No,0,3,,Yes,26.86,No,Yes,Fiber Optic,5,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,80.5,232.35,0.0,0,80.58,312.93,5,Joined,0,2032,No
-Female,24,Yes,No,Yes,No,0,United States,California,San Gabriel,91776,"34.089927, -118.095645",34.089927,-118.095645,"38,041",Q3,Yes,5,40,Offer B,Yes,22.2,Yes,Yes,Fiber Optic,76,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,105.75,4228.55,0.0,0,888.0,5116.55,4,Stayed,0,4078,Yes
-Male,71,No,Yes,Yes,No,0,United States,California,Alhambra,91801,"34.090925, -118.128164",34.090925,-118.128164,"54,382",Q3,Yes,1,3,,Yes,41.3,Yes,Yes,Fiber Optic,2,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,105.9,334.65,0.0,0,123.9,458.55,2,Churned,1,2715,Yes
-Female,35,No,No,No,No,0,United States,California,Alhambra,91801,"34.090925, -118.128164",34.090925,-118.128164,"54,382",Q3,No,0,20,Offer D,Yes,4.15,No,Yes,Cable,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.35,927.15,0.0,0,83.0,1010.15,4,Stayed,0,3460,No
-Female,28,Yes,No,No,No,0,United States,California,Alhambra,91801,"34.090925, -118.128164",34.090925,-118.128164,"54,382",Q3,No,0,1,,Yes,10.21,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.9,20.9,0.0,0,10.21,31.11,5,Joined,0,3901,No
-Female,30,No,No,Yes,No,0,United States,California,Alhambra,91801,"34.090925, -118.128164",34.090925,-118.128164,"54,382",Q3,Yes,1,50,,Yes,28.1,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.85,943.1,0.0,0,1405.0,2348.1,5,Stayed,0,4358,Yes
-Male,73,No,Yes,Yes,No,0,United States,California,Mount Laguna,91948,"32.830852, -116.444601",32.830852,-116.444601,81,Q3,Yes,1,43,Offer B,Yes,17.43,Yes,Yes,Fiber Optic,26,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,103.0,4414.3,0.0,0,749.49,5163.79,1,Churned,1,2505,Yes
-Female,24,Yes,No,No,No,0,United States,California,Mount Laguna,91948,"32.830852, -116.444601",32.830852,-116.444601,81,Q3,No,0,12,Offer D,Yes,30.54,Yes,Yes,Fiber Optic,47,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.15,1164.3,0.0,0,366.48,1530.78,2,Churned,1,3682,No
-Male,57,No,No,No,No,0,United States,California,Mount Laguna,91948,"32.830852, -116.444601",32.830852,-116.444601,81,Q3,No,0,24,Offer C,Yes,13.13,Yes,Yes,Fiber Optic,14,No,Yes,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,84.85,2048.8,0.0,80,315.12,2443.92,4,Stayed,0,2941,No
-Female,62,No,No,No,No,0,United States,California,Mount Laguna,91948,"32.830852, -116.444601",32.830852,-116.444601,81,Q3,No,0,59,Offer B,Yes,28.32,Yes,Yes,DSL,9,Yes,No,No,Yes,No,Yes,Yes,No,One Year,No,Bank Withdrawal,68.7,4070.95,0.0,150,1670.88,5891.83,3,Stayed,0,4244,No
-Female,79,No,Yes,No,No,0,United States,California,San Marcos,92078,"33.119028, -117.166036",33.119028,-117.166036,"6,760",Q3,No,0,13,,Yes,4.45,Yes,Yes,Fiber Optic,25,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,82.0,1127.2,0.0,0,57.85,1185.05,2,Churned,1,3363,No
-Female,72,No,Yes,No,No,0,United States,California,San Marcos,92078,"33.119028, -117.166036",33.119028,-117.166036,"6,760",Q3,No,0,1,Offer E,Yes,7.77,Yes,Yes,Fiber Optic,22,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,72.1,72.1,0.0,0,7.77,79.87,4,Joined,0,4432,No
-Female,45,No,No,Yes,Yes,3,United States,California,San Marcos,92078,"33.119028, -117.166036",33.119028,-117.166036,"6,760",Q3,Yes,8,67,Offer A,Yes,17.79,Yes,Yes,Fiber Optic,22,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.65,6717.9,0.0,0,1191.93,7909.83,5,Stayed,0,6383,Yes
-Male,21,Yes,No,Yes,Yes,2,United States,California,San Marcos,92078,"33.119028, -117.166036",33.119028,-117.166036,"6,760",Q3,Yes,2,71,,Yes,9.2,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.35,1847.55,0.0,0,653.2,2500.75,5,Stayed,0,5747,Yes
-Female,72,No,Yes,Yes,No,0,United States,California,San Diego,92104,"32.741499, -117.127409",32.741499,-117.127409,"47,689",Q3,Yes,1,27,,Yes,45.82,No,Yes,Fiber Optic,13,Yes,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,101.25,2754.45,0.0,0,1237.14,3991.59,1,Churned,1,4853,Yes
-Female,41,No,No,No,No,0,United States,California,San Diego,92104,"32.741499, -117.127409",32.741499,-117.127409,"47,689",Q3,No,0,10,Offer D,Yes,12.96,No,Yes,DSL,29,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.25,583.0,0.0,0,129.6,712.6,4,Stayed,0,2253,No
-Male,42,No,No,Yes,No,0,United States,California,San Diego,92104,"32.741499, -117.127409",32.741499,-117.127409,"47,689",Q3,Yes,1,43,,Yes,26.1,Yes,Yes,DSL,17,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,66.25,2907.35,6.41,0,1122.3,4023.24,3,Stayed,0,2168,Yes
-Female,79,No,Yes,No,No,0,United States,California,San Diego,92110,"32.76501, -117.19938",32.76501,-117.19938,"24,169",Q3,No,0,22,,Yes,5.09,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,74.4,1692.6,0.0,0,111.98,1804.58,1,Churned,1,2407,No
-Male,59,No,No,No,Yes,1,United States,California,San Diego,92110,"32.76501, -117.19938",32.76501,-117.19938,"24,169",Q3,No,0,5,Offer E,Yes,12.22,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.2,83.75,0.0,0,61.1,144.85,5,Stayed,0,5169,No
-Male,58,No,No,No,No,0,United States,California,San Diego,92110,"32.76501, -117.19938",32.76501,-117.19938,"24,169",Q3,No,0,4,Offer E,Yes,1.88,No,Yes,DSL,21,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.8,202.3,0.0,0,7.52,209.82,5,Stayed,0,4521,No
-Male,27,Yes,No,Yes,Yes,2,United States,California,San Diego,92110,"32.76501, -117.19938",32.76501,-117.19938,"24,169",Q3,Yes,7,49,,Yes,36.08,Yes,Yes,Fiber Optic,59,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,93.65,4520.15,33.13,0,1767.92,6254.94,3,Stayed,0,5542,Yes
-Female,68,No,Yes,Yes,No,0,United States,California,San Diego,92114,"32.707892, -117.05512",32.707892,-117.05512,"66,838",Q3,Yes,1,18,,Yes,25.27,Yes,Yes,Fiber Optic,15,No,No,No,Yes,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,99.75,1836.25,0.0,0,454.86,2291.11,2,Churned,1,5857,Yes
-Female,69,No,Yes,Yes,Yes,1,United States,California,San Diego,92114,"32.707892, -117.05512",32.707892,-117.05512,"66,838",Q3,Yes,9,24,,Yes,20.78,No,Yes,Fiber Optic,23,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,96.55,2263.45,0.0,0,498.72,2762.17,5,Stayed,0,4309,Yes
-Female,73,No,Yes,Yes,No,0,United States,California,San Diego,92114,"32.707892, -117.05512",32.707892,-117.05512,"66,838",Q3,Yes,1,72,Offer A,Yes,35.04,Yes,Yes,Fiber Optic,22,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Mailed Check,109.75,8075.35,0.0,0,2522.88,10598.23,4,Stayed,0,6010,Yes
-Female,34,No,No,No,No,0,United States,California,San Diego,92114,"32.707892, -117.05512",32.707892,-117.05512,"66,838",Q3,No,0,47,,Yes,44.69,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.55,945.7,0.0,0,2100.43,3046.13,4,Stayed,0,5404,No
-Female,33,No,No,Yes,Yes,1,United States,California,San Diego,92114,"32.707892, -117.05512",32.707892,-117.05512,"66,838",Q3,Yes,6,28,Offer C,Yes,41.41,Yes,Yes,DSL,30,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,49.9,1410.25,0.0,0,1159.48,2569.73,5,Stayed,0,5250,Yes
-Female,77,No,Yes,No,No,0,United States,California,San Diego,92115,"32.762506, -117.07245",32.762506,-117.07245,"56,887",Q3,No,0,56,Offer B,Yes,19.46,Yes,Yes,Fiber Optic,28,No,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,111.95,6418.9,0.0,0,1089.76,7508.66,3,Churned,1,4060,No
-Male,51,No,No,No,No,0,United States,California,San Diego,92115,"32.762506, -117.07245",32.762506,-117.07245,"56,887",Q3,No,0,18,,Yes,26.84,No,Yes,Fiber Optic,20,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.9,1373.05,15.57,0,483.12,1840.6,4,Stayed,0,4668,No
-Male,22,Yes,No,Yes,No,0,United States,California,San Diego,92115,"32.762506, -117.07245",32.762506,-117.07245,"56,887",Q3,Yes,10,22,Offer D,Yes,6.03,No,Yes,DSL,51,Yes,No,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,59.75,1374.35,0.0,0,132.66,1507.01,3,Stayed,0,3947,Yes
-Male,45,No,No,No,Yes,1,United States,California,San Diego,92115,"32.762506, -117.07245",32.762506,-117.07245,"56,887",Q3,No,0,37,,Yes,49.99,No,Yes,Cable,27,Yes,Yes,No,Yes,No,No,No,No,Two Year,No,Credit Card,61.45,2302.35,48.79,110,1849.63,4213.19,3,Stayed,0,5447,No
-Male,68,No,Yes,No,No,0,United States,California,San Diego,92123,"32.808814, -117.134694",32.808814,-117.134694,"25,232",Q3,No,0,16,,No,0.0,No,Yes,DSL,24,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,39.0,679.85,0.0,0,0.0,679.85,1,Churned,1,5692,No
-Male,44,No,No,No,No,0,United States,California,San Diego,92123,"32.808814, -117.134694",32.808814,-117.134694,"25,232",Q3,No,0,24,,No,0.0,No,Yes,Cable,20,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,35.75,830.8,0.0,0,0.0,830.8,3,Stayed,0,5531,No
-Male,57,No,No,No,No,0,United States,California,San Diego,92123,"32.808814, -117.134694",32.808814,-117.134694,"25,232",Q3,No,0,12,Offer D,Yes,49.0,No,Yes,Fiber Optic,23,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,95.7,1184.0,0.0,0,588.0,1772.0,5,Stayed,0,5527,No
-Male,47,No,No,No,No,0,United States,California,San Diego,92123,"32.808814, -117.134694",32.808814,-117.134694,"25,232",Q3,No,0,30,,Yes,32.41,No,Yes,Cable,22,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,70.4,2044.75,0.0,0,972.3,3017.05,3,Stayed,0,3380,No
-Female,41,No,No,Yes,No,0,United States,California,San Diego,92123,"32.808814, -117.134694",32.808814,-117.134694,"25,232",Q3,No,0,55,,Yes,35.38,Yes,Yes,Cable,13,Yes,Yes,No,Yes,No,No,No,No,One Year,Yes,Credit Card,66.05,3462.1,44.53,150,1945.9,5513.47,4,Stayed,0,5501,Yes
-Female,68,No,Yes,No,No,0,United States,California,El Centro,92243,"32.770393, -115.60915",32.770393,-115.60915,"43,712",Q3,No,0,3,,Yes,23.82,Yes,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.05,256.25,0.0,0,71.46,327.71,1,Churned,1,3553,No
-Female,46,No,No,No,No,0,United States,California,El Centro,92243,"32.770393, -115.60915",32.770393,-115.60915,"43,712",Q3,No,0,32,,Yes,43.8,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.75,624.15,0.0,0,1401.6,2025.75,4,Stayed,0,4691,No
-Female,35,No,No,No,No,0,United States,California,El Centro,92243,"32.770393, -115.60915",32.770393,-115.60915,"43,712",Q3,No,0,48,,Yes,10.5,Yes,Yes,Fiber Optic,12,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.85,4946.05,0.0,0,504.0,5450.05,5,Stayed,0,4304,No
-Female,47,No,No,Yes,Yes,2,United States,California,El Centro,92243,"32.770393, -115.60915",32.770393,-115.60915,"43,712",Q3,Yes,8,68,,Yes,20.15,Yes,Yes,DSL,16,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,73.0,5163.0,0.0,0,1370.2,6533.2,4,Stayed,0,4156,Yes
-Female,24,Yes,No,Yes,No,0,United States,California,El Centro,92243,"32.770393, -115.60915",32.770393,-115.60915,"43,712",Q3,Yes,4,26,,No,0.0,No,Yes,DSL,51,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,35.4,978.6,0.0,0,0.0,978.6,3,Stayed,0,2519,Yes
-Female,69,No,Yes,Yes,No,0,United States,California,Los Angeles,90033,"34.050198, -118.210946",34.050198,-118.210946,"49,431",Q3,Yes,3,71,,Yes,47.02,Yes,Yes,Fiber Optic,12,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,96.35,6766.95,0.0,0,3338.42,10105.37,4,Stayed,0,5309,Yes
-Female,63,No,No,No,No,0,United States,California,Los Angeles,90033,"34.050198, -118.210946",34.050198,-118.210946,"49,431",Q3,No,0,41,,Yes,10.43,Yes,Yes,Fiber Optic,22,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,106.3,4443.45,0.0,130,427.63,5001.08,2,Churned,1,5383,No
-Male,64,No,No,Yes,No,0,United States,California,Los Angeles,90033,"34.050198, -118.210946",34.050198,-118.210946,"49,431",Q3,Yes,9,72,,Yes,16.58,Yes,Yes,DSL,30,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,85.25,6083.1,0.0,0,1193.76,7276.86,3,Stayed,0,6275,Yes
-Female,47,No,No,No,No,0,United States,California,Los Angeles,90033,"34.050198, -118.210946",34.050198,-118.210946,"49,431",Q3,No,0,12,Offer D,Yes,21.93,Yes,Yes,Fiber Optic,16,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.55,958.25,0.0,0,263.16,1221.41,3,Stayed,0,3445,No
-Male,37,No,No,No,No,0,United States,California,Los Angeles,90033,"34.050198, -118.210946",34.050198,-118.210946,"49,431",Q3,No,0,57,,Yes,38.73,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.75,1118.8,0.0,0,2207.61,3326.41,3,Stayed,0,6271,No
-Male,79,No,Yes,Yes,No,0,United States,California,Los Angeles,90034,"34.030578, -118.399613",34.030578,-118.399613,"58,218",Q3,Yes,10,2,Offer E,Yes,33.1,No,Yes,Fiber Optic,11,No,No,Yes,No,Yes,Yes,No,No,One Year,Yes,Credit Card,95.5,181.65,0.0,10,66.2,257.85,5,Joined,0,4449,Yes
-Male,60,No,No,Yes,Yes,3,United States,California,Los Angeles,90034,"34.030578, -118.399613",34.030578,-118.399613,"58,218",Q3,Yes,10,23,,Yes,34.04,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.6,426.65,0.0,0,782.92,1209.57,5,Stayed,0,4617,Yes
-Male,37,No,No,No,No,0,United States,California,Los Angeles,90034,"34.030578, -118.399613",34.030578,-118.399613,"58,218",Q3,No,0,12,Offer D,Yes,2.29,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,25.0,316.2,0.0,0,27.48,343.68,4,Stayed,0,4408,No
-Male,24,Yes,No,Yes,No,0,United States,California,Los Angeles,90034,"34.030578, -118.399613",34.030578,-118.399613,"58,218",Q3,Yes,2,71,,Yes,33.61,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.45,1730.65,0.0,0,2386.31,4116.96,3,Stayed,0,4766,Yes
-Male,38,No,No,Yes,Yes,1,United States,California,Los Angeles,90034,"34.030578, -118.399613",34.030578,-118.399613,"58,218",Q3,Yes,2,50,,Yes,36.21,No,Yes,Fiber Optic,22,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.4,5236.4,0.0,0,1810.5,7046.9,5,Stayed,0,5437,Yes
-Male,71,No,Yes,No,No,0,United States,California,Los Angeles,90037,"34.002642, -118.287596",34.002642,-118.287596,"56,709",Q3,No,0,1,Offer E,Yes,11.89,No,Yes,DSL,12,No,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,45.25,45.25,0.0,0,11.89,57.14,3,Joined,0,3144,No
-Female,35,No,No,Yes,No,0,United States,California,Los Angeles,90037,"34.002642, -118.287596",34.002642,-118.287596,"56,709",Q3,Yes,1,26,,Yes,22.33,Yes,Yes,DSL,13,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,60.05,1616.15,0.0,0,580.58,2196.73,2,Churned,1,2039,Yes
-Female,36,No,No,No,No,0,United States,California,Los Angeles,90037,"34.002642, -118.287596",34.002642,-118.287596,"56,709",Q3,No,0,12,Offer D,Yes,17.46,No,Yes,Fiber Optic,9,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.4,1095.65,0.0,0,209.52,1305.17,1,Churned,1,5047,No
-Female,41,No,No,Yes,Yes,1,United States,California,Los Angeles,90037,"34.002642, -118.287596",34.002642,-118.287596,"56,709",Q3,Yes,1,6,,Yes,29.41,No,Yes,DSL,29,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.5,285.2,0.0,0,176.46,461.66,4,Stayed,0,5450,Yes
-Male,28,Yes,No,No,No,0,United States,California,Los Angeles,90037,"34.002642, -118.287596",34.002642,-118.287596,"56,709",Q3,No,0,25,Offer C,Yes,7.55,No,Yes,DSL,71,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,79.0,1902.0,0.0,0,188.75,2090.75,4,Stayed,0,5263,No
-Female,65,No,Yes,Yes,No,0,United States,California,Los Angeles,90062,"34.003553, -118.308933",34.003553,-118.308933,"29,299",Q3,Yes,9,25,,Yes,30.6,Yes,Yes,DSL,2,Yes,No,No,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,69.5,1752.65,0.0,0,765.0,2517.65,4,Stayed,0,3154,Yes
-Male,59,No,No,No,No,0,United States,California,Los Angeles,90062,"34.003553, -118.308933",34.003553,-118.308933,"29,299",Q3,No,0,1,,Yes,40.71,Yes,Yes,Fiber Optic,25,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.75,99.75,0.0,0,40.71,140.46,1,Churned,1,4214,No
-Female,36,No,No,Yes,Yes,1,United States,California,Los Angeles,90062,"34.003553, -118.308933",34.003553,-118.308933,"29,299",Q3,Yes,1,4,,Yes,12.88,Yes,Yes,Cable,22,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.85,239.55,0.0,0,51.52,291.07,1,Churned,1,5386,Yes
-Male,54,No,No,Yes,No,0,United States,California,Los Angeles,90062,"34.003553, -118.308933",34.003553,-118.308933,"29,299",Q3,Yes,1,1,,Yes,2.2,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.15,69.15,0.0,0,2.2,71.35,2,Churned,1,4179,Yes
-Female,43,No,No,No,No,0,United States,California,Los Angeles,90062,"34.003553, -118.308933",34.003553,-118.308933,"29,299",Q3,No,0,6,,Yes,29.09,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.65,116.85,0.0,0,174.54,291.39,5,Stayed,0,3945,No
-Female,72,No,Yes,Yes,No,0,United States,California,Los Angeles,90064,"34.037251, -118.423573",34.037251,-118.423573,"24,505",Q3,Yes,9,60,Offer B,Yes,48.9,No,Yes,Cable,16,Yes,Yes,Yes,Yes,No,Yes,No,Yes,One Year,Yes,Credit Card,74.85,4456.35,0.0,0,2934.0,7390.35,3,Stayed,0,5153,Yes
-Male,41,No,No,No,No,0,United States,California,Los Angeles,90064,"34.037251, -118.423573",34.037251,-118.423573,"24,505",Q3,No,0,69,Offer A,Yes,49.35,Yes,Yes,Fiber Optic,30,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,97.65,6743.55,0.0,0,3405.15,10148.7,3,Stayed,0,5709,No
-Male,53,No,No,No,No,0,United States,California,Los Angeles,90064,"34.037251, -118.423573",34.037251,-118.423573,"24,505",Q3,No,0,27,,Yes,15.09,No,Yes,Cable,28,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,53.45,1461.45,0.0,0,407.43,1868.88,3,Stayed,0,2191,No
-Female,60,No,No,No,No,0,United States,California,Los Angeles,90064,"34.037251, -118.423573",34.037251,-118.423573,"24,505",Q3,No,0,61,,Yes,19.58,Yes,Yes,DSL,22,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,88.65,5321.25,0.0,0,1194.38,6515.63,4,Stayed,0,4730,No
-Female,57,No,No,No,No,0,United States,California,Los Angeles,90064,"34.037251, -118.423573",34.037251,-118.423573,"24,505",Q3,No,0,47,Offer B,No,0.0,No,Yes,DSL,3,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Credit Card,39.65,1798.65,0.0,0,0.0,1798.65,4,Stayed,0,4670,No
-Male,77,No,Yes,Yes,No,0,United States,California,Los Angeles,90067,"34.057496, -118.413959",34.057496,-118.413959,"2,527",Q3,Yes,3,66,,Yes,21.79,Yes,Yes,Fiber Optic,9,No,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,108.45,7076.35,0.0,0,1438.14,8514.49,5,Stayed,0,4582,Yes
-Male,69,No,Yes,No,No,0,United States,California,Los Angeles,90067,"34.057496, -118.413959",34.057496,-118.413959,"2,527",Q3,No,0,30,,Yes,19.92,Yes,Yes,DSL,30,No,No,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,69.1,2093.9,21.08,0,597.6,2670.42,3,Stayed,0,3415,No
-Female,68,No,Yes,No,No,0,United States,California,Los Angeles,90067,"34.057496, -118.413959",34.057496,-118.413959,"2,527",Q3,No,0,64,,Yes,27.7,Yes,Yes,DSL,21,No,Yes,Yes,Yes,No,Yes,No,Yes,Two Year,No,Credit Card,74.65,4869.35,47.04,0,1772.8,6595.11,4,Stayed,0,5113,No
-Male,78,No,Yes,No,No,0,United States,California,Los Angeles,90067,"34.057496, -118.413959",34.057496,-118.413959,"2,527",Q3,No,0,23,,No,0.0,No,Yes,Cable,2,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,34.65,768.45,0.0,0,0.0,768.45,4,Stayed,0,2307,No
-Male,44,No,No,Yes,Yes,3,United States,California,Los Angeles,90067,"34.057496, -118.413959",34.057496,-118.413959,"2,527",Q3,Yes,5,43,Offer B,No,0.0,No,Yes,Cable,53,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,29.3,1224.05,0.0,0,0.0,1224.05,3,Stayed,0,4741,Yes
-Male,71,No,Yes,Yes,No,0,United States,California,Downey,90241,"33.940884, -118.128628",33.940884,-118.128628,"40,152",Q3,Yes,9,64,Offer B,Yes,16.33,Yes,Yes,Fiber Optic,10,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,111.6,7099.0,0.0,0,1045.12,8144.12,4,Stayed,0,4881,Yes
-Female,47,No,No,No,No,0,United States,California,Downey,90241,"33.940884, -118.128628",33.940884,-118.128628,"40,152",Q3,No,0,48,,Yes,29.54,No,Yes,Fiber Optic,29,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,95.5,4627.85,0.0,0,1417.92,6045.77,2,Churned,1,2459,No
-Female,51,No,No,Yes,No,0,United States,California,Downey,90241,"33.940884, -118.128628",33.940884,-118.128628,"40,152",Q3,Yes,5,3,,Yes,2.97,Yes,Yes,Fiber Optic,7,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,94.9,273.2,0.0,0,8.91,282.11,5,Joined,0,2330,Yes
-Female,58,No,No,Yes,Yes,2,United States,California,Downey,90241,"33.940884, -118.128628",33.940884,-118.128628,"40,152",Q3,Yes,6,1,,Yes,48.79,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.4,19.4,0.0,0,48.79,68.19,5,Joined,0,3160,Yes
-Female,19,Yes,No,No,No,0,United States,California,Downey,90241,"33.940884, -118.128628",33.940884,-118.128628,"40,152",Q3,No,0,72,,Yes,41.91,No,Yes,Fiber Optic,73,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.9,7624.2,0.0,0,3017.52,10641.72,4,Stayed,0,5234,No
-Female,73,No,Yes,No,No,0,United States,California,Gardena,90247,"33.890853, -118.297967",33.890853,-118.297967,"47,758",Q3,No,0,56,,Yes,47.13,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,No,Yes,Yes,No,Yes,One Year,No,Bank Withdrawal,110.5,6139.5,0.0,0,2639.28,8778.78,4,Stayed,0,4463,No
-Male,39,No,No,No,No,0,United States,California,Gardena,90247,"33.890853, -118.297967",33.890853,-118.297967,"47,758",Q3,No,0,31,,Yes,6.4,Yes,Yes,Cable,24,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71.05,2168.15,0.0,0,198.4,2366.55,4,Stayed,0,4443,No
-Female,34,No,No,No,No,0,United States,California,Gardena,90247,"33.890853, -118.297967",33.890853,-118.297967,"47,758",Q3,No,0,2,,Yes,49.91,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.3,44.4,0.0,0,99.82,144.22,3,Joined,0,3009,No
-Male,33,No,No,Yes,Yes,1,United States,California,Gardena,90247,"33.890853, -118.297967",33.890853,-118.297967,"47,758",Q3,Yes,1,9,,Yes,36.94,No,Yes,Fiber Optic,16,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.5,906.85,0.0,0,332.46,1239.31,3,Stayed,0,2757,Yes
-Male,63,No,No,No,No,0,United States,California,Gardena,90247,"33.890853, -118.297967",33.890853,-118.297967,"47,758",Q3,No,0,43,Offer B,No,0.0,No,Yes,DSL,11,No,No,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,44.15,1931.3,0.0,0,0.0,1931.3,4,Stayed,0,2522,No
-Male,80,No,Yes,No,No,0,United States,California,Hawthorne,90250,"33.914775, -118.348083",33.914775,-118.348083,"93,315",Q3,No,0,30,,Yes,38.61,No,Yes,DSL,5,Yes,Yes,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,74.75,2111.3,0.0,0,1158.3,3269.6,4,Stayed,0,3033,No
-Female,75,No,Yes,Yes,Yes,2,United States,California,Hawthorne,90250,"33.914775, -118.348083",33.914775,-118.348083,"93,315",Q3,No,0,48,,No,0.0,No,Yes,DSL,19,No,Yes,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,29.9,1388.75,0.0,0,0.0,1388.75,5,Stayed,0,2617,Yes
-Male,50,No,No,No,No,0,United States,California,Hawthorne,90250,"33.914775, -118.348083",33.914775,-118.348083,"93,315",Q3,No,0,1,,Yes,22.05,Yes,Yes,Cable,28,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.85,59.85,0.0,0,22.05,81.9,2,Churned,1,4017,No
-Male,53,No,No,Yes,Yes,3,United States,California,Hawthorne,90250,"33.914775, -118.348083",33.914775,-118.348083,"93,315",Q3,Yes,4,72,Offer A,Yes,36.82,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.55,1867.7,0.0,0,2651.04,4518.74,4,Stayed,0,6425,Yes
-Male,53,No,No,Yes,No,0,United States,California,Hawthorne,90250,"33.914775, -118.348083",33.914775,-118.348083,"93,315",Q3,Yes,6,72,,Yes,22.95,Yes,Yes,Fiber Optic,17,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,109.75,7758.9,0.0,0,1652.4,9411.3,3,Stayed,0,5791,Yes
-Male,79,No,Yes,No,No,0,United States,California,Redondo Beach,90278,"33.873395, -118.37019",33.873395,-118.37019,"37,322",Q3,No,0,1,,Yes,27.65,No,Yes,Fiber Optic,2,No,No,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,74.7,74.7,0.0,0,27.65,102.35,5,Joined,0,4182,No
-Male,19,Yes,No,Yes,No,0,United States,California,Redondo Beach,90278,"33.873395, -118.37019",33.873395,-118.37019,"37,322",Q3,Yes,9,67,Offer A,Yes,3.28,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.85,1583.5,0.0,0,219.76,1803.26,4,Stayed,0,4833,Yes
-Male,44,No,No,No,No,0,United States,California,Redondo Beach,90278,"33.873395, -118.37019",33.873395,-118.37019,"37,322",Q3,No,0,62,,Yes,18.9,Yes,Yes,Fiber Optic,2,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,90.7,5586.45,0.0,0,1171.8,6758.25,3,Stayed,0,5496,No
-Male,43,No,No,No,No,0,United States,California,Redondo Beach,90278,"33.873395, -118.37019",33.873395,-118.37019,"37,322",Q3,No,0,39,Offer C,Yes,8.69,Yes,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,73.15,2730.85,0.0,0,338.91,3069.76,5,Stayed,0,3271,No
-Female,44,No,No,No,No,0,United States,California,Redondo Beach,90278,"33.873395, -118.37019",33.873395,-118.37019,"37,322",Q3,No,0,54,Offer B,Yes,10.83,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.5,1035.7,0.0,0,584.82,1620.52,5,Stayed,0,5946,No
-Female,65,No,Yes,Yes,No,0,United States,California,Santa Monica,90402,"34.035849, -118.503508",34.035849,-118.503508,"11,509",Q3,No,0,66,Offer A,No,0.0,No,Yes,Cable,9,No,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,45.55,3027.25,0.0,0,0.0,3027.25,5,Stayed,0,6238,Yes
-Female,65,No,Yes,Yes,No,0,United States,California,Santa Monica,90402,"34.035849, -118.503508",34.035849,-118.503508,"11,509",Q3,Yes,7,67,,Yes,49.94,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.05,1263.05,43.66,0,3345.98,4565.37,5,Stayed,0,4934,Yes
-Female,54,No,No,No,No,0,United States,California,Santa Monica,90402,"34.035849, -118.503508",34.035849,-118.503508,"11,509",Q3,No,0,36,,Yes,13.35,Yes,Yes,Fiber Optic,7,No,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,99.15,3615.6,0.0,30,480.6,4126.2,1,Churned,1,4188,No
-Female,59,No,No,No,No,0,United States,California,Santa Monica,90402,"34.035849, -118.503508",34.035849,-118.503508,"11,509",Q3,No,0,12,Offer D,Yes,37.63,No,Yes,DSL,26,No,Yes,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,54.3,654.5,0.0,130,451.56,1236.06,3,Stayed,0,3854,No
-Female,52,No,No,Yes,Yes,3,United States,California,Santa Monica,90402,"34.035849, -118.503508",34.035849,-118.503508,"11,509",Q3,Yes,7,49,Offer B,Yes,27.38,Yes,Yes,Fiber Optic,57,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.35,4889.2,0.0,0,1341.62,6230.82,5,Stayed,0,4325,Yes
-Male,73,No,Yes,No,No,0,United States,California,Artesia,90701,"33.867593, -118.080637",33.867593,-118.080637,"16,398",Q3,No,0,71,Offer A,No,0.0,No,Yes,DSL,20,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,56.45,3985.35,0.0,0,0.0,3985.35,3,Stayed,0,5372,No
-Male,80,No,Yes,Yes,No,0,United States,California,Artesia,90701,"33.867593, -118.080637",33.867593,-118.080637,"16,398",Q3,Yes,2,60,,Yes,22.95,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.35,6339.45,41.23,0,1377.0,7675.22,4,Stayed,0,4040,Yes
-Male,30,No,No,No,No,0,United States,California,Artesia,90701,"33.867593, -118.080637",33.867593,-118.080637,"16,398",Q3,No,0,61,Offer B,Yes,42.4,Yes,Yes,Fiber Optic,71,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,107.75,6521.9,0.0,0,2586.4,9108.3,3,Stayed,0,5364,No
-Male,25,Yes,No,No,No,0,United States,California,Artesia,90701,"33.867593, -118.080637",33.867593,-118.080637,"16,398",Q3,No,0,39,Offer C,No,0.0,No,Yes,Cable,26,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,40.6,1494.5,0.0,0,0.0,1494.5,5,Stayed,0,4436,No
-Female,64,No,No,Yes,No,0,United States,California,Artesia,90701,"33.867593, -118.080637",33.867593,-118.080637,"16,398",Q3,Yes,8,63,,Yes,10.67,Yes,Yes,Fiber Optic,23,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.25,6841.4,0.0,0,672.21,7513.61,4,Stayed,0,5700,Yes
-Male,66,No,Yes,Yes,No,0,United States,California,Sunset Beach,90742,"33.719221, -118.073596",33.719221,-118.073596,"1,107",Q3,Yes,7,71,Offer A,Yes,30.72,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,23.95,1756.2,0.0,0,2181.12,3937.32,3,Stayed,0,4329,Yes
-Male,44,No,No,Yes,Yes,1,United States,California,Sunset Beach,90742,"33.719221, -118.073596",33.719221,-118.073596,"1,107",Q3,Yes,4,4,,Yes,27.24,No,Yes,DSL,21,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,61.45,229.55,0.0,0,108.96,338.51,2,Churned,1,2131,Yes
-Female,53,No,No,No,No,0,United States,California,Sunset Beach,90742,"33.719221, -118.073596",33.719221,-118.073596,"1,107",Q3,No,0,1,Offer E,Yes,26.06,No,Yes,Fiber Optic,3,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.3,75.3,0.0,0,26.06,101.36,1,Churned,1,2176,No
-Female,20,Yes,No,Yes,No,0,United States,California,Sunset Beach,90742,"33.719221, -118.073596",33.719221,-118.073596,"1,107",Q3,Yes,5,23,Offer D,Yes,14.53,Yes,Yes,Cable,48,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,73.65,1642.75,0.0,0,334.19,1976.94,5,Stayed,0,2590,Yes
-Female,58,No,No,No,No,0,United States,California,Sunset Beach,90742,"33.719221, -118.073596",33.719221,-118.073596,"1,107",Q3,No,0,12,Offer D,No,0.0,No,Yes,DSL,7,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,49.85,552.1,0.0,0,0.0,552.1,3,Stayed,0,3100,No
-Female,77,No,Yes,Yes,No,0,United States,California,Baldwin Park,91706,"34.098275, -117.967399",34.098275,-117.967399,"76,890",Q3,Yes,2,65,,Yes,38.32,No,Yes,Fiber Optic,25,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,94.4,6126.15,0.0,0,2490.8,8616.95,4,Stayed,0,5348,Yes
-Male,65,No,Yes,Yes,No,0,United States,California,Baldwin Park,91706,"34.098275, -117.967399",34.098275,-117.967399,"76,890",Q3,Yes,7,70,,Yes,12.07,Yes,Yes,DSL,17,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,90.05,6333.4,0.0,0,844.9,7178.3,3,Stayed,0,4666,Yes
-Male,62,No,No,No,No,0,United States,California,Baldwin Park,91706,"34.098275, -117.967399",34.098275,-117.967399,"76,890",Q3,No,0,68,,Yes,11.5,Yes,Yes,DSL,29,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,86.5,5882.75,0.0,0,782.0,6664.75,4,Stayed,0,4280,No
-Female,19,Yes,No,No,No,0,United States,California,Baldwin Park,91706,"34.098275, -117.967399",34.098275,-117.967399,"76,890",Q3,No,0,51,Offer B,Yes,43.79,Yes,Yes,Fiber Optic,82,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,111.5,5703.25,0.0,0,2233.29,7936.54,4,Stayed,0,4363,No
-Male,32,No,No,Yes,Yes,2,United States,California,Baldwin Park,91706,"34.098275, -117.967399",34.098275,-117.967399,"76,890",Q3,Yes,1,38,,Yes,25.84,Yes,Yes,Fiber Optic,19,No,No,Yes,Yes,Yes,No,No,No,Two Year,Yes,Bank Withdrawal,94.9,3616.25,0.0,0,981.92,4598.17,3,Stayed,0,2436,Yes
-Female,68,No,Yes,No,No,0,United States,California,Chino Hills,91709,"33.942895, -117.725644",33.942895,-117.725644,"66,754",Q3,No,0,13,,Yes,10.51,No,Yes,DSL,20,No,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,54.8,731.3,0.0,0,136.63,867.93,4,Stayed,0,5557,No
-Male,51,No,No,No,No,0,United States,California,Chino Hills,91709,"33.942895, -117.725644",33.942895,-117.725644,"66,754",Q3,No,0,38,,Yes,28.0,Yes,Yes,DSL,22,Yes,Yes,Yes,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,69.95,2657.55,0.0,90,1064.0,3811.55,3,Stayed,0,5858,No
-Male,47,No,No,No,No,0,United States,California,Chino Hills,91709,"33.942895, -117.725644",33.942895,-117.725644,"66,754",Q3,No,0,71,,Yes,16.57,Yes,Yes,Fiber Optic,5,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,97.65,6687.85,0.0,0,1176.47,7864.32,3,Stayed,0,5319,No
-Female,47,No,No,Yes,Yes,1,United States,California,Chino Hills,91709,"33.942895, -117.725644",33.942895,-117.725644,"66,754",Q3,Yes,2,70,Offer A,Yes,5.93,Yes,Yes,Fiber Optic,19,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.5,7397.0,0.0,0,415.1,7812.1,5,Stayed,0,6319,Yes
-Male,41,No,No,Yes,Yes,3,United States,California,Chino Hills,91709,"33.942895, -117.725644",33.942895,-117.725644,"66,754",Q3,Yes,1,44,,Yes,37.68,No,Yes,DSL,24,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,61.9,2924.05,0.0,0,1657.92,4581.97,4,Stayed,0,4388,Yes
-Female,69,No,Yes,Yes,No,0,United States,California,Hacienda Heights,91745,"33.998471, -117.973758",33.998471,-117.973758,"53,686",Q3,Yes,5,29,,No,0.0,No,Yes,Cable,23,Yes,No,Yes,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,45.0,1228.65,0.0,0,0.0,1228.65,3,Stayed,0,3094,Yes
-Male,69,No,Yes,No,No,0,United States,California,Hacienda Heights,91745,"33.998471, -117.973758",33.998471,-117.973758,"53,686",Q3,No,0,30,,Yes,4.04,Yes,Yes,Fiber Optic,14,Yes,No,No,No,No,Yes,No,Yes,Two Year,Yes,Credit Card,90.5,2595.85,0.0,0,121.2,2717.05,3,Stayed,0,5983,No
-Female,24,Yes,No,Yes,No,0,United States,California,Hacienda Heights,91745,"33.998471, -117.973758",33.998471,-117.973758,"53,686",Q3,Yes,1,8,,Yes,11.35,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.15,156.25,0.0,0,90.8,247.05,3,Churned,1,4785,Yes
-Female,57,No,No,Yes,Yes,1,United States,California,Hacienda Heights,91745,"33.998471, -117.973758",33.998471,-117.973758,"53,686",Q3,Yes,1,72,,Yes,6.41,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,106.1,7657.4,0.0,0,461.52,8118.92,4,Stayed,0,5146,Yes
-Male,32,No,No,No,No,0,United States,California,Hacienda Heights,91745,"33.998471, -117.973758",33.998471,-117.973758,"53,686",Q3,No,0,67,Offer A,Yes,15.32,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.95,1311.75,0.0,0,1026.44,2338.19,5,Stayed,0,6212,No
-Male,79,No,Yes,Yes,No,0,United States,California,La Verne,91750,"34.144703, -117.770299",34.144703,-117.770299,"35,530",Q3,Yes,1,57,,Yes,36.66,Yes,Yes,Fiber Optic,9,No,Yes,No,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,89.85,4925.35,0.0,0,2089.62,7014.97,5,Stayed,0,4429,Yes
-Female,20,Yes,No,No,No,0,United States,California,La Verne,91750,"34.144703, -117.770299",34.144703,-117.770299,"35,530",Q3,No,0,3,,Yes,40.99,Yes,Yes,Cable,48,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,64.6,174.2,0.0,0,122.97,297.17,5,Joined,0,5277,No
-Female,55,No,No,No,Yes,2,United States,California,La Verne,91750,"34.144703, -117.770299",34.144703,-117.770299,"35,530",Q3,No,0,53,,Yes,14.54,Yes,Yes,Cable,18,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,84.6,4449.75,0.0,0,770.62,5220.37,5,Stayed,0,4733,No
-Male,38,No,No,Yes,Yes,2,United States,California,La Verne,91750,"34.144703, -117.770299",34.144703,-117.770299,"35,530",Q3,Yes,5,10,Offer E,Yes,46.23,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.7,197.54,0.0,0,462.3,659.84,5,Stayed,0,4890,Yes
-Male,39,No,No,No,No,0,United States,California,La Verne,91750,"34.144703, -117.770299",34.144703,-117.770299,"35,530",Q3,No,0,49,Offer B,Yes,23.82,Yes,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.6,3720.35,0.0,0,1167.18,4887.53,5,Stayed,0,4516,No
-Female,67,No,Yes,No,No,0,United States,California,Ontario,91761,"34.035602, -117.591528",34.035602,-117.591528,"56,280",Q3,No,0,19,,Yes,7.95,No,Yes,Fiber Optic,12,Yes,Yes,No,Yes,Yes,Yes,No,No,One Year,Yes,Mailed Check,105.0,2007.25,0.0,20,151.05,2178.3,3,Stayed,0,3524,No
-Male,50,No,No,No,No,0,United States,California,Ontario,91761,"34.035602, -117.591528",34.035602,-117.591528,"56,280",Q3,No,0,1,Offer E,Yes,6.95,No,Yes,DSL,11,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.9,50.9,0.0,0,6.95,57.85,1,Churned,1,5111,No
-Female,61,No,No,No,No,0,United States,California,Ontario,91761,"34.035602, -117.591528",34.035602,-117.591528,"56,280",Q3,No,0,35,,Yes,2.15,No,Yes,DSL,7,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,62.1,2096.1,0.0,0,75.25,2171.35,4,Stayed,0,5315,No
-Male,48,No,No,Yes,No,0,United States,California,Ontario,91761,"34.035602, -117.591528",34.035602,-117.591528,"56,280",Q3,Yes,2,61,Offer B,Yes,11.53,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.45,1538.6,0.0,0,703.33,2241.93,4,Stayed,0,6015,Yes
-Female,41,No,No,Yes,No,0,United States,California,Ontario,91761,"34.035602, -117.591528",34.035602,-117.591528,"56,280",Q3,Yes,8,64,Offer B,Yes,19.98,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.45,1208.6,0.0,0,1278.72,2487.32,3,Stayed,0,5628,Yes
-Male,79,No,Yes,Yes,No,0,United States,California,San Gabriel,91775,"34.114772, -118.089431",34.114772,-118.089431,"23,444",Q3,Yes,5,21,,Yes,42.95,No,Yes,DSL,30,Yes,Yes,No,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,64.95,1339.8,0.0,0,901.95,2241.75,4,Stayed,0,4604,Yes
-Male,27,Yes,No,No,Yes,1,United States,California,San Gabriel,91775,"34.114772, -118.089431",34.114772,-118.089431,"23,444",Q3,No,0,12,Offer D,Yes,14.96,Yes,Yes,Fiber Optic,59,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,73.75,871.4,0.0,0,179.52,1050.92,3,Churned,1,2010,No
-Male,19,Yes,No,Yes,Yes,3,United States,California,San Gabriel,91775,"34.114772, -118.089431",34.114772,-118.089431,"23,444",Q3,Yes,1,1,,Yes,36.32,No,Yes,Fiber Optic,85,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,81.05,81.05,0.0,0,36.32,117.37,5,Joined,0,4396,Yes
-Male,22,Yes,No,Yes,Yes,2,United States,California,San Gabriel,91775,"34.114772, -118.089431",34.114772,-118.089431,"23,444",Q3,Yes,9,63,,Yes,42.17,No,Yes,DSL,73,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,74.5,4674.55,0.0,0,2656.71,7331.26,4,Stayed,0,6382,Yes
-Female,77,No,Yes,No,No,0,United States,California,Chula Vista,91911,"32.607964, -117.059459",32.607964,-117.059459,"71,126",Q3,No,0,6,Offer E,Yes,8.06,No,Yes,Fiber Optic,19,No,No,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,89.35,567.8,0.0,0,48.36,616.16,3,Stayed,0,2578,No
-Female,60,No,No,Yes,Yes,1,United States,California,Chula Vista,91911,"32.607964, -117.059459",32.607964,-117.059459,"71,126",Q3,Yes,8,71,,Yes,11.13,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.5,1500.95,0.0,0,790.23,2291.18,4,Stayed,0,4941,Yes
-Male,51,No,No,Yes,No,0,United States,California,Chula Vista,91911,"32.607964, -117.059459",32.607964,-117.059459,"71,126",Q3,Yes,7,25,,Yes,3.81,No,Yes,Fiber Optic,8,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,95.7,2338.35,0.0,0,95.25,2433.6,5,Stayed,0,4535,Yes
-Male,20,Yes,No,No,Yes,3,United States,California,Chula Vista,91911,"32.607964, -117.059459",32.607964,-117.059459,"71,126",Q3,No,0,72,,No,0.0,No,Yes,Cable,71,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,67.2,4671.7,0.0,0,0.0,4671.7,3,Stayed,0,5592,No
-Female,37,No,No,No,No,0,United States,California,Chula Vista,91911,"32.607964, -117.059459",32.607964,-117.059459,"71,126",Q3,No,0,30,Offer C,Yes,22.64,Yes,Yes,DSL,18,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,68.95,2038.7,0.0,0,679.2,2717.9,5,Stayed,0,4403,No
-Male,73,No,Yes,Yes,No,0,United States,California,Descanso,91916,"32.912664, -116.635387",32.912664,-116.635387,"1,587",Q3,Yes,4,35,,Yes,2.12,Yes,Yes,Fiber Optic,3,No,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,100.8,3437.5,0.0,0,74.2,3511.7,5,Stayed,0,3318,Yes
-Male,79,No,Yes,No,No,0,United States,California,Descanso,91916,"32.912664, -116.635387",32.912664,-116.635387,"1,587",Q3,No,0,35,,Yes,3.04,No,Yes,DSL,18,No,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,73.0,2471.25,0.0,0,106.4,2577.65,4,Stayed,0,2715,No
-Male,32,No,No,Yes,Yes,3,United States,California,Descanso,91916,"32.912664, -116.635387",32.912664,-116.635387,"1,587",Q3,Yes,10,67,,Yes,11.31,Yes,Yes,Fiber Optic,57,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,104.6,6885.75,0.0,0,757.77,7643.52,3,Stayed,0,4743,Yes
-Female,31,No,No,Yes,Yes,1,United States,California,Descanso,91916,"32.912664, -116.635387",32.912664,-116.635387,"1,587",Q3,Yes,4,55,Offer B,Yes,31.3,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.0,1087.25,0.0,0,1721.5,2808.75,4,Stayed,0,4277,Yes
-Male,61,No,No,No,Yes,1,United States,California,Descanso,91916,"32.912664, -116.635387",32.912664,-116.635387,"1,587",Q3,No,0,30,Offer C,No,0.0,No,Yes,DSL,17,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,44.5,1307.8,0.0,0,0.0,1307.8,4,Stayed,0,5833,No
-Male,71,No,Yes,Yes,Yes,1,United States,California,Pine Valley,91962,"32.800671, -116.483363",32.800671,-116.483363,"1,604",Q3,Yes,9,38,,Yes,28.3,Yes,Yes,Fiber Optic,27,No,Yes,No,No,Yes,Yes,No,Yes,One Year,No,Bank Withdrawal,101.15,3741.85,0.0,0,1075.4,4817.25,5,Stayed,0,4036,Yes
-Male,69,No,Yes,Yes,No,0,United States,California,Pine Valley,91962,"32.800671, -116.483363",32.800671,-116.483363,"1,604",Q3,Yes,7,69,,No,0.0,No,Yes,DSL,13,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,29.8,2134.3,0.0,0,0.0,2134.3,3,Stayed,0,5681,Yes
-Female,21,Yes,No,Yes,Yes,1,United States,California,Pine Valley,91962,"32.800671, -116.483363",32.800671,-116.483363,"1,604",Q3,Yes,6,33,Offer C,Yes,11.01,Yes,Yes,Fiber Optic,73,No,Yes,Yes,Yes,No,No,Yes,Yes,Month-to-Month,No,Credit Card,88.6,2888.7,0.0,0,363.33,3252.03,3,Stayed,0,3648,Yes
-Male,28,Yes,No,No,No,0,United States,California,Pine Valley,91962,"32.800671, -116.483363",32.800671,-116.483363,"1,604",Q3,No,0,21,Offer D,Yes,28.54,Yes,Yes,Fiber Optic,42,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,73.7,1558.7,0.0,0,599.34,2158.04,5,Stayed,0,2071,No
-Male,48,No,No,No,Yes,2,United States,California,Pine Valley,91962,"32.800671, -116.483363",32.800671,-116.483363,"1,604",Q3,No,0,44,Offer B,Yes,14.37,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.55,819.95,0.0,0,632.28,1452.23,3,Stayed,0,5860,No
-Female,75,No,Yes,Yes,Yes,3,United States,California,Julian,92036,"32.980678, -116.262854",32.980678,-116.262854,"3,577",Q3,Yes,3,28,,No,0.0,No,Yes,DSL,58,No,No,No,No,Yes,No,No,No,One Year,Yes,Bank Withdrawal,35.9,973.65,0.0,40,0.0,1013.65,5,Stayed,0,5444,Yes
-Male,57,No,No,Yes,Yes,1,United States,California,Julian,92036,"32.980678, -116.262854",32.980678,-116.262854,"3,577",Q3,Yes,1,5,,Yes,11.54,Yes,Yes,Fiber Optic,19,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.15,385.0,0.0,0,57.7,442.7,1,Churned,1,5124,Yes
-Male,35,No,No,No,No,0,United States,California,Julian,92036,"32.980678, -116.262854",32.980678,-116.262854,"3,577",Q3,No,0,10,,Yes,26.43,Yes,Yes,Fiber Optic,13,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.25,1021.55,0.0,0,264.3,1285.85,3,Stayed,0,4810,No
-Female,24,Yes,No,Yes,No,0,United States,California,Julian,92036,"32.980678, -116.262854",32.980678,-116.262854,"3,577",Q3,Yes,2,24,,Yes,44.93,Yes,Yes,Fiber Optic,82,No,No,Yes,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,79.65,1928.7,0.0,0,1078.32,3007.02,4,Stayed,0,3816,Yes
-Female,79,No,Yes,No,No,0,United States,California,La Jolla,92037,"32.853743, -117.25034",32.853743,-117.25034,"42,617",Q3,No,0,17,Offer D,Yes,1.06,Yes,Yes,Fiber Optic,25,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,82.65,1470.05,0.0,0,18.02,1488.07,4,Stayed,0,3754,No
-Female,68,No,Yes,No,No,0,United States,California,La Jolla,92037,"32.853743, -117.25034",32.853743,-117.25034,"42,617",Q3,No,0,1,,Yes,17.6,No,Yes,Fiber Optic,2,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,71.25,71.25,0.0,10,17.6,98.85,4,Joined,0,5033,No
-Female,48,No,No,Yes,No,0,United States,California,La Jolla,92037,"32.853743, -117.25034",32.853743,-117.25034,"42,617",Q3,Yes,8,71,,Yes,43.61,No,Yes,Cable,27,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,80.7,5705.05,0.0,0,3096.31,8801.36,5,Stayed,0,5617,Yes
-Female,62,No,No,No,No,0,United States,California,La Jolla,92037,"32.853743, -117.25034",32.853743,-117.25034,"42,617",Q3,No,0,28,Offer C,No,0.0,No,Yes,DSL,2,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,35.75,961.4,0.0,0,0.0,961.4,4,Stayed,0,2431,No
-Female,69,No,Yes,No,No,0,United States,California,Rancho Santa Fe,92067,"33.012751, -117.200617",33.012751,-117.200617,"7,615",Q3,No,0,32,,Yes,19.92,No,Yes,DSL,14,No,Yes,No,Yes,No,No,No,No,One Year,No,Bank Withdrawal,54.65,1830.1,0.0,10,637.44,2477.54,5,Stayed,0,4045,No
-Female,60,No,No,No,No,0,United States,California,Rancho Santa Fe,92067,"33.012751, -117.200617",33.012751,-117.200617,"7,615",Q3,No,0,17,,Yes,22.61,No,Yes,Fiber Optic,19,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.55,1329.15,0.0,0,384.37,1713.52,5,Stayed,0,5564,No
-Male,52,No,No,No,Yes,3,United States,California,Rancho Santa Fe,92067,"33.012751, -117.200617",33.012751,-117.200617,"7,615",Q3,No,0,39,,Yes,49.95,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.0,1004.35,0.0,0,1948.05,2952.4,4,Stayed,0,4295,No
-Female,44,No,No,No,No,0,United States,California,Rancho Santa Fe,92067,"33.012751, -117.200617",33.012751,-117.200617,"7,615",Q3,No,0,57,,No,0.0,No,Yes,DSL,24,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,41.1,2258.25,0.0,0,0.0,2258.25,4,Stayed,0,5281,No
-Female,32,No,No,No,No,0,United States,California,Rancho Santa Fe,92067,"33.012751, -117.200617",33.012751,-117.200617,"7,615",Q3,No,0,47,Offer B,Yes,2.45,No,Yes,Fiber Optic,13,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.7,4730.6,0.0,0,115.15,4845.75,4,Stayed,0,4543,No
-Female,69,No,Yes,Yes,No,0,United States,California,Warner Springs,92086,"33.323705, -116.626907",33.323705,-116.626907,"1,205",Q3,Yes,9,64,,Yes,3.76,No,Yes,Fiber Optic,11,Yes,Yes,Yes,No,No,Yes,No,Yes,One Year,No,Bank Withdrawal,97.0,6430.9,0.0,0,240.64,6671.54,3,Stayed,0,4053,Yes
-Female,30,No,No,No,No,0,United States,California,Warner Springs,92086,"33.323705, -116.626907",33.323705,-116.626907,"1,205",Q3,No,0,5,Offer E,Yes,3.37,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.15,117.95,0.0,0,16.85,134.8,4,Stayed,0,5020,No
-Male,47,No,No,Yes,No,0,United States,California,Warner Springs,92086,"33.323705, -116.626907",33.323705,-116.626907,"1,205",Q3,Yes,5,38,,No,0.0,No,Yes,Cable,25,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,60.0,2193.2,0.0,0,0.0,2193.2,3,Stayed,0,2187,Yes
-Female,42,No,No,Yes,No,0,United States,California,Warner Springs,92086,"33.323705, -116.626907",33.323705,-116.626907,"1,205",Q3,Yes,1,43,,Yes,38.53,No,Yes,DSL,27,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,78.8,3460.3,24.9,0,1656.79,5092.19,4,Stayed,0,3972,Yes
-Male,25,Yes,No,No,No,0,United States,California,Warner Springs,92086,"33.323705, -116.626907",33.323705,-116.626907,"1,205",Q3,No,0,9,,Yes,46.34,No,Yes,Fiber Optic,59,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,86.25,770.5,0.0,0,417.06,1187.56,5,Stayed,0,4754,No
-Female,72,No,Yes,No,No,0,United States,California,San Diego,92102,"32.716007, -117.117462",32.716007,-117.117462,"47,140",Q3,No,0,7,,Yes,16.36,No,Yes,Fiber Optic,28,No,No,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,89.15,574.35,0.0,0,114.52,688.87,5,Stayed,0,2415,No
-Male,74,No,Yes,Yes,No,0,United States,California,San Diego,92102,"32.716007, -117.117462",32.716007,-117.117462,"47,140",Q3,Yes,4,49,,Yes,1.67,No,Yes,DSL,15,No,Yes,No,No,No,No,No,Yes,Two Year,No,Credit Card,49.8,2398.4,0.0,0,81.83,2480.23,3,Stayed,0,4306,Yes
-Female,66,No,Yes,Yes,No,0,United States,California,San Diego,92102,"32.716007, -117.117462",32.716007,-117.117462,"47,140",Q3,Yes,3,42,,Yes,22.89,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.55,3930.6,0.0,0,961.38,4891.98,3,Stayed,0,4121,Yes
-Female,46,No,No,No,No,0,United States,California,San Diego,92102,"32.716007, -117.117462",32.716007,-117.117462,"47,140",Q3,No,0,69,Offer A,Yes,25.73,No,Yes,DSL,22,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,82.45,5555.3,15.38,0,1775.37,7315.29,3,Stayed,0,4631,No
-Female,70,No,Yes,No,No,0,United States,California,San Diego,92106,"32.71346, -117.236378",32.71346,-117.236378,"18,525",Q3,No,0,16,Offer D,Yes,9.72,Yes,Yes,DSL,29,Yes,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,54.1,889.0,0.0,0,155.52,1044.52,3,Stayed,0,2276,No
-Male,28,Yes,No,No,No,0,United States,California,San Diego,92106,"32.71346, -117.236378",32.71346,-117.236378,"18,525",Q3,No,0,7,Offer E,No,0.0,No,Yes,DSL,48,No,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,35.5,249.55,0.0,0,0.0,249.55,3,Stayed,0,5124,No
-Female,51,No,No,Yes,No,0,United States,California,San Diego,92106,"32.71346, -117.236378",32.71346,-117.236378,"18,525",Q3,Yes,1,49,Offer B,No,0.0,No,Yes,DSL,21,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,56.3,2780.6,0.0,0,0.0,2780.6,5,Stayed,0,5913,Yes
-Male,78,No,Yes,Yes,No,0,United States,California,San Ysidro,92173,"32.555828, -117.040073",32.555828,-117.040073,"28,488",Q3,Yes,1,72,Offer A,No,0.0,No,Yes,DSL,24,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,64.8,4732.35,0.0,0,0.0,4732.35,3,Stayed,0,4886,Yes
-Female,25,Yes,No,No,No,0,United States,California,San Ysidro,92173,"32.555828, -117.040073",32.555828,-117.040073,"28,488",Q3,No,0,13,Offer D,Yes,6.03,Yes,Yes,Fiber Optic,48,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Mailed Check,75.0,999.45,0.0,0,78.39,1077.84,2,Churned,1,2189,No
-Male,20,Yes,No,Yes,No,0,United States,California,San Ysidro,92173,"32.555828, -117.040073",32.555828,-117.040073,"28,488",Q3,Yes,8,41,,Yes,2.43,No,Yes,DSL,69,Yes,Yes,Yes,No,No,No,Yes,Yes,One Year,Yes,Bank Withdrawal,60.3,2511.3,0.0,0,99.63,2610.93,3,Stayed,0,4565,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,San Ysidro,92173,"32.555828, -117.040073",32.555828,-117.040073,"28,488",Q3,Yes,1,37,,No,0.0,No,Yes,DSL,27,Yes,No,No,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,45.4,1593.1,44.13,0,0.0,1548.97,4,Stayed,0,4051,Yes
-Male,24,Yes,No,Yes,No,0,United States,California,San Ysidro,92173,"32.555828, -117.040073",32.555828,-117.040073,"28,488",Q3,Yes,3,36,Offer C,Yes,41.33,No,Yes,Fiber Optic,41,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.6,3366.05,16.56,0,1487.88,4837.37,4,Stayed,0,2701,Yes
-Male,77,No,Yes,Yes,No,0,United States,California,Cabazon,92230,"33.929812, -116.76058",33.929812,-116.76058,"2,355",Q3,Yes,5,27,,Yes,33.57,Yes,Yes,DSL,21,No,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,84.8,2309.55,0.0,0,906.39,3215.94,3,Stayed,0,5352,Yes
-Male,66,No,Yes,No,No,0,United States,California,Cabazon,92230,"33.929812, -116.76058",33.929812,-116.76058,"2,355",Q3,No,0,16,Offer D,Yes,22.9,No,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,69.65,1043.3,0.0,0,366.4,1409.7,3,Stayed,0,5610,No
-Male,29,Yes,No,No,No,0,United States,California,Cabazon,92230,"33.929812, -116.76058",33.929812,-116.76058,"2,355",Q3,No,0,3,,No,0.0,No,Yes,DSL,85,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,35.45,106.85,0.0,0,0.0,106.85,1,Churned,1,2095,No
-Female,59,No,No,Yes,Yes,1,United States,California,Cabazon,92230,"33.929812, -116.76058",33.929812,-116.76058,"2,355",Q3,Yes,2,32,,Yes,24.04,Yes,Yes,Fiber Optic,22,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.85,3089.6,0.0,0,769.28,3858.88,4,Stayed,0,3149,Yes
-Male,45,No,No,Yes,No,0,United States,California,Cabazon,92230,"33.929812, -116.76058",33.929812,-116.76058,"2,355",Q3,Yes,9,72,Offer A,Yes,17.87,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,116.95,8594.4,0.0,0,1286.64,9881.04,3,Stayed,0,5949,Yes
-Female,73,No,Yes,No,No,0,United States,California,Calexico,92231,"32.690654, -115.431225",32.690654,-115.431225,"27,804",Q3,No,0,2,Offer E,Yes,23.91,No,Yes,Cable,22,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,44.3,89.3,0.0,0,47.82,137.12,3,Joined,0,3805,No
-Female,59,No,No,Yes,No,0,United States,California,Calexico,92231,"32.690654, -115.431225",32.690654,-115.431225,"27,804",Q3,Yes,1,6,Offer E,Yes,6.94,No,Yes,DSL,28,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.15,270.8,0.0,0,41.64,312.44,1,Churned,1,5271,Yes
-Male,48,No,No,No,No,0,United States,California,Calexico,92231,"32.690654, -115.431225",32.690654,-115.431225,"27,804",Q3,No,0,7,Offer E,Yes,30.58,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.5,128.6,0.0,0,214.06,342.66,5,Stayed,0,4271,No
-Male,56,No,No,No,Yes,2,United States,California,Calexico,92231,"32.690654, -115.431225",32.690654,-115.431225,"27,804",Q3,No,0,25,,No,0.0,No,Yes,DSL,18,Yes,No,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,40.65,970.55,0.0,0,0.0,970.55,3,Stayed,0,5079,No
-Female,28,Yes,No,No,No,0,United States,California,Calexico,92231,"32.690654, -115.431225",32.690654,-115.431225,"27,804",Q3,No,0,67,,Yes,23.12,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.55,1343.4,30.53,0,1549.04,2861.91,5,Stayed,0,5462,No
-Female,76,No,Yes,Yes,No,0,United States,California,Cathedral City,92234,"33.829583, -116.474131",33.829583,-116.474131,"43,141",Q3,Yes,10,42,,Yes,42.29,Yes,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,No,No,One Year,Yes,Bank Withdrawal,95.05,3944.5,0.0,100,1776.18,5820.68,4,Stayed,0,2677,Yes
-Female,29,Yes,No,No,Yes,1,United States,California,Cathedral City,92234,"33.829583, -116.474131",33.829583,-116.474131,"43,141",Q3,No,0,1,Offer E,No,0.0,No,Yes,Cable,48,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,24.7,24.7,0.0,70,0.0,94.7,5,Joined,0,3065,No
-Female,48,No,No,No,No,0,United States,California,Cathedral City,92234,"33.829583, -116.474131",33.829583,-116.474131,"43,141",Q3,No,0,59,Offer B,Yes,31.23,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.25,4949.1,0.0,0,1842.57,6791.67,3,Stayed,0,4094,No
-Male,54,No,No,Yes,Yes,3,United States,California,Cathedral City,92234,"33.829583, -116.474131",33.829583,-116.474131,"43,141",Q3,Yes,9,53,,Yes,27.93,Yes,Yes,DSL,57,Yes,Yes,No,No,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,69.7,3686.05,0.0,0,1480.29,5166.34,3,Stayed,0,4975,Yes
-Female,61,No,No,Yes,No,0,United States,California,Cathedral City,92234,"33.829583, -116.474131",33.829583,-116.474131,"43,141",Q3,Yes,8,64,Offer B,Yes,49.26,Yes,Yes,Fiber Optic,18,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.4,6794.75,32.24,0,3152.64,9915.15,3,Stayed,0,4512,Yes
-Male,71,No,Yes,Yes,Yes,1,United States,California,Morongo Valley,92256,"34.097863, -116.594561",34.097863,-116.594561,"3,499",Q3,Yes,9,32,Offer C,Yes,31.86,No,Yes,Fiber Optic,23,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,93.95,2861.45,0.0,0,1019.52,3880.97,5,Stayed,0,2844,Yes
-Male,80,No,Yes,Yes,No,0,United States,California,Morongo Valley,92256,"34.097863, -116.594561",34.097863,-116.594561,"3,499",Q3,Yes,4,34,Offer C,Yes,29.66,No,Yes,Fiber Optic,29,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,85.2,2874.45,0.0,0,1008.44,3882.89,5,Stayed,0,5393,Yes
-Male,33,No,No,Yes,Yes,1,United States,California,Morongo Valley,92256,"34.097863, -116.594561",34.097863,-116.594561,"3,499",Q3,Yes,1,37,Offer C,Yes,38.89,Yes,Yes,Fiber Optic,29,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,92.95,3415.25,0.0,0,1438.93,4854.18,4,Stayed,0,3462,Yes
-Female,41,No,No,Yes,Yes,3,United States,California,Morongo Valley,92256,"34.097863, -116.594561",34.097863,-116.594561,"3,499",Q3,Yes,7,55,Offer B,Yes,16.16,Yes,Yes,DSL,29,Yes,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,75.75,4264.25,0.0,0,888.8,5153.05,3,Stayed,0,4489,Yes
-Male,63,No,No,Yes,Yes,1,United States,California,Morongo Valley,92256,"34.097863, -116.594561",34.097863,-116.594561,"3,499",Q3,Yes,6,70,Offer A,Yes,10.46,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.35,1715.15,0.0,0,732.2,2447.35,3,Stayed,0,6059,Yes
-Female,72,No,Yes,Yes,No,0,United States,California,Palo Verde,92266,"33.3249, -114.758334",33.3249,-114.758334,291,Q3,Yes,10,48,,Yes,12.6,No,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,70.65,3545.05,0.0,0,604.8,4149.85,3,Stayed,0,5523,Yes
-Male,62,No,No,Yes,Yes,1,United States,California,Palo Verde,92266,"33.3249, -114.758334",33.3249,-114.758334,291,Q3,Yes,1,64,,Yes,35.25,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.8,1514.85,0.0,0,2256.0,3770.85,3,Stayed,0,6281,Yes
-Female,32,No,No,Yes,No,0,United States,California,Palo Verde,92266,"33.3249, -114.758334",33.3249,-114.758334,291,Q3,No,0,57,Offer B,Yes,12.19,Yes,Yes,Fiber Optic,16,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.65,5497.05,0.0,0,694.83,6191.88,4,Stayed,0,5106,Yes
-Male,49,No,No,Yes,Yes,2,United States,California,Palo Verde,92266,"33.3249, -114.758334",33.3249,-114.758334,291,Q3,Yes,8,16,Offer D,Yes,48.71,Yes,Yes,Fiber Optic,12,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.8,1442.2,0.0,0,779.36,2221.56,3,Stayed,0,5560,Yes
-Male,45,No,No,No,No,0,United States,California,Palo Verde,92266,"33.3249, -114.758334",33.3249,-114.758334,291,Q3,No,0,72,,Yes,33.93,Yes,Yes,Fiber Optic,18,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.95,7544.3,25.42,0,2442.96,9961.84,5,Stayed,0,5760,No
-Female,75,No,Yes,Yes,No,0,United States,California,Westmorland,92281,"33.03679, -115.60503",33.03679,-115.60503,"2,388",Q3,Yes,5,55,,Yes,29.53,Yes,Yes,Cable,29,No,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,51.65,2838.55,0.0,0,1624.15,4462.7,3,Stayed,0,4763,Yes
-Female,43,No,No,No,No,0,United States,California,Westmorland,92281,"33.03679, -115.60503",33.03679,-115.60503,"2,388",Q3,No,0,1,,Yes,40.4,No,Yes,Cable,13,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,71.35,71.35,0.0,0,40.4,111.75,3,Churned,1,2619,No
-Male,19,Yes,No,No,No,0,United States,California,Westmorland,92281,"33.03679, -115.60503",33.03679,-115.60503,"2,388",Q3,No,0,62,,Yes,33.68,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.05,1201.65,0.0,0,2088.16,3289.81,4,Stayed,0,4568,No
-Male,63,No,No,No,No,0,United States,California,Westmorland,92281,"33.03679, -115.60503",33.03679,-115.60503,"2,388",Q3,No,0,38,,Yes,35.04,No,Yes,Fiber Optic,2,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.5,2625.25,20.19,0,1331.52,3936.58,3,Stayed,0,4591,No
-Male,79,No,Yes,Yes,No,0,United States,California,White Water,92282,"33.972293, -116.654195",33.972293,-116.654195,805,Q3,Yes,4,52,,Yes,29.15,Yes,Yes,Fiber Optic,9,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.1,5376.4,0.0,0,1515.8,6892.2,4,Stayed,0,4621,Yes
-Female,47,No,No,Yes,No,0,United States,California,White Water,92282,"33.972293, -116.654195",33.972293,-116.654195,805,Q3,Yes,1,57,,Yes,40.13,Yes,Yes,Fiber Optic,25,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,104.5,5921.35,0.0,0,2287.41,8208.76,1,Churned,1,4471,Yes
-Female,28,Yes,No,No,No,0,United States,California,White Water,92282,"33.972293, -116.654195",33.972293,-116.654195,805,Q3,No,0,67,Offer A,Yes,37.5,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,102.95,6886.25,0.0,0,2512.5,9398.75,1,Churned,1,5620,No
-Male,57,No,No,Yes,No,0,United States,California,White Water,92282,"33.972293, -116.654195",33.972293,-116.654195,805,Q3,Yes,1,16,Offer D,Yes,21.04,No,Yes,Cable,17,Yes,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,55.85,857.8,0.0,0,336.64,1194.44,3,Stayed,0,2464,Yes
-Male,24,Yes,No,Yes,Yes,2,United States,California,White Water,92282,"33.972293, -116.654195",33.972293,-116.654195,805,Q3,Yes,8,56,Offer B,No,0.0,No,Yes,Cable,41,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,52.0,2884.9,0.0,0,0.0,2884.9,3,Stayed,0,5845,Yes
-Female,76,No,Yes,No,No,0,United States,California,Bloomington,92316,"34.059722, -117.39104",34.059722,-117.39104,"25,995",Q3,No,0,49,,Yes,24.84,Yes,Yes,Fiber Optic,14,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,101.55,5070.4,0.0,0,1217.16,6287.56,3,Stayed,0,5348,No
-Male,22,Yes,No,No,No,0,United States,California,Bloomington,92316,"34.059722, -117.39104",34.059722,-117.39104,"25,995",Q3,No,0,7,Offer E,Yes,12.05,No,Yes,Fiber Optic,69,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.25,669.0,0.0,0,84.35,753.35,3,Churned,1,5267,No
-Male,61,No,No,No,Yes,3,United States,California,Bloomington,92316,"34.059722, -117.39104",34.059722,-117.39104,"25,995",Q3,No,0,10,Offer D,Yes,34.47,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,24.8,223.9,0.0,0,344.7,568.6,3,Stayed,0,5212,No
-Female,78,No,Yes,No,No,0,United States,California,Fontana,92336,"34.136367, -117.460803",34.136367,-117.460803,"54,586",Q3,No,0,22,Offer D,Yes,49.98,No,Yes,DSL,28,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Mailed Check,69.75,1545.4,0.0,0,1099.56,2644.96,3,Stayed,0,3509,No
-Male,76,No,Yes,Yes,No,0,United States,California,Fontana,92336,"34.136367, -117.460803",34.136367,-117.460803,"54,586",Q3,Yes,7,11,Offer D,Yes,24.42,No,Yes,Fiber Optic,29,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,70.2,834.7,0.0,0,268.62,1103.32,3,Stayed,0,2848,Yes
-Male,62,No,No,No,No,0,United States,California,Fontana,92336,"34.136367, -117.460803",34.136367,-117.460803,"54,586",Q3,No,0,4,,Yes,42.44,Yes,Yes,Fiber Optic,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.05,318.9,0.0,0,169.76,488.66,1,Churned,1,3685,No
-Female,62,No,No,Yes,Yes,2,United States,California,Fontana,92336,"34.136367, -117.460803",34.136367,-117.460803,"54,586",Q3,Yes,6,63,Offer B,Yes,1.18,No,Yes,DSL,27,Yes,Yes,Yes,Yes,No,No,No,No,Two Year,No,Credit Card,63.55,4014.2,0.0,90,74.34,4178.54,3,Stayed,0,5733,Yes
-Male,75,No,Yes,Yes,No,0,United States,California,Mentone,92359,"34.103578, -117.04054",34.103578,-117.04054,"7,324",Q3,Yes,5,72,Offer A,Yes,21.37,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,116.05,8404.9,0.0,120,1538.64,10063.54,3,Stayed,0,4404,Yes
-Male,30,No,No,No,No,0,United States,California,Mentone,92359,"34.103578, -117.04054",34.103578,-117.04054,"7,324",Q3,No,0,1,Offer E,Yes,25.39,Yes,Yes,DSL,52,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.35,54.35,0.0,0,25.39,79.74,3,Churned,1,4212,No
-Female,20,Yes,No,Yes,No,0,United States,California,Mentone,92359,"34.103578, -117.04054",34.103578,-117.04054,"7,324",Q3,Yes,3,55,,Yes,23.45,Yes,Yes,Fiber Optic,53,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,77.75,4266.4,0.0,0,1289.75,5556.15,3,Stayed,0,4621,Yes
-Male,23,Yes,No,Yes,No,0,United States,California,Mentone,92359,"34.103578, -117.04054",34.103578,-117.04054,"7,324",Q3,Yes,10,70,Offer A,Yes,21.68,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,114.3,8244.3,0.0,0,1517.6,9761.9,4,Stayed,0,4280,Yes
-Male,66,No,Yes,Yes,No,0,United States,California,Nipton,92364,"35.478736, -115.516984",35.478736,-115.516984,162,Q3,Yes,2,64,,Yes,20.19,Yes,Yes,Fiber Optic,8,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,102.1,6538.45,0.0,0,1292.16,7830.61,4,Stayed,0,6270,Yes
-Female,59,No,No,Yes,Yes,3,United States,California,Nipton,92364,"35.478736, -115.516984",35.478736,-115.516984,162,Q3,Yes,5,22,Offer D,Yes,33.46,No,Yes,Fiber Optic,29,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.15,1790.65,0.0,0,736.12,2526.77,5,Stayed,0,4732,Yes
-Female,43,No,No,Yes,No,0,United States,California,Nipton,92364,"35.478736, -115.516984",35.478736,-115.516984,162,Q3,Yes,6,57,,Yes,44.86,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.9,1115.6,0.0,0,2557.02,3672.62,5,Stayed,0,4408,Yes
-Male,38,No,No,Yes,Yes,1,United States,California,Nipton,92364,"35.478736, -115.516984",35.478736,-115.516984,162,Q3,Yes,4,68,Offer A,Yes,36.51,No,Yes,DSL,24,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,62.65,4375.8,0.0,0,2482.68,6858.48,3,Stayed,0,5215,Yes
-Female,71,No,Yes,No,No,0,United States,California,Pinon Hills,92372,"34.459322, -117.629729",34.459322,-117.629729,"4,280",Q3,No,0,17,Offer D,Yes,24.15,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,20.65,330.6,0.0,0,410.55,741.15,4,Stayed,0,4086,No
-Male,72,No,Yes,Yes,Yes,1,United States,California,Pinon Hills,92372,"34.459322, -117.629729",34.459322,-117.629729,"4,280",Q3,Yes,1,52,,Yes,7.04,Yes,Yes,DSL,22,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,80.85,4079.55,0.0,0,366.08,4445.63,3,Stayed,0,6090,Yes
-Female,23,Yes,No,No,No,0,United States,California,Pinon Hills,92372,"34.459322, -117.629729",34.459322,-117.629729,"4,280",Q3,No,0,12,Offer D,Yes,49.25,Yes,Yes,DSL,47,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,75.85,854.45,0.0,0,591.0,1445.45,4,Stayed,0,5942,No
-Male,39,No,No,Yes,No,0,United States,California,Pinon Hills,92372,"34.459322, -117.629729",34.459322,-117.629729,"4,280",Q3,Yes,10,51,Offer B,Yes,9.99,Yes,Yes,DSL,5,No,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,75.2,3901.25,0.0,0,509.49,4410.74,3,Stayed,0,4708,Yes
-Male,77,No,Yes,Yes,Yes,1,United States,California,Shoshone,92384,"35.924252, -116.188668",35.924252,-116.188668,87,Q3,Yes,6,35,Offer C,Yes,14.19,No,Yes,DSL,17,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,76.05,2747.2,0.0,0,496.65,3243.85,5,Stayed,0,5479,Yes
-Female,39,No,No,No,No,0,United States,California,Shoshone,92384,"35.924252, -116.188668",35.924252,-116.188668,87,Q3,No,0,2,Offer E,Yes,41.64,No,Yes,DSL,25,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,76.4,160.8,0.0,0,83.28,244.08,2,Churned,1,3005,No
-Male,61,No,No,Yes,Yes,2,United States,California,Shoshone,92384,"35.924252, -116.188668",35.924252,-116.188668,87,Q3,Yes,4,41,Offer B,Yes,28.55,Yes,Yes,Cable,20,Yes,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,74.55,3023.55,0.0,0,1170.55,4194.1,3,Stayed,0,2748,Yes
-Male,24,Yes,No,Yes,Yes,1,United States,California,Shoshone,92384,"35.924252, -116.188668",35.924252,-116.188668,87,Q3,Yes,5,55,,Yes,46.61,No,Yes,DSL,30,No,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,55.25,3119.9,0.0,0,2563.55,5683.45,3,Stayed,0,5821,Yes
-Female,74,No,Yes,No,No,0,United States,California,Yermo,92398,"35.013299, -116.834092",35.013299,-116.834092,"1,195",Q3,No,0,20,Offer D,Yes,23.18,No,Yes,Fiber Optic,21,No,No,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,81.45,1671.6,0.0,0,463.6,2135.2,5,Stayed,0,2416,No
-Male,35,No,No,Yes,No,0,United States,California,Yermo,92398,"35.013299, -116.834092",35.013299,-116.834092,"1,195",Q3,No,0,9,Offer E,Yes,19.18,No,Yes,Fiber Optic,27,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.9,741.7,0.0,0,172.62,914.32,2,Churned,1,4748,Yes
-Female,40,No,No,No,No,0,United States,California,Yermo,92398,"35.013299, -116.834092",35.013299,-116.834092,"1,195",Q3,No,0,1,,Yes,27.59,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.15,20.15,0.0,0,27.59,47.74,4,Joined,0,3167,No
-Male,60,No,No,Yes,Yes,3,United States,California,Yermo,92398,"35.013299, -116.834092",35.013299,-116.834092,"1,195",Q3,Yes,7,27,Offer C,Yes,25.26,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.75,1929.0,0.0,0,682.02,2611.02,3,Stayed,0,4994,Yes
-Male,73,No,Yes,Yes,No,0,United States,California,Riverside,92504,"33.9108, -117.398153",33.9108,-117.398153,"46,550",Q3,Yes,9,61,,Yes,34.24,Yes,Yes,DSL,20,No,Yes,No,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,64.05,3902.6,0.0,0,2088.64,5991.24,4,Stayed,0,4001,Yes
-Male,27,Yes,No,No,No,0,United States,California,Riverside,92504,"33.9108, -117.398153",33.9108,-117.398153,"46,550",Q3,No,0,11,Offer D,Yes,18.33,No,Yes,Fiber Optic,76,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,72.9,818.45,0.0,0,201.63,1020.08,3,Stayed,0,3042,No
-Male,30,No,No,Yes,No,0,United States,California,Riverside,92504,"33.9108, -117.398153",33.9108,-117.398153,"46,550",Q3,Yes,7,43,,Yes,33.97,Yes,Yes,DSL,69,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,80.2,3581.6,0.0,0,1460.71,5042.31,3,Stayed,0,5888,Yes
-Male,31,No,No,Yes,Yes,3,United States,California,Riverside,92504,"33.9108, -117.398153",33.9108,-117.398153,"46,550",Q3,Yes,4,67,Offer A,Yes,13.26,No,Yes,Fiber Optic,76,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,103.15,6895.5,0.0,0,888.42,7783.92,3,Stayed,0,4376,Yes
-Male,78,No,Yes,Yes,No,0,United States,California,Moreno Valley,92553,"33.923149, -117.244933",33.923149,-117.244933,"61,205",Q3,Yes,1,20,,Yes,32.54,No,Yes,Fiber Optic,5,Yes,No,Yes,Yes,No,Yes,No,Yes,One Year,No,Credit Card,94.3,1818.3,0.0,0,650.8,2469.1,3,Stayed,0,2574,Yes
-Male,25,Yes,No,Yes,No,0,United States,California,Moreno Valley,92553,"33.923149, -117.244933",33.923149,-117.244933,"61,205",Q3,Yes,10,28,,Yes,33.57,Yes,Yes,Fiber Optic,52,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,96.6,2684.35,0.0,0,939.96,3624.31,5,Stayed,0,5530,Yes
-Male,63,No,No,Yes,No,0,United States,California,Moreno Valley,92553,"33.923149, -117.244933",33.923149,-117.244933,"61,205",Q3,Yes,4,72,Offer A,Yes,47.66,Yes,Yes,DSL,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,88.7,6301.7,0.0,0,3431.52,9733.22,3,Stayed,0,5764,Yes
-Male,22,Yes,No,No,Yes,1,United States,California,Moreno Valley,92553,"33.923149, -117.244933",33.923149,-117.244933,"61,205",Q3,No,0,10,,Yes,7.86,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.95,219.5,0.0,0,78.6,298.1,5,Stayed,0,3044,No
-Male,77,No,Yes,Yes,No,0,United States,California,Menifee,92584,"33.653338, -117.178271",33.653338,-117.178271,"14,068",Q3,Yes,1,29,Offer C,Yes,37.65,Yes,Yes,DSL,9,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,51.6,1442.0,0.0,0,1091.85,2533.85,5,Stayed,0,5495,Yes
-Male,63,No,No,No,No,0,United States,California,Menifee,92584,"33.653338, -117.178271",33.653338,-117.178271,"14,068",Q3,No,0,4,,Yes,44.36,No,Yes,Fiber Optic,20,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,86.05,308.1,0.0,0,177.44,485.54,5,Stayed,0,3653,No
-Female,44,No,No,Yes,Yes,2,United States,California,Menifee,92584,"33.653338, -117.178271",33.653338,-117.178271,"14,068",Q3,Yes,3,52,,Yes,9.87,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.35,1031.7,0.0,0,513.24,1544.94,5,Stayed,0,5699,Yes
-Female,45,No,No,Yes,Yes,3,United States,California,Menifee,92584,"33.653338, -117.178271",33.653338,-117.178271,"14,068",Q3,Yes,10,72,Offer A,Yes,37.84,Yes,Yes,Cable,53,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.2,5986.55,0.0,0,2724.48,8711.03,3,Stayed,0,5598,Yes
-Male,77,No,Yes,Yes,Yes,1,United States,California,Temecula,92591,"33.540604, -117.10909",33.540604,-117.10909,"25,655",Q3,Yes,1,72,Offer A,Yes,30.78,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Two Year,Yes,Credit Card,115.75,8399.15,0.0,110,2216.16,10725.31,4,Stayed,0,5168,Yes
-Male,57,No,No,Yes,No,0,United States,California,Temecula,92591,"33.540604, -117.10909",33.540604,-117.10909,"25,655",Q3,Yes,1,4,,Yes,28.22,Yes,Yes,Fiber Optic,10,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.2,420.2,0.0,0,112.88,533.08,2,Churned,1,2650,Yes
-Male,33,No,No,Yes,No,0,United States,California,Temecula,92591,"33.540604, -117.10909",33.540604,-117.10909,"25,655",Q3,Yes,3,33,Offer C,Yes,33.32,No,Yes,DSL,4,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,73.9,2405.05,0.0,0,1099.56,3504.61,1,Churned,1,5374,Yes
-Male,35,No,No,Yes,No,0,United States,California,Temecula,92591,"33.540604, -117.10909",33.540604,-117.10909,"25,655",Q3,Yes,8,53,Offer B,Yes,34.46,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.9,1110.05,0.0,0,1826.38,2936.43,3,Stayed,0,4157,Yes
-Female,80,No,Yes,No,No,0,United States,California,Winchester,92596,"33.657433, -117.04254",33.657433,-117.04254,"4,093",Q3,No,0,56,,Yes,17.33,Yes,Yes,Fiber Optic,16,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,99.9,5706.3,0.0,0,970.48,6676.78,3,Stayed,0,5840,No
-Female,53,No,No,Yes,No,0,United States,California,Winchester,92596,"33.657433, -117.04254",33.657433,-117.04254,"4,093",Q3,Yes,9,50,Offer B,Yes,46.49,Yes,Yes,DSL,11,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,84.15,4164.4,0.0,0,2324.5,6488.9,3,Stayed,0,4625,Yes
-Male,21,Yes,No,No,No,0,United States,California,Winchester,92596,"33.657433, -117.04254",33.657433,-117.04254,"4,093",Q3,No,0,12,,Yes,18.52,Yes,Yes,DSL,53,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,74.75,827.05,0.0,0,222.24,1049.29,5,Stayed,0,3521,No
-Male,37,No,No,No,No,0,United States,California,Winchester,92596,"33.657433, -117.04254",33.657433,-117.04254,"4,093",Q3,No,0,1,Offer E,Yes,45.77,No,Yes,DSL,20,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.75,50.75,0.0,0,45.77,96.52,3,Joined,0,2250,No
-Male,80,No,Yes,Yes,Yes,1,United States,California,Foothill Ranch,92610,"33.698728, -117.67768",33.698728,-117.67768,"10,936",Q3,No,0,68,Offer A,Yes,32.11,Yes,Yes,Fiber Optic,12,No,No,Yes,Yes,Yes,Yes,No,No,One Year,Yes,Credit Card,107.15,7379.8,0.0,50,2183.48,9613.28,5,Stayed,0,4324,Yes
-Male,63,No,No,Yes,Yes,2,United States,California,Foothill Ranch,92610,"33.698728, -117.67768",33.698728,-117.67768,"10,936",Q3,Yes,1,24,Offer C,Yes,17.27,Yes,Yes,DSL,18,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.75,1338.15,0.0,0,414.48,1752.63,1,Churned,1,5699,Yes
-Female,29,Yes,No,No,No,0,United States,California,Foothill Ranch,92610,"33.698728, -117.67768",33.698728,-117.67768,"10,936",Q3,No,0,4,,Yes,43.45,No,Yes,Fiber Optic,52,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.65,443.9,0.0,0,173.8,617.7,2,Churned,1,4663,No
-Female,49,No,No,No,Yes,1,United States,California,Foothill Ranch,92610,"33.698728, -117.67768",33.698728,-117.67768,"10,936",Q3,No,0,11,,No,0.0,No,Yes,DSL,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.2,321.05,0.0,0,0.0,321.05,3,Stayed,0,5916,No
-Female,76,No,Yes,Yes,No,0,United States,California,Fountain Valley,92708,"33.712036, -117.950113",33.712036,-117.950113,"54,548",Q3,Yes,6,28,Offer C,Yes,45.67,Yes,Yes,Fiber Optic,8,No,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,110.85,3204.4,0.0,0,1278.76,4483.16,4,Stayed,0,3906,Yes
-Female,27,Yes,No,Yes,No,0,United States,California,Fountain Valley,92708,"33.712036, -117.950113",33.712036,-117.950113,"54,548",Q3,Yes,10,23,,No,0.0,No,Yes,DSL,42,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,34.6,813.45,0.0,0,0.0,813.45,4,Stayed,0,4445,Yes
-Male,41,No,No,Yes,Yes,1,United States,California,Fountain Valley,92708,"33.712036, -117.950113",33.712036,-117.950113,"54,548",Q3,Yes,5,71,Offer A,Yes,26.38,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,116.05,8297.5,42.57,110,1872.98,10237.91,3,Stayed,0,6481,Yes
-Female,49,No,No,No,No,0,United States,California,Fountain Valley,92708,"33.712036, -117.950113",33.712036,-117.950113,"54,548",Q3,No,0,66,Offer A,Yes,19.68,Yes,Yes,Fiber Optic,28,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,92.15,6056.9,0.0,0,1298.88,7355.78,4,Stayed,0,4928,No
-Male,68,No,Yes,Yes,No,0,United States,California,Anaheim,92802,"33.807864, -117.923782",33.807864,-117.923782,"45,086",Q3,Yes,3,35,Offer C,Yes,20.44,Yes,Yes,Fiber Optic,18,Yes,Yes,No,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,94.55,3365.4,0.0,0,715.4,4080.8,3,Stayed,0,2631,Yes
-Male,24,Yes,No,Yes,Yes,2,United States,California,Anaheim,92802,"33.807864, -117.923782",33.807864,-117.923782,"45,086",Q3,Yes,3,45,Offer B,Yes,39.03,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.35,929.2,0.0,0,1756.35,2685.55,3,Stayed,0,4210,Yes
-Male,28,Yes,No,No,No,0,United States,California,Anaheim,92802,"33.807864, -117.923782",33.807864,-117.923782,"45,086",Q3,No,0,4,Offer E,Yes,43.77,No,Yes,DSL,41,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,44.8,176.2,0.0,0,175.08,351.28,4,Stayed,0,5565,No
-Male,61,No,No,No,Yes,2,United States,California,Anaheim,92802,"33.807864, -117.923782",33.807864,-117.923782,"45,086",Q3,No,0,21,Offer D,Yes,13.39,Yes,Yes,Fiber Optic,24,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.35,1747.2,0.0,0,281.19,2028.39,3,Stayed,0,4579,No
-Male,73,No,Yes,Yes,Yes,3,United States,California,Oxnard,93030,"34.223244, -119.18012",34.223244,-119.18012,"79,736",Q3,Yes,1,10,,No,0.0,No,Yes,Cable,53,No,No,No,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,34.55,362.6,0.0,0,0.0,362.6,4,Stayed,0,5248,Yes
-Female,41,No,No,Yes,No,0,United States,California,Oxnard,93030,"34.223244, -119.18012",34.223244,-119.18012,"79,736",Q3,Yes,1,48,Offer B,Yes,23.95,Yes,Yes,Fiber Optic,30,No,No,No,No,No,Yes,Yes,Yes,One Year,Yes,Mailed Check,82.05,4029.95,0.0,0,1149.6,5179.55,2,Churned,1,3365,Yes
-Female,61,No,No,No,No,0,United States,California,Oxnard,93030,"34.223244, -119.18012",34.223244,-119.18012,"79,736",Q3,No,0,1,,Yes,1.59,No,Yes,Cable,14,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,53.55,53.55,0.0,0,1.59,55.14,1,Churned,1,2326,No
-Male,44,No,No,No,Yes,3,United States,California,Oxnard,93030,"34.223244, -119.18012",34.223244,-119.18012,"79,736",Q3,No,0,1,Offer E,Yes,42.55,No,Yes,DSL,25,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.85,49.85,0.0,0,42.55,92.4,4,Joined,0,5323,No
-Female,70,No,Yes,No,No,0,United States,California,Buttonwillow,93206,"35.451402, -119.488413",35.451402,-119.488413,"2,078",Q3,No,0,49,,Yes,47.72,No,Yes,Fiber Optic,21,No,Yes,Yes,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,89.85,4287.2,0.0,0,2338.28,6625.48,4,Stayed,0,5982,No
-Male,46,No,No,No,No,0,United States,California,Buttonwillow,93206,"35.451402, -119.488413",35.451402,-119.488413,"2,078",Q3,No,0,1,Offer E,No,0.0,No,Yes,DSL,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.15,25.15,0.0,0,0.0,25.15,1,Churned,1,5386,No
-Male,54,No,No,Yes,No,0,United States,California,Buttonwillow,93206,"35.451402, -119.488413",35.451402,-119.488413,"2,078",Q3,Yes,1,9,,Yes,17.47,No,Yes,Fiber Optic,6,No,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,94.85,890.6,0.0,0,157.23,1047.83,2,Churned,1,3016,Yes
-Female,42,No,No,No,No,0,United States,California,Buttonwillow,93206,"35.451402, -119.488413",35.451402,-119.488413,"2,078",Q3,No,0,5,,Yes,24.83,No,Yes,DSL,26,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,55.8,300.4,0.0,0,124.15,424.55,4,Stayed,0,5104,No
-Male,80,No,Yes,No,No,0,United States,California,Pixley,93256,"35.957019, -119.330928",35.957019,-119.330928,"4,198",Q3,No,0,65,,Yes,44.23,Yes,Yes,Fiber Optic,27,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,110.35,7246.15,0.0,0,2874.95,10121.1,3,Stayed,0,4295,No
-Female,68,No,Yes,Yes,No,0,United States,California,Pixley,93256,"35.957019, -119.330928",35.957019,-119.330928,"4,198",Q3,Yes,4,26,,Yes,46.24,No,Yes,Fiber Optic,4,No,No,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,85.7,2067.0,0.0,0,1202.24,3269.24,3,Stayed,0,3935,Yes
-Male,59,No,No,Yes,Yes,3,United States,California,Pixley,93256,"35.957019, -119.330928",35.957019,-119.330928,"4,198",Q3,Yes,5,66,,Yes,38.55,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.3,1672.35,0.0,0,2544.3,4216.65,5,Stayed,0,5617,Yes
-Male,46,No,No,Yes,No,0,United States,California,Pixley,93256,"35.957019, -119.330928",35.957019,-119.330928,"4,198",Q3,Yes,1,3,Offer E,No,0.0,No,Yes,DSL,12,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25.0,78.25,0.0,0,0.0,78.25,4,Joined,0,2730,Yes
-Female,74,No,Yes,No,No,0,United States,California,Strathmore,93267,"36.141319, -119.129075",36.141319,-119.129075,"5,689",Q3,No,0,40,,Yes,28.54,Yes,Yes,Fiber Optic,24,No,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Credit Card,103.75,4188.4,0.0,0,1141.6,5330.0,3,Stayed,0,3568,No
-Female,48,No,No,No,No,0,United States,California,Strathmore,93267,"36.141319, -119.129075",36.141319,-119.129075,"5,689",Q3,No,0,11,,Yes,15.6,Yes,Yes,Fiber Optic,4,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.5,837.95,0.0,0,171.6,1009.55,3,Churned,1,2291,No
-Male,24,Yes,No,No,No,0,United States,California,Strathmore,93267,"36.141319, -119.129075",36.141319,-119.129075,"5,689",Q3,No,0,5,,Yes,41.29,No,Yes,DSL,51,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.8,274.35,0.0,0,206.45,480.8,3,Stayed,0,2612,No
-Male,33,No,No,No,No,0,United States,California,Strathmore,93267,"36.141319, -119.129075",36.141319,-119.129075,"5,689",Q3,No,0,6,Offer E,Yes,32.34,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.65,109.3,0.0,0,194.04,303.34,5,Stayed,0,3266,No
-Female,65,No,Yes,No,No,0,United States,California,Woodlake,93286,"36.464635, -119.094348",36.464635,-119.094348,"8,870",Q3,No,0,22,,Yes,34.39,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.05,417.0,0.0,0,756.58,1173.58,3,Stayed,0,4327,No
-Female,58,No,No,Yes,Yes,2,United States,California,Woodlake,93286,"36.464635, -119.094348",36.464635,-119.094348,"8,870",Q3,Yes,9,71,Offer A,Yes,27.26,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,95.75,6849.4,0.0,0,1935.46,8784.86,5,Stayed,0,4865,Yes
-Male,30,No,No,Yes,Yes,1,United States,California,Woodlake,93286,"36.464635, -119.094348",36.464635,-119.094348,"8,870",Q3,Yes,7,42,,Yes,18.93,No,Yes,DSL,73,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,54.5,2301.15,0.0,0,795.06,3096.21,4,Stayed,0,3449,Yes
-Male,60,No,No,Yes,Yes,2,United States,California,Woodlake,93286,"36.464635, -119.094348",36.464635,-119.094348,"8,870",Q3,Yes,5,39,,Yes,13.8,No,Yes,DSL,13,Yes,Yes,Yes,No,No,No,No,No,One Year,No,Bank Withdrawal,59.8,2343.85,0.0,140,538.2,3022.05,3,Stayed,0,3093,Yes
-Male,72,No,Yes,Yes,Yes,1,United States,California,Bakersfield,93301,"35.383937, -119.020428",35.383937,-119.020428,"12,963",Q3,Yes,1,47,,Yes,42.29,No,Yes,Fiber Optic,22,No,Yes,No,No,Yes,No,No,No,One Year,Yes,Bank Withdrawal,84.95,4018.05,0.0,80,1987.63,6085.68,3,Stayed,0,3384,Yes
-Male,70,No,Yes,Yes,No,0,United States,California,Bakersfield,93301,"35.383937, -119.020428",35.383937,-119.020428,"12,963",Q3,Yes,2,70,Offer A,Yes,14.48,No,Yes,Fiber Optic,7,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,105.35,7511.9,0.0,0,1013.6,8525.5,4,Stayed,0,5866,Yes
-Female,29,Yes,No,No,No,0,United States,California,Bakersfield,93301,"35.383937, -119.020428",35.383937,-119.020428,"12,963",Q3,No,0,5,,Yes,48.49,Yes,Yes,Fiber Optic,85,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.0,424.75,0.0,0,242.45,667.2,4,Stayed,0,4456,No
-Male,55,No,No,Yes,Yes,2,United States,California,Bakersfield,93301,"35.383937, -119.020428",35.383937,-119.020428,"12,963",Q3,Yes,6,72,,Yes,9.3,Yes,Yes,DSL,12,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,80.85,5727.45,0.0,0,669.6,6397.05,3,Stayed,0,6067,Yes
-Male,76,No,Yes,No,No,0,United States,California,Bakersfield,93313,"35.140938, -119.051348",35.140938,-119.051348,"25,126",Q3,No,0,27,Offer C,Yes,34.39,Yes,Yes,Fiber Optic,19,No,Yes,No,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,104.65,2964.0,0.0,0,928.53,3892.53,4,Stayed,0,3104,No
-Male,54,No,No,Yes,No,0,United States,California,Bakersfield,93313,"35.140938, -119.051348",35.140938,-119.051348,"25,126",Q3,Yes,1,33,,Yes,19.11,Yes,Yes,DSL,21,Yes,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,72.75,2447.45,0.0,0,630.63,3078.08,3,Stayed,0,4959,Yes
-Female,24,Yes,No,Yes,Yes,3,United States,California,Bakersfield,93313,"35.140938, -119.051348",35.140938,-119.051348,"25,126",Q3,Yes,9,23,Offer D,Yes,1.88,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.65,451.55,0.0,0,43.24,494.79,4,Stayed,0,4896,Yes
-Female,43,No,No,Yes,Yes,2,United States,California,Bakersfield,93313,"35.140938, -119.051348",35.140938,-119.051348,"25,126",Q3,No,0,37,,Yes,1.6,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.25,3314.15,0.0,0,59.2,3373.35,4,Stayed,0,2969,Yes
-Male,75,No,Yes,Yes,No,0,United States,California,Creston,93432,"35.480896, -120.469476",35.480896,-120.469476,"1,203",Q3,Yes,7,68,Offer A,Yes,34.31,Yes,Yes,Fiber Optic,15,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,80.35,5589.3,0.0,0,2333.08,7922.38,4,Stayed,0,5581,Yes
-Female,30,No,No,No,No,0,United States,California,Creston,93432,"35.480896, -120.469476",35.480896,-120.469476,"1,203",Q3,No,0,1,Offer E,Yes,43.84,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,25.7,25.7,0.0,0,43.84,69.54,3,Joined,0,5249,No
-Male,55,No,No,No,No,0,United States,California,Creston,93432,"35.480896, -120.469476",35.480896,-120.469476,"1,203",Q3,No,0,42,,Yes,38.74,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.8,849.9,0.0,0,1627.08,2476.98,3,Stayed,0,3575,No
-Male,43,No,No,No,No,0,United States,California,Creston,93432,"35.480896, -120.469476",35.480896,-120.469476,"1,203",Q3,No,0,3,,Yes,28.97,No,Yes,Fiber Optic,16,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,69.6,207.4,0.0,20,86.91,314.31,4,Joined,0,5487,No
-Male,70,No,Yes,Yes,No,0,United States,California,Los Olivos,93441,"34.70434, -120.02609",34.70434,-120.02609,"1,317",Q3,Yes,1,9,,Yes,1.66,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,21.25,204.55,0.0,0,14.94,219.49,4,Stayed,0,2302,Yes
-Female,74,No,Yes,Yes,No,0,United States,California,Los Olivos,93441,"34.70434, -120.02609",34.70434,-120.02609,"1,317",Q3,Yes,2,34,,Yes,12.33,No,Yes,Cable,23,No,No,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,64.2,2106.3,0.0,0,419.22,2525.52,4,Stayed,0,2225,Yes
-Male,52,No,No,No,Yes,2,United States,California,Los Olivos,93441,"34.70434, -120.02609",34.70434,-120.02609,"1,317",Q3,No,0,47,Offer B,Yes,25.25,No,Yes,Cable,17,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,55.3,2654.05,0.0,0,1186.75,3840.8,3,Stayed,0,5491,No
-Female,39,No,No,No,No,0,United States,California,Los Olivos,93441,"34.70434, -120.02609",34.70434,-120.02609,"1,317",Q3,No,0,56,,No,0.0,No,Yes,DSL,19,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,45.05,2560.1,0.0,0,0.0,2560.1,3,Stayed,0,5795,No
-Male,66,No,Yes,No,No,0,United States,California,Santa Ynez,93460,"34.630356, -120.032564",34.630356,-120.032564,"5,710",Q3,No,0,42,,Yes,13.51,Yes,Yes,Fiber Optic,19,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,79.35,3344.1,0.0,0,567.42,3911.52,4,Stayed,0,2399,No
-Female,20,Yes,No,Yes,No,0,United States,California,Santa Ynez,93460,"34.630356, -120.032564",34.630356,-120.032564,"5,710",Q3,Yes,1,8,Offer E,Yes,28.37,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.8,160.05,0.0,0,226.96,387.01,4,Stayed,0,5698,Yes
-Male,39,No,No,No,No,0,United States,California,Santa Ynez,93460,"34.630356, -120.032564",34.630356,-120.032564,"5,710",Q3,No,0,5,Offer E,Yes,17.16,No,Yes,DSL,7,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,51.35,262.3,0.0,0,85.8,348.1,5,Stayed,0,2893,No
-Female,42,No,No,Yes,No,0,United States,California,Santa Ynez,93460,"34.630356, -120.032564",34.630356,-120.032564,"5,710",Q3,Yes,7,33,,Yes,48.09,No,Yes,DSL,9,No,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,51.45,1758.9,0.0,0,1586.97,3345.87,3,Stayed,0,4935,Yes
-Female,68,No,Yes,Yes,No,0,United States,California,Shandon,93461,"35.634488, -120.293534",35.634488,-120.293534,"1,255",Q3,No,0,72,Offer A,Yes,48.51,Yes,Yes,Cable,17,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,89.85,6697.35,0.0,0,3492.72,10190.07,3,Stayed,0,5881,Yes
-Male,77,No,Yes,Yes,No,0,United States,California,Shandon,93461,"35.634488, -120.293534",35.634488,-120.293534,"1,255",Q3,Yes,3,59,,No,0.0,No,Yes,Cable,6,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,64.05,3886.85,0.0,0,0.0,3886.85,3,Stayed,0,6306,Yes
-Male,38,No,No,No,No,0,United States,California,Shandon,93461,"35.634488, -120.293534",35.634488,-120.293534,"1,255",Q3,No,0,8,Offer E,Yes,48.2,Yes,Yes,DSL,22,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.25,436.6,0.0,0,385.6,822.2,3,Stayed,0,3003,No
-Female,59,No,No,Yes,No,0,United States,California,Shandon,93461,"35.634488, -120.293534",35.634488,-120.293534,"1,255",Q3,Yes,4,72,,Yes,6.23,Yes,Yes,Fiber Optic,27,Yes,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,80.45,5737.6,0.0,130,448.56,6316.16,4,Stayed,0,4202,Yes
-Female,69,No,Yes,Yes,No,0,United States,California,Benton,93512,"37.653947, -118.231443",37.653947,-118.231443,340,Q3,Yes,8,72,Offer A,Yes,15.85,Yes,Yes,Fiber Optic,2,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,110.8,7882.25,0.0,0,1141.2,9023.45,5,Stayed,0,5933,Yes
-Female,71,No,Yes,Yes,No,0,United States,California,Benton,93512,"37.653947, -118.231443",37.653947,-118.231443,340,Q3,Yes,5,46,,Yes,21.46,Yes,Yes,Fiber Optic,15,No,No,No,Yes,Yes,Yes,No,Yes,One Year,No,Bank Withdrawal,100.25,4753.85,0.0,0,987.16,5741.01,5,Stayed,0,5453,Yes
-Male,23,Yes,No,No,No,0,United States,California,Benton,93512,"37.653947, -118.231443",37.653947,-118.231443,340,Q3,No,0,1,,Yes,14.26,No,Yes,Fiber Optic,46,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,88.35,88.35,0.0,0,14.26,102.61,1,Churned,1,4254,No
-Female,63,No,No,Yes,Yes,1,United States,California,Benton,93512,"37.653947, -118.231443",37.653947,-118.231443,340,Q3,Yes,5,15,,Yes,39.77,No,Yes,DSL,18,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,76.5,1155.6,0.0,0,596.55,1752.15,5,Stayed,0,3851,Yes
-Female,74,No,Yes,No,No,0,United States,California,Bishop,93514,"37.04584, -118.397236",37.04584,-118.397236,"13,309",Q3,No,0,3,Offer E,Yes,41.44,No,Yes,Fiber Optic,13,No,No,Yes,No,No,No,No,No,One Year,No,Credit Card,75.05,202.9,5.49,10,124.32,331.73,4,Joined,0,3545,No
-Male,80,No,Yes,No,No,0,United States,California,Bishop,93514,"37.04584, -118.397236",37.04584,-118.397236,"13,309",Q3,No,0,72,Offer A,Yes,26.01,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.4,1809.35,0.0,0,1872.72,3682.07,3,Stayed,0,6141,No
-Female,24,Yes,No,Yes,No,0,United States,California,Bishop,93514,"37.04584, -118.397236",37.04584,-118.397236,"13,309",Q3,Yes,10,12,Offer D,No,0.0,No,Yes,Cable,82,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.85,617.15,0.0,0,0.0,617.15,3,Stayed,0,2873,Yes
-Female,26,Yes,No,Yes,No,0,United States,California,Bishop,93514,"37.04584, -118.397236",37.04584,-118.397236,"13,309",Q3,Yes,7,72,Offer A,Yes,28.59,Yes,Yes,Fiber Optic,58,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,97.7,6869.7,0.0,0,2058.48,8928.18,5,Stayed,0,5406,Yes
-Male,65,No,Yes,No,No,0,United States,California,O Neals,93645,"37.140104, -119.657092",37.140104,-119.657092,173,Q3,No,0,5,Offer E,Yes,30.14,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.05,94.15,0.0,0,150.7,244.85,5,Stayed,0,2154,No
-Male,37,No,No,Yes,Yes,3,United States,California,O Neals,93645,"37.140104, -119.657092",37.140104,-119.657092,173,Q3,Yes,4,60,Offer B,Yes,15.65,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.55,1205.05,0.0,0,939.0,2144.05,3,Stayed,0,4020,Yes
-Female,50,No,No,No,No,0,United States,California,O Neals,93645,"37.140104, -119.657092",37.140104,-119.657092,173,Q3,No,0,40,Offer B,Yes,18.57,No,Yes,Fiber Optic,15,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,74.8,2971.7,0.0,0,742.8,3714.5,3,Stayed,0,3258,No
-Female,64,No,No,Yes,No,0,United States,California,O Neals,93645,"37.140104, -119.657092",37.140104,-119.657092,173,Q3,Yes,1,37,,Yes,30.36,Yes,Yes,DSL,11,Yes,No,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,68.1,2479.25,0.0,0,1123.32,3602.57,4,Stayed,0,2873,Yes
-Male,70,No,Yes,Yes,Yes,3,United States,California,Fresno,93701,"36.749403, -119.787574",36.749403,-119.787574,"13,858",Q3,Yes,4,60,,Yes,19.68,Yes,Yes,Fiber Optic,53,Yes,Yes,No,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,93.25,5774.55,0.0,0,1180.8,6955.35,3,Stayed,0,4353,Yes
-Male,76,No,Yes,No,No,0,United States,California,Fresno,93701,"36.749403, -119.787574",36.749403,-119.787574,"13,858",Q3,No,0,24,,Yes,46.13,Yes,Yes,Fiber Optic,23,No,Yes,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,80.5,2088.45,0.0,0,1107.12,3195.57,4,Stayed,0,4422,No
-Male,50,No,No,No,No,0,United States,California,Fresno,93701,"36.749403, -119.787574",36.749403,-119.787574,"13,858",Q3,No,0,24,Offer C,Yes,23.71,No,Yes,DSL,4,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,60.45,1440.75,0.0,0,569.04,2009.79,5,Stayed,0,5095,No
-Male,47,No,No,Yes,No,0,United States,California,Fresno,93701,"36.749403, -119.787574",36.749403,-119.787574,"13,858",Q3,Yes,1,63,,Yes,17.75,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,102.4,6444.05,0.0,0,1118.25,7562.3,4,Stayed,0,5096,Yes
-Male,65,No,Yes,No,No,0,United States,California,Los Altos,94022,"37.349546, -122.134356",37.349546,-122.134356,"18,486",Q3,No,0,26,Offer C,Yes,29.88,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.3,504.2,9.49,0,776.88,1271.59,5,Stayed,0,2269,No
-Male,39,No,No,Yes,Yes,2,United States,California,Los Altos,94022,"37.349546, -122.134356",37.349546,-122.134356,"18,486",Q3,Yes,2,67,Offer A,No,0.0,No,Yes,DSL,17,Yes,No,No,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,50.9,3281.65,0.0,0,0.0,3281.65,4,Stayed,0,5281,Yes
-Female,27,Yes,No,No,No,0,United States,California,Los Altos,94022,"37.349546, -122.134356",37.349546,-122.134356,"18,486",Q3,No,0,1,,Yes,45.86,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.7,20.7,0.0,0,45.86,66.56,5,Joined,0,3061,No
-Female,53,No,No,No,No,0,United States,California,Los Altos,94022,"37.349546, -122.134356",37.349546,-122.134356,"18,486",Q3,No,0,2,,No,0.0,No,Yes,Cable,21,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,51.4,96.8,0.0,0,0.0,96.8,5,Joined,0,2580,No
-Female,66,No,Yes,No,No,0,United States,California,Millbrae,94030,"37.601248, -122.403099",37.601248,-122.403099,"20,350",Q3,No,0,7,Offer E,Yes,26.29,No,Yes,Fiber Optic,20,No,No,Yes,No,Yes,No,No,No,One Year,Yes,Bank Withdrawal,84.35,609.65,29.17,10,184.03,774.51,3,Stayed,0,2107,No
-Female,60,No,No,Yes,No,0,United States,California,Millbrae,94030,"37.601248, -122.403099",37.601248,-122.403099,"20,350",Q3,Yes,5,11,,Yes,26.88,Yes,Yes,Fiber Optic,19,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,96.2,1222.05,0.0,0,295.68,1517.73,1,Churned,1,3101,Yes
-Male,31,No,No,Yes,Yes,1,United States,California,Millbrae,94030,"37.601248, -122.403099",37.601248,-122.403099,"20,350",Q3,Yes,10,34,,No,0.0,No,Yes,DSL,29,No,No,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,40.55,1325.85,0.0,0,0.0,1325.85,5,Stayed,0,3897,Yes
-Female,34,No,No,No,No,0,United States,California,Millbrae,94030,"37.601248, -122.403099",37.601248,-122.403099,"20,350",Q3,No,0,13,Offer D,Yes,38.4,Yes,Yes,DSL,23,Yes,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,78.75,995.35,0.0,50,499.2,1544.55,4,Stayed,0,5631,No
-Female,70,No,Yes,No,No,0,United States,California,Montara,94037,"37.540582, -122.509594",37.540582,-122.509594,"2,346",Q3,No,0,27,Offer C,Yes,35.76,Yes,Yes,Fiber Optic,4,Yes,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,110.5,2857.6,0.0,0,965.52,3823.12,3,Stayed,0,4997,No
-Male,76,No,Yes,Yes,No,0,United States,California,Montara,94037,"37.540582, -122.509594",37.540582,-122.509594,"2,346",Q3,Yes,2,35,,Yes,4.16,Yes,Yes,Fiber Optic,28,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,81.6,2815.25,0.0,0,145.6,2960.85,3,Stayed,0,2300,Yes
-Female,48,No,No,Yes,Yes,1,United States,California,Montara,94037,"37.540582, -122.509594",37.540582,-122.509594,"2,346",Q3,Yes,7,65,,Yes,2.95,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,26.0,1654.85,0.0,0,191.75,1846.6,3,Stayed,0,5352,Yes
-Female,49,No,No,Yes,No,0,United States,California,Montara,94037,"37.540582, -122.509594",37.540582,-122.509594,"2,346",Q3,Yes,10,63,Offer B,Yes,20.37,Yes,Yes,Fiber Optic,26,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,108.75,6871.7,0.0,0,1283.31,8155.01,5,Stayed,0,4582,Yes
-Male,77,No,Yes,No,No,0,United States,California,Pacifica,94044,"37.573633, -122.455167",37.573633,-122.455167,"38,885",Q3,No,0,32,Offer C,Yes,1.12,Yes,Yes,Fiber Optic,5,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,81.1,2619.25,19.25,0,35.84,2635.84,4,Stayed,0,2143,No
-Female,46,No,No,Yes,No,0,United States,California,Pacifica,94044,"37.573633, -122.455167",37.573633,-122.455167,"38,885",Q3,Yes,3,12,,Yes,25.09,Yes,Yes,Cable,17,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,78.85,876.75,0.0,0,301.08,1177.83,3,Stayed,0,2495,Yes
-Female,24,Yes,No,Yes,Yes,2,United States,California,Pacifica,94044,"37.573633, -122.455167",37.573633,-122.455167,"38,885",Q3,Yes,4,70,Offer A,Yes,4.27,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.05,1764.75,0.0,0,298.9,2063.65,5,Stayed,0,4722,Yes
-Male,26,Yes,No,Yes,Yes,2,United States,California,Pacifica,94044,"37.573633, -122.455167",37.573633,-122.455167,"38,885",Q3,Yes,1,72,Offer A,Yes,45.93,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,103.95,7517.7,0.0,0,3306.96,10824.66,3,Stayed,0,4495,Yes
-Female,67,No,Yes,No,No,0,United States,California,San Francisco,94115,"37.786031, -122.437301",37.786031,-122.437301,"33,122",Q3,No,0,23,,Yes,17.62,No,Yes,Fiber Optic,25,Yes,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,75.4,1643.55,0.0,80,405.26,2128.81,4,Stayed,0,2491,No
-Female,52,No,No,No,No,0,United States,California,San Francisco,94115,"37.786031, -122.437301",37.786031,-122.437301,"33,122",Q3,No,0,1,Offer E,Yes,49.24,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.65,69.65,0.0,0,49.24,118.89,2,Churned,1,2418,No
-Male,19,Yes,No,Yes,Yes,3,United States,California,San Francisco,94115,"37.786031, -122.437301",37.786031,-122.437301,"33,122",Q3,Yes,2,15,,Yes,46.47,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.35,278.85,0.0,0,697.05,975.9,3,Stayed,0,2742,Yes
-Male,43,No,No,Yes,Yes,3,United States,California,San Francisco,94115,"37.786031, -122.437301",37.786031,-122.437301,"33,122",Q3,Yes,5,55,,Yes,36.23,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.5,1026.35,0.0,0,1992.65,3019.0,4,Stayed,0,5067,Yes
-Female,77,No,Yes,No,No,0,United States,California,San Francisco,94127,"37.736535, -122.45732",37.736535,-122.45732,"20,643",Q3,No,0,22,,Yes,23.43,No,Yes,Fiber Optic,22,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,81.7,1820.9,29.88,0,515.46,2306.48,4,Stayed,0,5602,No
-Male,39,No,No,Yes,No,0,United States,California,San Francisco,94127,"37.736535, -122.45732",37.736535,-122.45732,"20,643",Q3,Yes,1,1,Offer E,Yes,30.62,No,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,68.5,68.5,0.0,0,30.62,99.12,3,Churned,1,5753,Yes
-Male,46,No,No,No,No,0,United States,California,San Francisco,94127,"37.736535, -122.45732",37.736535,-122.45732,"20,643",Q3,No,0,3,Offer E,No,0.0,No,Yes,Cable,3,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,29.6,79.45,0.0,0,0.0,79.45,1,Churned,1,2734,No
-Female,38,No,No,Yes,Yes,2,United States,California,San Francisco,94127,"37.736535, -122.45732",37.736535,-122.45732,"20,643",Q3,Yes,1,53,,Yes,43.39,No,Yes,Fiber Optic,29,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,108.25,5935.1,0.0,0,2299.67,8234.77,4,Stayed,0,5989,Yes
-Female,73,No,Yes,Yes,No,0,United States,California,Palo Alto,94306,"37.416159, -122.131337",37.416159,-122.131337,"24,492",Q3,Yes,10,4,,Yes,14.34,Yes,Yes,Fiber Optic,14,No,No,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,83.25,308.05,39.93,0,57.36,325.48,3,Stayed,0,5251,Yes
-Male,39,No,No,No,No,0,United States,California,Palo Alto,94306,"37.416159, -122.131337",37.416159,-122.131337,"24,492",Q3,No,0,11,,No,0.0,No,Yes,DSL,5,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,41.6,470.6,0.0,0,0.0,470.6,2,Churned,1,3119,No
-Male,26,Yes,No,No,Yes,3,United States,California,Palo Alto,94306,"37.416159, -122.131337",37.416159,-122.131337,"24,492",Q3,No,0,27,,Yes,17.3,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.05,552.9,0.0,0,467.1,1020.0,3,Stayed,0,2400,No
-Male,61,No,No,Yes,Yes,1,United States,California,Palo Alto,94306,"37.416159, -122.131337",37.416159,-122.131337,"24,492",Q3,Yes,1,56,,No,0.0,No,Yes,DSL,28,No,Yes,Yes,No,No,No,No,No,One Year,Yes,Credit Card,36.1,1971.5,0.0,60,0.0,2031.5,3,Stayed,0,5092,Yes
-Female,66,No,Yes,Yes,Yes,1,United States,California,Bethel Island,94511,"38.050558, -121.646924",38.050558,-121.646924,"2,379",Q3,Yes,9,32,Offer C,Yes,5.73,Yes,Yes,Fiber Optic,30,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,91.35,2896.55,26.98,0,183.36,3052.93,5,Stayed,0,2965,Yes
-Female,23,Yes,No,No,No,0,United States,California,Bethel Island,94511,"38.050558, -121.646924",38.050558,-121.646924,"2,379",Q3,No,0,72,Offer A,Yes,23.02,No,Yes,Cable,69,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,73.0,5265.2,0.0,0,1657.44,6922.64,4,Stayed,0,5127,No
-Female,34,No,No,Yes,Yes,3,United States,California,Bethel Island,94511,"38.050558, -121.646924",38.050558,-121.646924,"2,379",Q3,Yes,1,24,Offer C,No,0.0,No,Yes,DSL,75,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,52.5,1208.15,0.0,0,0.0,1208.15,3,Stayed,0,3303,Yes
-Male,61,No,No,Yes,No,0,United States,California,Bethel Island,94511,"38.050558, -121.646924",38.050558,-121.646924,"2,379",Q3,Yes,3,52,Offer B,Yes,18.02,Yes,Yes,Fiber Optic,3,Yes,No,Yes,Yes,No,No,No,No,Two Year,Yes,Credit Card,91.6,4627.8,0.0,60,937.04,5624.84,3,Stayed,0,6069,Yes
-Male,80,No,Yes,Yes,No,0,United States,California,El Cerrito,94530,"37.924838, -122.289145",37.924838,-122.289145,"23,141",Q3,Yes,10,7,Offer E,No,0.0,No,Yes,DSL,13,Yes,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,29.8,220.45,11.83,0,0.0,208.62,3,Stayed,0,2587,Yes
-Female,65,No,Yes,No,No,0,United States,California,El Cerrito,94530,"37.924838, -122.289145",37.924838,-122.289145,"23,141",Q3,No,0,46,Offer B,Yes,41.17,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.45,4863.85,36.78,0,1893.82,6720.89,3,Stayed,0,4103,No
-Female,43,No,No,Yes,Yes,3,United States,California,El Cerrito,94530,"37.924838, -122.289145",37.924838,-122.289145,"23,141",Q3,Yes,8,14,Offer D,Yes,9.77,Yes,Yes,DSL,21,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,80.45,1137.05,0.0,0,136.78,1273.83,3,Stayed,0,5772,Yes
-Female,30,No,No,No,No,0,United States,California,El Cerrito,94530,"37.924838, -122.289145",37.924838,-122.289145,"23,141",Q3,No,0,72,Offer A,Yes,35.24,Yes,Yes,Fiber Optic,42,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,112.75,8192.6,0.0,0,2537.28,10729.88,4,Stayed,0,4927,No
-Male,76,No,Yes,Yes,No,0,United States,California,Travis Afb,94535,"38.265899, -121.939461",38.265899,-121.939461,"9,978",Q3,Yes,9,8,Offer E,Yes,22.4,No,Yes,DSL,23,Yes,No,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,60.9,551.95,16.58,0,179.2,714.57,3,Stayed,0,2136,Yes
-Female,41,No,No,Yes,No,0,United States,California,Travis Afb,94535,"38.265899, -121.939461",38.265899,-121.939461,"9,978",Q3,Yes,1,67,Offer A,Yes,30.94,Yes,Yes,Fiber Optic,11,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,94.35,6341.45,0.0,0,2072.98,8414.43,1,Churned,1,4348,Yes
-Male,63,No,No,No,No,0,United States,California,Travis Afb,94535,"38.265899, -121.939461",38.265899,-121.939461,"9,978",Q3,No,0,62,Offer B,Yes,8.08,Yes,Yes,Fiber Optic,21,Yes,Yes,No,Yes,No,Yes,Yes,No,One Year,No,Bank Withdrawal,102.0,6529.25,0.0,110,500.96,7140.21,1,Churned,1,5090,No
-Male,35,No,No,Yes,Yes,2,United States,California,Travis Afb,94535,"38.265899, -121.939461",38.265899,-121.939461,"9,978",Q3,Yes,10,59,Offer B,Yes,18.75,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.5,1147.85,0.0,0,1106.25,2254.1,3,Stayed,0,5293,Yes
-Female,80,No,Yes,No,No,0,United States,California,Fremont,94536,"37.572273, -121.964583",37.572273,-121.964583,"66,543",Q3,No,0,56,,Yes,37.3,Yes,Yes,DSL,8,Yes,No,Yes,Yes,No,Yes,No,Yes,Two Year,No,Bank Withdrawal,73.25,4054.2,17.16,0,2088.8,6125.84,3,Stayed,0,4011,No
-Female,47,No,No,No,No,0,United States,California,Fremont,94536,"37.572273, -121.964583",37.572273,-121.964583,"66,543",Q3,No,0,72,Offer A,Yes,44.21,Yes,Yes,DSL,22,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,91.35,6697.2,0.0,0,3183.12,9880.32,3,Stayed,0,5378,No
-Female,53,No,No,Yes,No,0,United States,California,Fremont,94536,"37.572273, -121.964583",37.572273,-121.964583,"66,543",Q3,Yes,4,72,,Yes,2.95,Yes,Yes,Cable,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,91.15,6637.9,0.0,0,212.4,6850.3,4,Stayed,0,4311,Yes
-Male,29,Yes,No,No,No,0,United States,California,Fremont,94536,"37.572273, -121.964583",37.572273,-121.964583,"66,543",Q3,No,0,67,Offer A,Yes,49.74,No,Yes,Cable,41,Yes,No,Yes,No,No,Yes,Yes,No,Two Year,No,Bank Withdrawal,65.55,4361.55,0.0,40,3332.58,7734.13,4,Stayed,0,6035,No
-Female,69,No,Yes,Yes,No,0,United States,California,Vallejo,94592,"38.093701, -122.276589",38.093701,-122.276589,159,Q3,Yes,1,53,,Yes,30.09,Yes,Yes,Fiber Optic,12,No,No,No,No,Yes,Yes,No,Yes,One Year,Yes,Credit Card,95.85,5016.25,18.85,0,1594.77,6592.17,3,Stayed,0,5325,Yes
-Female,32,No,No,No,No,0,United States,California,Vallejo,94592,"38.093701, -122.276589",38.093701,-122.276589,159,Q3,No,0,29,,Yes,17.87,Yes,Yes,Cable,26,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,66.1,1912.15,0.0,0,518.23,2430.38,3,Stayed,0,5590,No
-Female,34,No,No,No,No,0,United States,California,Vallejo,94592,"38.093701, -122.276589",38.093701,-122.276589,159,Q3,No,0,22,,No,0.0,No,Yes,DSL,8,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.6,1073.3,0.0,0,0.0,1073.3,4,Stayed,0,2854,No
-Female,60,No,No,No,No,0,United States,California,Vallejo,94592,"38.093701, -122.276589",38.093701,-122.276589,159,Q3,No,0,1,Offer E,No,0.0,No,Yes,DSL,7,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,35.9,35.9,0.0,0,0.0,35.9,5,Joined,0,3929,No
-Male,69,No,Yes,Yes,No,0,United States,California,Yountville,94599,"38.421458, -122.365048",38.421458,-122.365048,"2,873",Q3,Yes,2,23,,Yes,45.83,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,20.75,485.2,37.64,0,1054.09,1501.65,5,Stayed,0,3418,Yes
-Female,64,No,No,No,No,0,United States,California,Yountville,94599,"38.421458, -122.365048",38.421458,-122.365048,"2,873",Q3,No,0,66,Offer A,No,0.0,No,Yes,DSL,29,Yes,Yes,Yes,Yes,No,No,No,No,Two Year,Yes,Mailed Check,47.4,3177.25,0.0,0,0.0,3177.25,3,Stayed,0,6435,No
-Female,22,Yes,No,No,No,0,United States,California,Yountville,94599,"38.421458, -122.365048",38.421458,-122.365048,"2,873",Q3,No,0,23,,Yes,15.18,No,Yes,Fiber Optic,46,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.1,1783.75,0.0,0,349.14,2132.89,5,Stayed,0,3619,No
-Male,36,No,No,Yes,Yes,2,United States,California,Yountville,94599,"38.421458, -122.365048",38.421458,-122.365048,"2,873",Q3,Yes,8,36,,Yes,47.45,No,Yes,DSL,14,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,63.7,2188.5,0.0,0,1708.2,3896.7,3,Stayed,0,2504,Yes
-Female,73,No,Yes,No,No,0,United States,California,Oakland,94619,"37.787186, -122.14633",37.787186,-122.14633,"24,518",Q3,No,0,5,Offer E,Yes,14.22,No,Yes,Fiber Optic,4,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,84.7,392.5,41.2,0,71.1,422.4,4,Stayed,0,2660,No
-Female,65,No,Yes,No,No,0,United States,California,Oakland,94619,"37.787186, -122.14633",37.787186,-122.14633,"24,518",Q3,No,0,4,,Yes,41.98,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.05,91.45,0.0,0,167.92,259.37,5,Stayed,0,3460,No
-Male,44,No,No,No,No,0,United States,California,Oakland,94619,"37.787186, -122.14633",37.787186,-122.14633,"24,518",Q3,No,0,1,,Yes,16.06,No,Yes,Fiber Optic,3,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.1,89.1,0.0,0,16.06,105.16,2,Churned,1,2905,No
-Female,37,No,No,No,No,0,United States,California,Oakland,94619,"37.787186, -122.14633",37.787186,-122.14633,"24,518",Q3,No,0,46,,Yes,43.27,Yes,Yes,Fiber Optic,21,Yes,Yes,No,No,No,No,No,No,Month-to-Month,No,Credit Card,84.25,3847.6,0.0,100,1990.42,5938.02,4,Stayed,0,3509,No
-Female,67,No,Yes,Yes,No,0,United States,California,Oakland,94621,"37.750553, -122.197175",37.750553,-122.197175,"30,751",Q3,Yes,5,45,,Yes,40.85,No,Yes,Fiber Optic,24,No,No,Yes,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,86.1,3861.45,12.19,0,1838.25,5687.51,4,Stayed,0,2701,Yes
-Male,59,No,No,Yes,Yes,1,United States,California,Oakland,94621,"37.750553, -122.197175",37.750553,-122.197175,"30,751",Q3,Yes,10,42,Offer B,Yes,32.02,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,20.7,828.85,0.0,0,1344.84,2173.69,5,Stayed,0,5320,Yes
-Female,25,Yes,No,No,No,0,United States,California,Oakland,94621,"37.750553, -122.197175",37.750553,-122.197175,"30,751",Q3,No,0,7,,Yes,30.99,No,Yes,Fiber Optic,42,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.9,497.3,0.0,0,216.93,714.23,4,Stayed,0,4562,No
-Male,62,No,No,No,No,0,United States,California,Oakland,94621,"37.750553, -122.197175",37.750553,-122.197175,"30,751",Q3,No,0,53,,Yes,23.17,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.65,978.0,0.0,0,1228.01,2206.01,3,Stayed,0,5878,No
-Female,69,No,Yes,Yes,No,0,United States,California,Berkeley,94703,"37.863843, -122.275684",37.863843,-122.275684,"19,763",Q3,Yes,2,60,,Yes,24.62,No,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,110.0,6668.35,0.0,0,1477.2,8145.55,5,Stayed,0,4953,Yes
-Female,46,No,No,No,No,0,United States,California,Berkeley,94703,"37.863843, -122.275684",37.863843,-122.275684,"19,763",Q3,No,0,4,,Yes,12.58,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.05,266.9,0.0,0,50.32,317.22,1,Churned,1,3600,No
-Female,57,No,No,Yes,No,0,United States,California,Berkeley,94703,"37.863843, -122.275684",37.863843,-122.275684,"19,763",Q3,Yes,1,17,Offer D,Yes,25.79,Yes,Yes,Cable,12,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,94.4,1607.2,0.0,0,438.43,2045.63,1,Churned,1,4103,Yes
-Female,54,No,No,Yes,Yes,1,United States,California,Berkeley,94703,"37.863843, -122.275684",37.863843,-122.275684,"19,763",Q3,Yes,9,38,,Yes,26.84,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.2,746.05,0.0,0,1019.92,1765.97,4,Stayed,0,2631,Yes
-Female,80,No,Yes,Yes,No,0,United States,California,Penngrove,94951,"38.325599, -122.642352",38.325599,-122.642352,"3,777",Q3,Yes,5,72,Offer A,Yes,15.23,Yes,Yes,Fiber Optic,2,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,112.4,8046.85,0.0,0,1096.56,9143.41,3,Stayed,0,6144,Yes
-Male,28,Yes,No,No,No,0,United States,California,Penngrove,94951,"38.325599, -122.642352",38.325599,-122.642352,"3,777",Q3,No,0,1,Offer E,Yes,42.17,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.45,20.45,0.0,0,42.17,62.62,3,Joined,0,2184,No
-Male,51,No,No,Yes,No,0,United States,California,Penngrove,94951,"38.325599, -122.642352",38.325599,-122.642352,"3,777",Q3,Yes,5,63,,Yes,10.07,Yes,Yes,Cable,20,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,79.8,5034.05,0.0,0,634.41,5668.46,4,Stayed,0,4073,Yes
-Male,23,Yes,No,No,No,0,United States,California,Penngrove,94951,"38.325599, -122.642352",38.325599,-122.642352,"3,777",Q3,No,0,5,,Yes,26.86,No,Yes,DSL,71,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,56.15,291.45,0.0,0,134.3,425.75,4,Stayed,0,5232,No
-Female,71,No,Yes,No,No,0,United States,California,Brookdale,95007,"37.106902, -122.100006",37.106902,-122.100006,"1,007",Q3,No,0,59,,Yes,6.13,Yes,Yes,Fiber Optic,2,No,Yes,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,79.2,4590.35,0.0,0,361.67,4952.02,5,Stayed,0,5400,No
-Female,65,No,Yes,No,No,0,United States,California,Brookdale,95007,"37.106902, -122.100006",37.106902,-122.100006,"1,007",Q3,No,0,4,,Yes,31.13,Yes,Yes,DSL,15,No,No,No,No,No,No,No,Yes,Two Year,No,Mailed Check,48.75,179.85,0.0,0,124.52,304.37,3,Stayed,0,3048,No
-Male,45,No,No,No,No,0,United States,California,Brookdale,95007,"37.106902, -122.100006",37.106902,-122.100006,"1,007",Q3,No,0,49,,Yes,22.52,Yes,Yes,Fiber Optic,25,No,Yes,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,106.65,5168.1,0.0,130,1103.48,6401.58,5,Stayed,0,5154,No
-Female,41,No,No,No,No,0,United States,California,Brookdale,95007,"37.106902, -122.100006",37.106902,-122.100006,"1,007",Q3,No,0,7,,Yes,39.59,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.25,129.15,0.0,0,277.13,406.28,5,Stayed,0,4208,No
-Male,74,No,Yes,Yes,No,0,United States,California,Castroville,95012,"36.784481, -121.759054",36.784481,-121.759054,"8,582",Q3,Yes,6,46,,Yes,4.2,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,98.85,4564.9,0.0,0,193.2,4758.1,5,Stayed,0,2641,Yes
-Male,68,No,Yes,No,No,0,United States,California,Castroville,95012,"36.784481, -121.759054",36.784481,-121.759054,"8,582",Q3,No,0,63,,Yes,26.11,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,109.4,7031.45,0.0,0,1644.93,8676.38,3,Stayed,0,5961,No
-Female,27,Yes,No,Yes,No,0,United States,California,Castroville,95012,"36.784481, -121.759054",36.784481,-121.759054,"8,582",Q3,Yes,8,1,,Yes,36.69,No,Yes,DSL,82,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,55.3,55.3,0.0,0,36.69,91.99,3,Joined,0,2849,Yes
-Male,31,No,No,No,No,0,United States,California,Castroville,95012,"36.784481, -121.759054",36.784481,-121.759054,"8,582",Q3,No,0,21,,Yes,22.53,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.35,422.7,0.0,0,473.13,895.83,5,Stayed,0,3721,No
-Female,69,No,Yes,No,No,0,United States,California,San Jose,95113,"37.333851, -121.891147",37.333851,-121.891147,561,Q3,No,0,71,Offer A,Yes,37.39,Yes,Yes,DSL,22,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Two Year,No,Credit Card,89.85,6293.45,0.0,140,2654.69,9088.14,3,Stayed,0,4994,No
-Female,33,No,No,No,Yes,1,United States,California,San Jose,95113,"37.333851, -121.891147",37.333851,-121.891147,561,Q3,No,0,12,,Yes,5.16,No,Yes,DSL,16,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,44.55,480.6,18.21,0,61.92,524.31,3,Churned,1,4162,No
-Male,31,No,No,Yes,Yes,1,United States,California,San Jose,95113,"37.333851, -121.891147",37.333851,-121.891147,561,Q3,Yes,4,30,Offer C,Yes,48.04,Yes,Yes,Cable,19,Yes,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,67.6,2000.2,0.0,0,1441.2,3441.4,3,Stayed,0,4104,Yes
-Female,29,Yes,No,Yes,No,0,United States,California,San Jose,95113,"37.333851, -121.891147",37.333851,-121.891147,561,Q3,Yes,5,17,Offer D,Yes,7.6,Yes,Yes,DSL,52,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,75.4,1322.55,0.0,0,129.2,1451.75,3,Stayed,0,4852,Yes
-Male,70,No,Yes,No,No,0,United States,California,San Jose,95132,"37.424655, -121.74841",37.424655,-121.74841,"40,568",Q3,No,0,47,,Yes,44.08,Yes,Yes,Fiber Optic,20,No,No,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,86.05,3865.6,0.0,0,2071.76,5937.36,3,Stayed,0,5527,No
-Male,75,No,Yes,No,No,0,United States,California,San Jose,95132,"37.424655, -121.74841",37.424655,-121.74841,"40,568",Q3,No,0,7,,No,0.0,No,Yes,DSL,26,No,Yes,No,Yes,No,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,44.4,265.8,0.0,0,0.0,265.8,4,Stayed,0,3410,No
-Female,51,No,No,No,No,0,United States,California,San Jose,95132,"37.424655, -121.74841",37.424655,-121.74841,"40,568",Q3,No,0,3,Offer E,Yes,22.56,Yes,Yes,Cable,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,50.65,151.3,0.0,0,67.68,218.98,1,Churned,1,2876,No
-Female,36,No,No,No,No,0,United States,California,San Jose,95132,"37.424655, -121.74841",37.424655,-121.74841,"40,568",Q3,No,0,4,,Yes,23.5,Yes,Yes,Fiber Optic,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.65,302.35,0.0,0,94.0,396.35,5,Stayed,0,5396,No
-Male,73,No,Yes,Yes,No,0,United States,California,Stockton,95203,"37.954089, -121.329761",37.954089,-121.329761,"16,357",Q3,Yes,8,14,,Yes,45.76,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.65,228.65,0.0,0,640.64,869.29,5,Stayed,0,2962,Yes
-Male,30,No,No,No,No,0,United States,California,Stockton,95203,"37.954089, -121.329761",37.954089,-121.329761,"16,357",Q3,No,0,57,,Yes,24.67,No,Yes,DSL,42,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,74.35,4317.35,0.0,0,1406.19,5723.54,4,Stayed,0,5548,No
-Female,35,No,No,No,No,0,United States,California,Stockton,95203,"37.954089, -121.329761",37.954089,-121.329761,"16,357",Q3,No,0,1,,Yes,40.87,No,Yes,Cable,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.75,44.75,0.0,0,40.87,85.62,5,Joined,0,4118,No
-Male,20,Yes,No,No,No,0,United States,California,Stockton,95203,"37.954089, -121.329761",37.954089,-121.329761,"16,357",Q3,No,0,4,Offer E,Yes,18.28,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.65,67.55,0.0,0,73.12,140.67,3,Stayed,0,4925,No
-Female,65,No,Yes,Yes,No,0,United States,California,Farmington,95230,"37.956963, -120.863055",37.956963,-120.863055,596,Q3,Yes,5,62,,Yes,11.41,Yes,Yes,Fiber Optic,25,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,97.95,5936.55,0.0,0,707.42,6643.97,5,Stayed,0,5428,Yes
-Male,75,No,Yes,No,No,0,United States,California,Farmington,95230,"37.956963, -120.863055",37.956963,-120.863055,596,Q3,No,0,37,Offer C,No,0.0,No,Yes,DSL,29,No,Yes,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,36.65,1315.0,0.0,0,0.0,1315.0,5,Stayed,0,2494,No
-Male,50,No,No,No,No,0,United States,California,Farmington,95230,"37.956963, -120.863055",37.956963,-120.863055,596,Q3,No,0,29,,Yes,2.05,No,Yes,Fiber Optic,17,No,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.2,2607.6,0.0,20,59.45,2687.05,5,Stayed,0,4561,No
-Male,25,Yes,No,No,No,0,United States,California,Farmington,95230,"37.956963, -120.863055",37.956963,-120.863055,596,Q3,No,0,21,,Yes,3.26,Yes,Yes,Fiber Optic,51,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,75.3,1570.7,0.0,0,68.46,1639.16,3,Stayed,0,2847,No
-Female,67,No,Yes,Yes,No,0,United States,California,Hathaway Pines,95233,"38.184914, -120.364085",38.184914,-120.364085,335,Q3,Yes,1,23,,Yes,41.88,No,Yes,Fiber Optic,12,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,95.1,2326.05,0.0,0,963.24,3289.29,3,Stayed,0,4025,Yes
-Male,23,Yes,No,Yes,No,0,United States,California,Hathaway Pines,95233,"38.184914, -120.364085",38.184914,-120.364085,335,Q3,Yes,1,66,Offer A,Yes,20.07,Yes,Yes,Fiber Optic,85,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.05,6890.0,0.0,0,1324.62,8214.62,2,Churned,1,5504,Yes
-Male,44,No,No,No,No,0,United States,California,Hathaway Pines,95233,"38.184914, -120.364085",38.184914,-120.364085,335,Q3,No,0,12,Offer D,Yes,18.38,No,Yes,Fiber Optic,3,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,81.7,858.6,0.0,0,220.56,1079.16,1,Churned,1,2850,No
-Female,49,No,No,No,No,0,United States,California,Hathaway Pines,95233,"38.184914, -120.364085",38.184914,-120.364085,335,Q3,No,0,48,Offer B,Yes,21.39,Yes,Yes,DSL,3,No,Yes,Yes,Yes,Yes,No,No,No,One Year,Yes,Bank Withdrawal,73.85,3581.4,0.0,60,1026.72,4668.12,4,Stayed,0,4740,No
-Female,72,No,Yes,Yes,No,0,United States,California,Lodi,95242,"38.128087, -121.4078",38.128087,-121.4078,"22,073",Q3,Yes,1,71,Offer A,Yes,37.53,Yes,Yes,DSL,24,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,82.7,5831.2,0.0,0,2664.63,8495.83,3,Stayed,0,5089,Yes
-Female,22,Yes,No,No,No,0,United States,California,Lodi,95242,"38.128087, -121.4078",38.128087,-121.4078,"22,073",Q3,No,0,15,Offer D,Yes,45.84,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,25.4,399.6,0.0,0,687.6,1087.2,1,Churned,1,2853,No
-Female,34,No,No,Yes,No,0,United States,California,Lodi,95242,"38.128087, -121.4078",38.128087,-121.4078,"22,073",Q3,Yes,9,72,,Yes,44.2,Yes,Yes,Fiber Optic,2,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.55,8165.1,0.0,0,3182.4,11347.5,3,Stayed,0,6452,Yes
-Male,58,No,No,No,No,0,United States,California,Lodi,95242,"38.128087, -121.4078",38.128087,-121.4078,"22,073",Q3,No,0,6,,Yes,10.88,No,Yes,Cable,8,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,59.45,357.6,0.0,0,65.28,422.88,4,Stayed,0,2393,No
-Female,77,No,Yes,Yes,Yes,2,United States,California,Wallace,95254,"38.192608, -120.957842",38.192608,-120.957842,304,Q3,Yes,1,32,Offer C,Yes,49.21,Yes,Yes,Fiber Optic,19,No,Yes,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,100.4,3217.65,0.0,0,1574.72,4792.37,3,Stayed,0,4848,Yes
-Female,21,Yes,No,No,No,0,United States,California,Wallace,95254,"38.192608, -120.957842",38.192608,-120.957842,304,Q3,No,0,1,Offer E,Yes,15.73,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.9,20.9,0.0,0,15.73,36.63,3,Churned,1,5421,No
-Male,57,No,No,Yes,No,0,United States,California,Wallace,95254,"38.192608, -120.957842",38.192608,-120.957842,304,Q3,Yes,9,63,Offer B,Yes,17.38,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.25,1237.65,0.0,0,1094.94,2332.59,3,Stayed,0,4538,Yes
-Female,50,No,No,Yes,No,0,United States,California,Wallace,95254,"38.192608, -120.957842",38.192608,-120.957842,304,Q3,Yes,7,14,,Yes,4.45,No,Yes,Fiber Optic,16,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,78.1,1122.4,0.0,0,62.3,1184.7,4,Stayed,0,3157,Yes
-Female,75,No,Yes,No,No,0,United States,California,El Nido,95317,"37.127386, -120.506422",37.127386,-120.506422,808,Q3,No,0,71,Offer A,Yes,47.86,Yes,Yes,Fiber Optic,16,No,No,Yes,No,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,104.05,7413.55,0.0,0,3398.06,10811.61,5,Stayed,0,4113,No
-Female,34,No,No,Yes,Yes,1,United States,California,El Nido,95317,"37.127386, -120.506422",37.127386,-120.506422,808,Q3,Yes,1,41,Offer B,Yes,21.28,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.3,772.4,0.0,0,872.48,1644.88,3,Stayed,0,4180,Yes
-Male,58,No,No,No,No,0,United States,California,El Nido,95317,"37.127386, -120.506422",37.127386,-120.506422,808,Q3,No,0,1,Offer E,Yes,1.61,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.75,19.75,0.0,0,1.61,21.36,5,Joined,0,5809,No
-Male,40,No,No,Yes,Yes,2,United States,California,El Nido,95317,"37.127386, -120.506422",37.127386,-120.506422,808,Q3,Yes,9,50,,Yes,26.98,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.35,938.95,0.0,0,1349.0,2287.95,5,Stayed,0,6391,Yes
-Female,70,No,Yes,Yes,No,0,United States,California,Hughson,95326,"37.5923, -120.853288",37.5923,-120.853288,"6,822",Q3,Yes,1,20,,Yes,8.98,No,Yes,DSL,16,No,Yes,No,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,60.0,1259.35,0.0,0,179.6,1438.95,5,Stayed,0,2399,Yes
-Female,34,No,No,No,No,0,United States,California,Hughson,95326,"37.5923, -120.853288",37.5923,-120.853288,"6,822",Q3,No,0,12,Offer D,Yes,35.8,Yes,Yes,Fiber Optic,25,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.3,909.25,0.0,0,429.6,1338.85,1,Churned,1,3545,No
-Female,49,No,No,No,No,0,United States,California,Hughson,95326,"37.5923, -120.853288",37.5923,-120.853288,"6,822",Q3,No,0,9,,Yes,24.52,No,Yes,Fiber Optic,9,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,71.0,672.55,8.35,0,220.68,884.88,3,Churned,1,2236,No
-Female,50,No,No,Yes,No,0,United States,California,Hughson,95326,"37.5923, -120.853288",37.5923,-120.853288,"6,822",Q3,Yes,5,26,,Yes,37.6,Yes,Yes,Fiber Optic,10,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,79.3,2015.8,0.0,0,977.6,2993.4,3,Stayed,0,5168,Yes
-Male,77,No,Yes,Yes,No,0,United States,California,Waterford,95386,"37.669516, -120.626964",37.669516,-120.626964,"8,308",Q3,Yes,2,61,,Yes,2.19,Yes,Yes,Fiber Optic,8,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,98.3,6066.55,0.0,0,133.59,6200.14,3,Stayed,0,5413,Yes
-Female,66,No,Yes,No,No,0,United States,California,Waterford,95386,"37.669516, -120.626964",37.669516,-120.626964,"8,308",Q3,No,0,42,,Yes,27.0,Yes,Yes,Cable,30,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55.65,2421.75,0.0,0,1134.0,3555.75,4,Stayed,0,5831,No
-Male,31,No,No,No,No,0,United States,California,Waterford,95386,"37.669516, -120.626964",37.669516,-120.626964,"8,308",Q3,No,0,1,,Yes,13.84,No,Yes,DSL,26,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,45.05,45.05,0.0,70,13.84,128.89,3,Churned,1,2644,No
-Male,49,No,No,Yes,No,0,United States,California,Waterford,95386,"37.669516, -120.626964",37.669516,-120.626964,"8,308",Q3,No,0,67,,Yes,42.77,Yes,Yes,DSL,3,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,79.7,5293.4,0.0,0,2865.59,8158.99,1,Churned,1,6289,Yes
-Male,76,No,Yes,Yes,No,0,United States,California,Albion,95410,"39.225694, -123.717354",39.225694,-123.717354,"1,054",Q3,Yes,6,23,,Yes,46.82,No,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,No,No,One Year,Yes,Bank Withdrawal,90.45,2117.25,0.0,30,1076.86,3224.11,4,Stayed,0,5272,Yes
-Female,72,No,Yes,No,No,0,United States,California,Albion,95410,"39.225694, -123.717354",39.225694,-123.717354,"1,054",Q3,No,0,5,Offer E,Yes,36.27,No,Yes,Fiber Optic,17,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.7,374.8,0.0,0,181.35,556.15,4,Stayed,0,3468,No
-Male,39,No,No,No,No,0,United States,California,Albion,95410,"39.225694, -123.717354",39.225694,-123.717354,"1,054",Q3,No,0,43,,Yes,28.9,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,26.45,1110.05,0.0,0,1242.7,2352.75,4,Stayed,0,3881,No
-Female,37,No,No,No,Yes,2,United States,California,Albion,95410,"39.225694, -123.717354",39.225694,-123.717354,"1,054",Q3,No,0,17,,Yes,49.78,Yes,Yes,Fiber Optic,19,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,92.7,1556.85,0.0,0,846.26,2403.11,4,Stayed,0,2347,No
-Female,67,No,Yes,No,No,0,United States,California,Dos Rios,95429,"39.756049, -123.358701",39.756049,-123.358701,91,Q3,No,0,45,Offer B,No,0.0,No,Yes,Cable,4,No,No,No,No,No,Yes,No,No,One Year,No,Bank Withdrawal,34.2,1596.6,0.0,0,0.0,1596.6,3,Stayed,0,5715,No
-Female,38,No,No,No,No,0,United States,California,Dos Rios,95429,"39.756049, -123.358701",39.756049,-123.358701,91,Q3,No,0,43,,Yes,1.6,No,Yes,DSL,19,No,Yes,No,Yes,No,No,No,No,One Year,No,Bank Withdrawal,55.45,2444.25,0.0,130,68.8,2643.05,4,Stayed,0,3350,No
-Female,62,No,No,Yes,Yes,3,United States,California,Dos Rios,95429,"39.756049, -123.358701",39.756049,-123.358701,91,Q3,Yes,1,8,Offer E,Yes,12.41,Yes,Yes,DSL,53,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55.75,446.8,0.0,0,99.28,546.08,4,Stayed,0,5681,Yes
-Female,48,No,No,Yes,Yes,3,United States,California,Dos Rios,95429,"39.756049, -123.358701",39.756049,-123.358701,91,Q3,Yes,1,19,Offer D,Yes,31.85,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.15,387.7,2.97,0,605.15,989.88,3,Stayed,0,4246,Yes
-Male,71,No,Yes,No,Yes,2,United States,California,Glen Ellen,95442,"38.368744, -122.522642",38.368744,-122.522642,"4,101",Q3,No,0,56,Offer B,Yes,10.57,No,Yes,Fiber Optic,28,Yes,No,No,No,Yes,Yes,No,Yes,One Year,No,Credit Card,94.8,5264.3,0.0,0,591.92,5856.22,4,Stayed,0,5693,No
-Female,32,No,No,No,No,0,United States,California,Glen Ellen,95442,"38.368744, -122.522642",38.368744,-122.522642,"4,101",Q3,No,0,22,,Yes,3.95,No,Yes,DSL,30,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,48.8,1054.6,0.0,20,86.9,1161.5,1,Churned,1,2270,No
-Male,47,No,No,Yes,Yes,3,United States,California,Glen Ellen,95442,"38.368744, -122.522642",38.368744,-122.522642,"4,101",Q3,Yes,4,68,Offer A,Yes,19.75,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,19.95,1303.25,0.0,0,1343.0,2646.25,3,Stayed,0,6492,Yes
-Male,64,No,No,No,No,0,United States,California,Glen Ellen,95442,"38.368744, -122.522642",38.368744,-122.522642,"4,101",Q3,No,0,26,Offer C,Yes,37.7,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.6,471.85,21.25,0,980.2,1430.8,4,Stayed,0,3722,No
-Female,66,No,Yes,No,No,0,United States,California,Glenhaven,95443,"39.045246, -122.743181",39.045246,-122.743181,175,Q3,No,0,4,,Yes,8.75,Yes,Yes,Fiber Optic,4,Yes,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,80.25,303.7,0.0,30,35.0,368.7,4,Stayed,0,3828,No
-Male,67,No,Yes,Yes,No,0,United States,California,Glenhaven,95443,"39.045246, -122.743181",39.045246,-122.743181,175,Q3,Yes,1,8,,No,0.0,No,Yes,Cable,27,No,Yes,Yes,No,No,Yes,No,Yes,Two Year,Yes,Credit Card,43.35,371.4,0.0,0,0.0,371.4,3,Stayed,0,2560,Yes
-Male,42,No,No,No,No,0,United States,California,Glenhaven,95443,"39.045246, -122.743181",39.045246,-122.743181,175,Q3,No,0,7,Offer E,Yes,33.18,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,18.95,130.55,0.0,0,232.26,362.81,5,Stayed,0,4097,No
-Male,55,No,No,No,No,0,United States,California,Glenhaven,95443,"39.045246, -122.743181",39.045246,-122.743181,175,Q3,No,0,66,Offer A,Yes,48.78,Yes,Yes,Fiber Optic,8,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,No,Credit Card,89.4,5976.9,36.02,40,3219.48,9200.36,3,Stayed,0,4889,No
-Male,75,No,Yes,Yes,No,0,United States,California,Kelseyville,95451,"38.93496, -122.792243",38.93496,-122.792243,"9,902",Q3,Yes,5,49,Offer B,Yes,26.0,Yes,Yes,Fiber Optic,16,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,88.2,4159.45,0.0,0,1274.0,5433.45,4,Stayed,0,5987,Yes
-Female,70,No,Yes,Yes,No,0,United States,California,Kelseyville,95451,"38.93496, -122.792243",38.93496,-122.792243,"9,902",Q3,Yes,8,62,Offer B,Yes,22.74,Yes,Yes,Fiber Optic,18,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.85,6312.9,0.0,0,1409.88,7722.78,3,Stayed,0,5061,Yes
-Female,41,No,No,Yes,Yes,3,United States,California,Kelseyville,95451,"38.93496, -122.792243",38.93496,-122.792243,"9,902",Q3,Yes,7,50,,Yes,47.48,No,Yes,Fiber Optic,27,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,103.05,5153.5,0.0,0,2374.0,7527.5,4,Stayed,0,5905,Yes
-Male,39,No,No,Yes,No,0,United States,California,Kelseyville,95451,"38.93496, -122.792243",38.93496,-122.792243,"9,902",Q3,Yes,10,72,,Yes,31.15,Yes,Yes,Cable,16,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,85.45,6227.5,0.0,0,2242.8,8470.3,4,Stayed,0,5641,Yes
-Female,78,No,Yes,Yes,No,0,United States,California,Laytonville,95454,"39.806141, -123.531098",39.806141,-123.531098,"2,706",Q3,Yes,2,71,Offer A,Yes,12.26,No,Yes,Fiber Optic,3,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,99.4,7168.25,0.0,0,870.46,8038.71,3,Stayed,0,4964,Yes
-Female,54,No,No,No,No,0,United States,California,Laytonville,95454,"39.806141, -123.531098",39.806141,-123.531098,"2,706",Q3,No,0,5,,Yes,28.2,Yes,Yes,Fiber Optic,29,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.5,514.0,0.0,0,141.0,655.0,3,Churned,1,5180,No
-Male,31,No,No,Yes,Yes,2,United States,California,Laytonville,95454,"39.806141, -123.531098",39.806141,-123.531098,"2,706",Q3,Yes,3,68,Offer A,Yes,9.29,No,Yes,Fiber Optic,18,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,95.1,6683.4,0.0,0,631.72,7315.12,3,Stayed,0,5748,Yes
-Female,26,Yes,No,Yes,No,0,United States,California,Laytonville,95454,"39.806141, -123.531098",39.806141,-123.531098,"2,706",Q3,Yes,2,71,,Yes,39.44,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.1,1372.45,0.0,0,2800.24,4172.69,4,Stayed,0,4241,Yes
-Female,74,No,Yes,Yes,No,0,United States,California,Manchester,95459,"38.966713, -123.586412",38.966713,-123.586412,586,Q3,Yes,3,72,Offer A,Yes,28.72,Yes,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,114.85,8317.95,0.0,0,2067.84,10385.79,3,Stayed,0,4796,Yes
-Male,72,No,Yes,Yes,No,0,United States,California,Manchester,95459,"38.966713, -123.586412",38.966713,-123.586412,586,Q3,Yes,7,55,Offer B,Yes,12.91,Yes,Yes,Fiber Optic,21,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,113.6,6292.7,0.0,0,710.05,7002.75,5,Stayed,0,5754,Yes
-Male,71,No,Yes,No,No,0,United States,California,Manchester,95459,"38.966713, -123.586412",38.966713,-123.586412,586,Q3,No,0,69,Offer A,Yes,13.36,Yes,Yes,Cable,10,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,74.1,5031.0,0.0,0,921.84,5952.84,3,Stayed,0,4204,No
-Male,79,No,Yes,Yes,No,0,United States,California,Manchester,95459,"38.966713, -123.586412",38.966713,-123.586412,586,Q3,Yes,6,33,,Yes,44.1,Yes,Yes,Fiber Optic,22,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,100.6,3270.25,0.0,0,1455.3,4725.55,4,Stayed,0,3669,Yes
-Male,75,No,Yes,Yes,No,0,United States,California,Redwood Valley,95470,"39.298065, -123.25211",39.298065,-123.25211,"5,995",Q3,Yes,3,72,Offer A,Yes,16.72,Yes,Yes,Cable,9,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,No,Credit Card,84.45,5899.85,0.0,0,1203.84,7103.69,3,Stayed,0,5856,Yes
-Female,52,No,No,Yes,No,0,United States,California,Redwood Valley,95470,"39.298065, -123.25211",39.298065,-123.25211,"5,995",Q3,Yes,1,21,,Yes,16.67,No,Yes,Fiber Optic,3,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,102.8,2110.15,0.0,0,350.07,2460.22,1,Churned,1,3123,Yes
-Male,51,No,No,No,No,0,United States,California,Redwood Valley,95470,"39.298065, -123.25211",39.298065,-123.25211,"5,995",Q3,No,0,46,,Yes,13.42,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.95,907.05,0.0,0,617.32,1524.37,5,Stayed,0,4006,No
-Male,47,No,No,No,No,0,United States,California,Redwood Valley,95470,"39.298065, -123.25211",39.298065,-123.25211,"5,995",Q3,No,0,54,,Yes,18.74,No,Yes,DSL,16,Yes,Yes,No,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,65.3,3512.9,0.0,0,1011.96,4524.86,3,Stayed,0,4556,No
-Male,66,No,Yes,Yes,No,0,United States,California,Elverta,95626,"38.734997, -121.463719",38.734997,-121.463719,"6,197",Q3,Yes,4,61,Offer B,Yes,26.55,Yes,Yes,Fiber Optic,2,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,82.15,4904.85,0.0,0,1619.55,6524.4,3,Stayed,0,4250,Yes
-Female,32,No,No,Yes,Yes,1,United States,California,Elverta,95626,"38.734997, -121.463719",38.734997,-121.463719,"6,197",Q3,Yes,1,22,,Yes,5.26,No,Yes,DSL,19,No,Yes,No,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,55.15,1206.05,0.0,30,115.72,1351.77,2,Churned,1,5115,Yes
-Female,59,No,No,No,No,0,United States,California,Elverta,95626,"38.734997, -121.463719",38.734997,-121.463719,"6,197",Q3,No,0,25,,Yes,36.24,Yes,Yes,Fiber Optic,3,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.25,2387.75,0.0,0,906.0,3293.75,1,Churned,1,2195,No
-Female,41,No,No,No,No,0,United States,California,Elverta,95626,"38.734997, -121.463719",38.734997,-121.463719,"6,197",Q3,No,0,40,Offer B,Yes,16.73,Yes,Yes,Fiber Optic,14,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,105.95,4335.2,0.0,0,669.2,5004.4,5,Stayed,0,3784,No
-Male,79,No,Yes,No,No,0,United States,California,Shingle Springs,95682,"38.598936, -120.963092",38.598936,-120.963092,"24,738",Q3,No,0,29,Offer C,Yes,6.59,No,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,No,No,One Year,Yes,Bank Withdrawal,101.45,2948.6,0.0,60,191.11,3199.71,4,Stayed,0,5285,No
-Female,64,No,No,No,No,0,United States,California,Shingle Springs,95682,"38.598936, -120.963092",38.598936,-120.963092,"24,738",Q3,No,0,37,Offer C,Yes,17.46,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.05,3810.55,0.0,0,646.02,4456.57,5,Stayed,0,2904,No
-Female,21,Yes,No,No,No,0,United States,California,Shingle Springs,95682,"38.598936, -120.963092",38.598936,-120.963092,"24,738",Q3,No,0,64,,Yes,8.52,Yes,Yes,DSL,73,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,86.4,5442.05,0.0,0,545.28,5987.33,3,Stayed,0,6474,No
-Male,23,Yes,No,No,No,0,United States,California,Shingle Springs,95682,"38.598936, -120.963092",38.598936,-120.963092,"24,738",Q3,No,0,70,,No,0.0,No,Yes,DSL,26,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,48.4,3442.8,0.0,0,0.0,3442.8,3,Stayed,0,4483,No
-Female,69,No,Yes,No,No,0,United States,California,Vacaville,95688,"38.419088, -122.024568",38.419088,-122.024568,"32,564",Q3,No,0,18,,Yes,41.13,No,Yes,Cable,23,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,49.85,865.75,0.0,0,740.34,1606.09,3,Stayed,0,3283,No
-Male,41,No,No,No,No,0,United States,California,Vacaville,95688,"38.419088, -122.024568",38.419088,-122.024568,"32,564",Q3,No,0,1,Offer E,Yes,23.16,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.25,20.25,0.0,0,23.16,43.41,1,Churned,1,2959,No
-Female,63,No,No,No,No,0,United States,California,Vacaville,95688,"38.419088, -122.024568",38.419088,-122.024568,"32,564",Q3,No,0,10,,Yes,4.76,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,20.55,187.35,0.0,0,47.6,234.95,3,Stayed,0,3595,No
-Male,46,No,No,Yes,Yes,1,United States,California,Vacaville,95688,"38.419088, -122.024568",38.419088,-122.024568,"32,564",Q3,Yes,2,44,,Yes,26.25,No,Yes,Fiber Optic,25,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92.95,4122.9,0.0,0,1155.0,5277.9,5,Stayed,0,5635,Yes
-Male,69,No,Yes,No,No,0,United States,California,Camino,95709,"38.748316, -120.675512",38.748316,-120.675512,"4,829",Q3,No,0,44,Offer B,Yes,47.06,No,Yes,Fiber Optic,3,No,No,Yes,No,No,No,No,No,One Year,No,Bank Withdrawal,73.85,3122.4,0.0,100,2070.64,5293.04,5,Stayed,0,4374,No
-Female,51,No,No,No,No,0,United States,California,Camino,95709,"38.748316, -120.675512",38.748316,-120.675512,"4,829",Q3,No,0,4,Offer E,Yes,10.64,No,Yes,DSL,23,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,68.65,261.25,0.0,0,42.56,303.81,3,Churned,1,5274,No
-Male,49,No,No,Yes,Yes,3,United States,California,Camino,95709,"38.748316, -120.675512",38.748316,-120.675512,"4,829",Q3,Yes,2,19,Offer D,Yes,32.47,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.9,357.7,0.0,0,616.93,974.63,5,Stayed,0,5964,Yes
-Male,36,No,No,No,Yes,3,United States,California,Camino,95709,"38.748316, -120.675512",38.748316,-120.675512,"4,829",Q3,No,0,23,,No,0.0,No,Yes,DSL,26,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,40.1,857.75,0.0,0,0.0,857.75,4,Stayed,0,2327,No
-Female,68,No,Yes,Yes,No,0,United States,California,Pollock Pines,95726,"38.733908, -120.453416",38.733908,-120.453416,"8,577",Q3,Yes,8,65,Offer B,Yes,15.3,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Credit Card,109.4,7227.45,0.0,0,994.5,8221.95,3,Stayed,0,4452,Yes
-Female,48,No,No,No,No,0,United States,California,Pollock Pines,95726,"38.733908, -120.453416",38.733908,-120.453416,"8,577",Q3,No,0,8,Offer E,Yes,45.59,Yes,Yes,Fiber Optic,8,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,87.05,762.1,0.0,0,364.72,1126.82,1,Churned,1,2545,No
-Female,28,Yes,No,No,No,0,United States,California,Pollock Pines,95726,"38.733908, -120.453416",38.733908,-120.453416,"8,577",Q3,No,0,11,Offer D,Yes,10.06,Yes,Yes,Fiber Optic,48,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.0,929.3,0.0,0,110.66,1039.96,3,Stayed,0,3885,No
-Male,56,No,No,Yes,Yes,3,United States,California,Pollock Pines,95726,"38.733908, -120.453416",38.733908,-120.453416,"8,577",Q3,Yes,2,38,,Yes,13.67,Yes,Yes,Cable,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,78.95,2862.55,0.0,0,519.46,3382.01,5,Stayed,0,2125,Yes
-Female,66,No,Yes,Yes,No,0,United States,California,Roseville,95747,"38.784329, -121.373245",38.784329,-121.373245,"25,418",Q3,Yes,5,58,Offer B,Yes,45.37,Yes,Yes,Fiber Optic,28,No,Yes,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,97.8,5458.8,0.0,0,2631.46,8090.26,3,Stayed,0,6019,Yes
-Male,79,No,Yes,No,No,0,United States,California,Roseville,95747,"38.784329, -121.373245",38.784329,-121.373245,"25,418",Q3,No,0,54,Offer B,Yes,5.14,No,Yes,DSL,6,No,No,Yes,Yes,No,Yes,No,Yes,One Year,No,Bank Withdrawal,65.25,3529.95,33.07,0,277.56,3774.44,4,Stayed,0,6161,No
-Male,55,No,No,No,Yes,1,United States,California,Roseville,95747,"38.784329, -121.373245",38.784329,-121.373245,"25,418",Q3,No,0,28,Offer C,Yes,34.43,No,Yes,DSL,22,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,54.4,1516.6,0.0,0,964.04,2480.64,3,Stayed,0,4711,No
-Female,20,Yes,No,Yes,No,0,United States,California,Roseville,95747,"38.784329, -121.373245",38.784329,-121.373245,"25,418",Q3,Yes,10,34,Offer C,Yes,35.29,Yes,Yes,Fiber Optic,47,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.45,3414.65,0.0,0,1199.86,4614.51,5,Stayed,0,3744,Yes
-Female,67,No,Yes,No,No,0,United States,California,Sacramento,95817,"38.550722, -121.457314",38.550722,-121.457314,"14,966",Q3,No,0,6,Offer E,Yes,2.03,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.5,106.8,0.0,0,12.18,118.98,3,Stayed,0,3288,No
-Female,74,No,Yes,No,No,0,United States,California,Sacramento,95817,"38.550722, -121.457314",38.550722,-121.457314,"14,966",Q3,No,0,60,Offer B,Yes,48.92,Yes,Yes,Fiber Optic,11,Yes,No,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,101.4,6176.6,0.0,0,2935.2,9111.8,4,Stayed,0,4483,No
-Female,22,Yes,No,Yes,No,0,United States,California,Sacramento,95817,"38.550722, -121.457314",38.550722,-121.457314,"14,966",Q3,Yes,1,4,Offer E,Yes,44.28,No,Yes,Fiber Optic,59,No,No,No,No,No,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,80.85,302.75,0.0,40,177.12,519.87,1,Churned,1,2961,Yes
-Female,47,No,No,No,No,0,United States,California,Sacramento,95817,"38.550722, -121.457314",38.550722,-121.457314,"14,966",Q3,No,0,58,,Yes,22.71,Yes,Yes,Fiber Optic,14,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.8,4526.85,0.0,0,1317.18,5844.03,4,Stayed,0,5709,No
-Male,69,No,Yes,No,No,0,United States,California,Sacramento,95820,"38.53508, -121.444144",38.53508,-121.444144,"37,031",Q3,No,0,52,Offer B,No,0.0,No,Yes,DSL,19,Yes,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,48.8,2555.05,0.0,0,0.0,2555.05,3,Stayed,0,4865,No
-Male,66,No,Yes,No,No,0,United States,California,Sacramento,95820,"38.53508, -121.444144",38.53508,-121.444144,"37,031",Q3,No,0,9,Offer E,Yes,39.77,Yes,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74.05,678.45,0.0,0,357.93,1036.38,5,Stayed,0,2003,No
-Male,58,No,No,No,No,0,United States,California,Sacramento,95820,"38.53508, -121.444144",38.53508,-121.444144,"37,031",Q3,No,0,69,Offer A,Yes,26.88,Yes,Yes,Fiber Optic,11,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,106.5,7348.8,0.0,0,1854.72,9203.52,3,Churned,1,4859,No
-Male,48,No,No,No,No,0,United States,California,Sacramento,95820,"38.53508, -121.444144",38.53508,-121.444144,"37,031",Q3,No,0,31,,Yes,41.23,No,Yes,DSL,27,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,72.45,2156.25,0.0,0,1278.13,3434.38,4,Stayed,0,3175,No
-Female,73,No,Yes,Yes,No,0,United States,California,Beale Afb,95903,"39.125311, -121.392283",39.125311,-121.392283,"5,654",Q3,Yes,2,69,,Yes,19.39,Yes,Yes,Fiber Optic,13,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,105.4,6998.95,0.0,0,1337.91,8336.86,4,Stayed,0,5467,Yes
-Female,53,No,No,No,No,0,United States,California,Beale Afb,95903,"39.125311, -121.392283",39.125311,-121.392283,"5,654",Q3,No,0,29,,No,0.0,No,Yes,DSL,7,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.6,856.35,0.0,0,0.0,856.35,2,Churned,1,3615,No
-Female,58,No,No,Yes,No,0,United States,California,Beale Afb,95903,"39.125311, -121.392283",39.125311,-121.392283,"5,654",Q3,Yes,9,19,Offer D,Yes,10.68,No,Yes,Fiber Optic,23,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.8,1743.05,0.0,0,202.92,1945.97,5,Stayed,0,3249,Yes
-Male,35,No,No,No,No,0,United States,California,Beale Afb,95903,"39.125311, -121.392283",39.125311,-121.392283,"5,654",Q3,No,0,17,,Yes,27.66,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.15,343.45,28.63,0,470.22,785.04,3,Stayed,0,2717,No
-Female,70,No,Yes,Yes,No,0,United States,California,Camptonville,95922,"39.432127, -121.099287",39.432127,-121.099287,632,Q3,Yes,6,71,,Yes,22.0,No,Yes,Fiber Optic,27,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99.2,7213.75,0.0,0,1562.0,8775.75,4,Stayed,0,4951,Yes
-Female,51,No,No,No,No,0,United States,California,Camptonville,95922,"39.432127, -121.099287",39.432127,-121.099287,632,Q3,No,0,17,,Yes,7.66,No,Yes,Fiber Optic,17,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.0,1144.5,0.0,80,130.22,1354.72,1,Churned,1,4390,No
-Male,35,No,No,No,No,0,United States,California,Camptonville,95922,"39.432127, -121.099287",39.432127,-121.099287,632,Q3,No,0,59,Offer B,Yes,49.48,Yes,Yes,Cable,9,No,No,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,54.15,3116.15,0.0,0,2919.32,6035.47,3,Stayed,0,4293,No
-Female,33,No,No,No,No,0,United States,California,Camptonville,95922,"39.432127, -121.099287",39.432127,-121.099287,632,Q3,No,0,32,,Yes,41.53,Yes,Yes,Fiber Optic,28,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.35,3334.9,0.0,0,1328.96,4663.86,5,Stayed,0,4341,No
-Female,73,No,Yes,Yes,No,0,United States,California,Colusa,95932,"39.273096, -122.050763",39.273096,-122.050763,"7,503",Q3,No,0,66,,Yes,44.01,Yes,Yes,Cable,17,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,70.85,4738.85,0.0,0,2904.66,7643.51,5,Stayed,0,5572,Yes
-Male,71,No,Yes,Yes,Yes,1,United States,California,Colusa,95932,"39.273096, -122.050763",39.273096,-122.050763,"7,503",Q3,Yes,1,58,Offer B,Yes,18.43,Yes,Yes,Fiber Optic,10,Yes,Yes,No,Yes,No,No,No,No,One Year,Yes,Bank Withdrawal,89.85,5125.75,0.0,130,1068.94,6324.69,3,Stayed,0,5035,Yes
-Male,40,No,No,No,No,0,United States,California,Colusa,95932,"39.273096, -122.050763",39.273096,-122.050763,"7,503",Q3,No,0,1,,Yes,9.66,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.8,19.8,0.0,0,9.66,29.46,3,Churned,1,5600,No
-Male,42,No,No,No,No,0,United States,California,Colusa,95932,"39.273096, -122.050763",39.273096,-122.050763,"7,503",Q3,No,0,2,,Yes,44.34,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.35,46.35,0.0,0,88.68,135.03,3,Joined,0,5863,No
-Male,79,No,Yes,Yes,No,0,United States,California,Glenn,95943,"39.597975, -122.032248",39.597975,-122.032248,"1,454",Q3,Yes,9,64,Offer B,Yes,23.33,Yes,Yes,Fiber Optic,29,No,Yes,Yes,No,No,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,94.25,6081.4,0.0,0,1493.12,7574.52,3,Stayed,0,6020,Yes
-Male,39,No,No,Yes,Yes,1,United States,California,Glenn,95943,"39.597975, -122.032248",39.597975,-122.032248,"1,454",Q3,Yes,7,15,,Yes,32.73,No,Yes,Fiber Optic,17,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,75.1,1151.55,0.0,0,490.95,1642.5,4,Stayed,0,4634,Yes
-Male,36,No,No,Yes,No,0,United States,California,Glenn,95943,"39.597975, -122.032248",39.597975,-122.032248,"1,454",Q3,Yes,3,38,,Yes,12.71,Yes,Yes,Fiber Optic,9,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,91.7,3479.05,0.0,0,482.98,3962.03,3,Stayed,0,3676,Yes
-Male,21,Yes,No,Yes,No,0,United States,California,Glenn,95943,"39.597975, -122.032248",39.597975,-122.032248,"1,454",Q3,Yes,1,59,Offer B,No,0.0,No,Yes,DSL,53,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,44.3,2666.75,0.0,20,0.0,2686.75,4,Stayed,0,5905,Yes
-Female,74,No,Yes,No,No,0,United States,California,Greenville,95947,"40.160386, -120.835428",40.160386,-120.835428,"2,064",Q3,No,0,45,Offer B,Yes,34.12,Yes,Yes,Fiber Optic,15,No,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,102.15,4735.35,0.0,0,1535.4,6270.75,4,Stayed,0,5391,No
-Male,71,No,Yes,Yes,No,0,United States,California,Greenville,95947,"40.160386, -120.835428",40.160386,-120.835428,"2,064",Q3,Yes,1,51,Offer B,No,0.0,No,Yes,DSL,21,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,29.45,1459.35,0.0,0,0.0,1459.35,4,Stayed,0,6285,Yes
-Male,54,No,No,No,Yes,3,United States,California,Greenville,95947,"40.160386, -120.835428",40.160386,-120.835428,"2,064",Q3,No,0,29,Offer C,Yes,2.0,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,19.85,535.05,0.0,0,58.0,593.05,4,Stayed,0,2941,No
-Female,26,Yes,No,No,Yes,3,United States,California,Greenville,95947,"40.160386, -120.835428",40.160386,-120.835428,"2,064",Q3,No,0,34,,Yes,27.47,Yes,Yes,Fiber Optic,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,116.15,3946.9,0.0,0,933.98,4880.88,4,Stayed,0,5104,No
-Female,74,No,Yes,Yes,Yes,3,United States,California,Live Oak,95953,"39.258746, -121.77697",39.258746,-121.77697,"8,695",Q3,Yes,4,23,,Yes,2.03,No,Yes,Fiber Optic,53,No,Yes,Yes,No,No,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,88.45,2130.55,0.0,0,46.69,2177.24,5,Stayed,0,3937,Yes
-Male,69,No,Yes,No,No,0,United States,California,Live Oak,95953,"39.258746, -121.77697",39.258746,-121.77697,"8,695",Q3,No,0,50,Offer B,Yes,25.23,Yes,Yes,DSL,23,Yes,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.35,3454.6,0.0,100,1261.5,4816.1,3,Stayed,0,5596,No
-Female,27,Yes,No,No,No,0,United States,California,Live Oak,95953,"39.258746, -121.77697",39.258746,-121.77697,"8,695",Q3,No,0,9,,Yes,24.81,No,Yes,Cable,69,No,Yes,No,Yes,Yes,No,No,No,Month-to-Month,No,Mailed Check,66.25,620.55,0.0,10,223.29,853.84,3,Churned,1,5515,No
-Female,29,Yes,No,Yes,Yes,2,United States,California,Live Oak,95953,"39.258746, -121.77697",39.258746,-121.77697,"8,695",Q3,Yes,10,69,,No,0.0,No,Yes,DSL,69,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,46.25,3121.4,0.0,0,0.0,3121.4,4,Stayed,0,4180,Yes
-Male,75,No,Yes,Yes,No,0,United States,California,Canby,96015,"41.486953, -120.913975",41.486953,-120.913975,417,Q3,Yes,4,6,,Yes,16.87,Yes,Yes,Fiber Optic,17,No,No,Yes,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,80.8,457.1,0.0,30,101.22,588.32,5,Stayed,0,5611,Yes
-Female,27,Yes,No,No,No,0,United States,California,Canby,96015,"41.486953, -120.913975",41.486953,-120.913975,417,Q3,No,0,13,Offer D,Yes,35.96,Yes,Yes,Fiber Optic,42,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.6,1115.2,0.0,0,467.48,1582.68,1,Churned,1,2659,No
-Male,21,Yes,No,No,No,0,United States,California,Canby,96015,"41.486953, -120.913975",41.486953,-120.913975,417,Q3,No,0,1,,Yes,39.19,No,Yes,DSL,69,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,55.25,55.25,0.0,60,39.19,154.44,5,Joined,0,3255,No
-Male,25,Yes,No,Yes,Yes,2,United States,California,Canby,96015,"41.486953, -120.913975",41.486953,-120.913975,417,Q3,Yes,2,18,,No,0.0,No,Yes,DSL,59,No,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Credit Card,46.4,812.4,0.0,0,0.0,812.4,5,Stayed,0,4003,Yes
-Male,77,No,Yes,No,No,0,United States,California,Forks Of Salmon,96031,"41.232128, -123.194748",41.232128,-123.194748,170,Q3,No,0,4,,Yes,30.11,No,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,69.35,261.65,0.0,0,120.44,382.09,3,Stayed,0,4140,No
-Male,36,No,No,Yes,No,0,United States,California,Forks Of Salmon,96031,"41.232128, -123.194748",41.232128,-123.194748,170,Q3,Yes,10,41,Offer B,Yes,39.39,Yes,Yes,Fiber Optic,3,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.25,3439.0,2.18,0,1614.99,5051.81,5,Stayed,0,5757,Yes
-Male,21,Yes,No,Yes,No,0,United States,California,Forks Of Salmon,96031,"41.232128, -123.194748",41.232128,-123.194748,170,Q3,Yes,8,34,,Yes,33.55,Yes,Yes,Fiber Optic,41,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,100.85,3527.3,0.0,0,1140.7,4668.0,5,Stayed,0,5891,Yes
-Male,62,No,No,Yes,Yes,2,United States,California,Forks Of Salmon,96031,"41.232128, -123.194748",41.232128,-123.194748,170,Q3,Yes,4,63,Offer B,Yes,48.62,Yes,Yes,Fiber Optic,28,No,Yes,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,91.35,5764.7,18.78,0,3063.06,8808.98,4,Stayed,0,4512,Yes
-Male,75,No,Yes,No,No,0,United States,California,Greenview,96037,"41.528541, -122.955018",41.528541,-122.955018,295,Q3,No,0,11,,Yes,2.63,Yes,Yes,Fiber Optic,13,No,Yes,Yes,Yes,Yes,Yes,No,No,Two Year,Yes,Bank Withdrawal,111.4,1183.05,0.0,40,28.93,1251.98,3,Stayed,0,3175,No
-Male,54,No,No,No,No,0,United States,California,Greenview,96037,"41.528541, -122.955018",41.528541,-122.955018,295,Q3,No,0,10,Offer D,Yes,35.63,Yes,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,95.2,930.4,0.0,0,356.3,1286.7,2,Churned,1,4922,No
-Male,22,Yes,No,Yes,No,0,United States,California,Greenview,96037,"41.528541, -122.955018",41.528541,-122.955018,295,Q3,Yes,2,70,,Yes,4.8,Yes,Yes,Cable,41,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,77.3,5498.2,26.87,0,336.0,5807.33,3,Stayed,0,6252,Yes
-Female,36,No,No,Yes,No,0,United States,California,Greenview,96037,"41.528541, -122.955018",41.528541,-122.955018,295,Q3,Yes,7,72,,Yes,1.34,Yes,Yes,DSL,19,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.9,6065.3,0.0,0,96.48,6161.78,4,Stayed,0,4447,Yes
-Female,78,No,Yes,Yes,No,0,United States,California,Junction City,96048,"40.913192, -123.06597",40.913192,-123.06597,734,Q3,Yes,2,68,,Yes,40.55,No,Yes,DSL,20,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,60.65,3975.9,0.0,0,2757.4,6733.3,5,Stayed,0,6418,Yes
-Female,77,No,Yes,No,No,0,United States,California,Junction City,96048,"40.913192, -123.06597",40.913192,-123.06597,734,Q3,No,0,18,Offer D,Yes,37.53,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.35,369.6,0.0,0,675.54,1045.14,4,Stayed,0,4713,No
-Male,40,No,No,Yes,Yes,1,United States,California,Junction City,96048,"40.913192, -123.06597",40.913192,-123.06597,734,Q3,Yes,7,53,Offer B,Yes,3.78,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.25,5576.3,0.0,0,200.34,5776.64,3,Stayed,0,6365,Yes
-Male,32,No,No,Yes,No,0,United States,California,Junction City,96048,"40.913192, -123.06597",40.913192,-123.06597,734,Q3,Yes,4,50,,Yes,46.91,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.55,1067.65,0.0,0,2345.5,3413.15,3,Stayed,0,4745,Yes
-Female,73,No,Yes,Yes,No,0,United States,California,Lookout,96054,"41.280478, -121.160249",41.280478,-121.160249,386,Q3,Yes,4,21,,Yes,30.3,Yes,Yes,DSL,18,No,Yes,Yes,No,No,Yes,No,No,One Year,No,Bank Withdrawal,71.7,1497.05,0.0,100,636.3,2233.35,5,Stayed,0,2784,Yes
-Male,40,No,No,Yes,Yes,1,United States,California,Lookout,96054,"41.280478, -121.160249",41.280478,-121.160249,386,Q3,Yes,2,36,,Yes,8.0,No,Yes,Cable,19,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,53.65,1939.35,0.0,0,288.0,2227.35,4,Stayed,0,4113,Yes
-Female,25,Yes,No,Yes,Yes,3,United States,California,Lookout,96054,"41.280478, -121.160249",41.280478,-121.160249,386,Q3,Yes,2,41,,Yes,43.19,No,Yes,Fiber Optic,59,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.9,3848.0,0.0,0,1770.79,5618.79,3,Stayed,0,3539,Yes
-Male,45,No,No,No,No,0,United States,California,Lookout,96054,"41.280478, -121.160249",41.280478,-121.160249,386,Q3,No,0,1,,No,0.0,No,Yes,DSL,29,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,24.4,24.4,0.0,0,0.0,24.4,3,Joined,0,4570,No
-Female,75,No,Yes,No,No,0,United States,California,Macdoel,96058,"41.769709, -121.92063",41.769709,-121.92063,816,Q3,No,0,65,Offer B,No,0.0,No,Yes,Cable,9,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,53.5,3517.9,0.0,0,0.0,3517.9,3,Stayed,0,5693,No
-Male,43,No,No,No,No,0,United States,California,Macdoel,96058,"41.769709, -121.92063",41.769709,-121.92063,816,Q3,No,0,16,,Yes,5.79,Yes,Yes,DSL,4,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55.3,875.35,0.0,0,92.64,967.99,5,Stayed,0,3771,No
-Male,25,Yes,No,No,No,0,United States,California,Macdoel,96058,"41.769709, -121.92063",41.769709,-121.92063,816,Q3,No,0,44,,Yes,38.33,No,Yes,Fiber Optic,41,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.05,4510.8,0.0,0,1686.52,6197.32,3,Stayed,0,4588,No
-Female,55,No,No,No,No,0,United States,California,Macdoel,96058,"41.769709, -121.92063",41.769709,-121.92063,816,Q3,No,0,34,,Yes,45.56,No,Yes,DSL,7,Yes,Yes,No,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,64.35,2053.05,46.39,0,1549.04,3555.7,3,Stayed,0,3445,No
-Female,68,No,Yes,Yes,No,0,United States,California,Madeline,96119,"41.042003, -120.506086",41.042003,-120.506086,85,Q3,Yes,8,30,Offer C,Yes,47.75,Yes,Yes,Fiber Optic,27,No,Yes,No,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,90.05,2627.2,0.0,0,1432.5,4059.7,5,Stayed,0,3792,Yes
-Male,38,No,No,Yes,No,0,United States,California,Madeline,96119,"41.042003, -120.506086",41.042003,-120.506086,85,Q3,Yes,9,55,Offer B,Yes,6.63,No,Yes,DSL,23,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,58.6,3068.6,0.0,0,364.65,3433.25,3,Stayed,0,6231,Yes
-Male,47,No,No,Yes,Yes,3,United States,California,Madeline,96119,"41.042003, -120.506086",41.042003,-120.506086,85,Q3,Yes,1,27,,Yes,15.71,No,Yes,Fiber Optic,53,Yes,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,80.65,2209.75,0.0,0,424.17,2633.92,3,Stayed,0,5856,Yes
-Female,37,No,No,Yes,Yes,3,United States,California,Madeline,96119,"41.042003, -120.506086",41.042003,-120.506086,85,Q3,Yes,10,50,,Yes,10.13,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.55,1070.25,0.0,0,506.5,1576.75,4,Stayed,0,4878,Yes
-Male,79,No,Yes,Yes,No,0,United States,California,Milford,96121,"40.181279, -120.392967",40.181279,-120.392967,481,Q3,Yes,7,38,Offer C,Yes,4.75,Yes,Yes,Fiber Optic,24,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,102.6,4009.2,45.81,0,180.5,4143.89,4,Stayed,0,5469,Yes
-Male,48,No,No,Yes,No,0,United States,California,Milford,96121,"40.181279, -120.392967",40.181279,-120.392967,481,Q3,Yes,8,60,Offer B,Yes,19.22,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,102.5,6157.6,0.0,0,1153.2,7310.8,5,Stayed,0,4968,Yes
-Female,48,No,No,Yes,No,0,United States,California,Milford,96121,"40.181279, -120.392967",40.181279,-120.392967,481,Q3,Yes,1,72,,Yes,39.74,Yes,Yes,Fiber Optic,5,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.75,7751.7,0.0,0,2861.28,10612.98,4,Stayed,0,4848,Yes
-Female,21,Yes,No,Yes,Yes,1,United States,California,Milford,96121,"40.181279, -120.392967",40.181279,-120.392967,481,Q3,Yes,5,45,,Yes,37.57,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.65,1171.3,0.0,0,1690.65,2861.95,3,Stayed,0,2194,Yes
-Male,71,No,Yes,Yes,Yes,1,United States,California,Olympic Valley,96146,"39.191797, -120.212401",39.191797,-120.212401,942,Q3,Yes,10,60,,Yes,18.23,Yes,Yes,Fiber Optic,11,Yes,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,80.95,4859.1,49.53,0,1093.8,5903.37,4,Stayed,0,6214,Yes
-Female,23,Yes,No,Yes,Yes,3,United States,California,Olympic Valley,96146,"39.191797, -120.212401",39.191797,-120.212401,942,Q3,Yes,3,33,,Yes,28.4,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.1,579.4,0.0,0,937.2,1516.6,3,Stayed,0,3342,Yes
-Male,49,No,No,No,No,0,United States,California,Olympic Valley,96146,"39.191797, -120.212401",39.191797,-120.212401,942,Q3,No,0,2,Offer E,Yes,22.56,No,Yes,Fiber Optic,15,Yes,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,100.2,198.5,0.0,10,45.12,253.62,3,Joined,0,4855,No
-Male,33,No,No,Yes,Yes,1,United States,California,Olympic Valley,96146,"39.191797, -120.212401",39.191797,-120.212401,942,Q3,Yes,2,2,,Yes,30.87,No,Yes,DSL,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.5,90.05,0.0,0,61.74,151.79,5,Joined,0,5456,Yes
-Female,69,No,Yes,Yes,No,0,United States,California,Los Angeles,90011,"34.00709, -118.258681",34.00709,-118.258681,"101,215",Q3,Yes,4,65,,Yes,48.53,Yes,Yes,Fiber Optic,9,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,108.8,7082.45,21.52,0,3154.45,10215.38,5,Stayed,0,5225,Yes
-Female,23,Yes,No,No,No,0,United States,California,Los Angeles,90011,"34.00709, -118.258681",34.00709,-118.258681,"101,215",Q3,No,0,6,Offer E,No,0.0,No,Yes,DSL,71,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,47.95,305.1,0.0,0,0.0,305.1,1,Churned,1,2240,No
-Male,48,No,No,No,No,0,United States,California,Los Angeles,90011,"34.00709, -118.258681",34.00709,-118.258681,"101,215",Q3,No,0,62,Offer B,Yes,7.96,No,Yes,DSL,8,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,56.15,3487.95,0.0,0,493.52,3981.47,4,Stayed,0,4529,No
-Male,22,Yes,No,No,No,0,United States,California,Los Angeles,90011,"34.00709, -118.258681",34.00709,-118.258681,"101,215",Q3,No,0,1,,Yes,26.37,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.2,19.2,0.0,0,26.37,45.57,4,Joined,0,2716,No
-Female,30,No,No,No,No,0,United States,California,Los Angeles,90011,"34.00709, -118.258681",34.00709,-118.258681,"101,215",Q3,No,0,48,,Yes,45.51,Yes,Yes,DSL,27,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,83.45,3887.85,0.0,0,2184.48,6072.33,4,Stayed,0,4250,No
-Male,71,No,Yes,Yes,No,0,United States,California,Los Angeles,90036,"34.070291, -118.349191",34.070291,-118.349191,"32,901",Q3,No,0,27,Offer C,Yes,30.49,No,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,70.55,1943.9,29.99,0,823.23,2737.14,3,Stayed,0,2534,Yes
-Female,21,Yes,No,No,No,0,United States,California,Los Angeles,90036,"34.070291, -118.349191",34.070291,-118.349191,"32,901",Q3,No,0,16,,Yes,14.26,No,Yes,DSL,53,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.15,762.25,0.0,0,228.16,990.41,2,Churned,1,4254,No
-Male,35,No,No,No,No,0,United States,California,Los Angeles,90036,"34.070291, -118.349191",34.070291,-118.349191,"32,901",Q3,No,0,1,Offer E,Yes,24.48,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.2,20.2,0.0,0,24.48,44.68,5,Joined,0,5526,No
-Female,63,No,No,No,No,0,United States,California,Los Angeles,90036,"34.070291, -118.349191",34.070291,-118.349191,"32,901",Q3,No,0,7,,Yes,25.17,Yes,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.35,564.65,0.0,0,176.19,740.84,3,Stayed,0,4989,No
-Female,33,No,No,No,Yes,2,United States,California,Los Angeles,90036,"34.070291, -118.349191",34.070291,-118.349191,"32,901",Q3,No,0,7,,No,0.0,No,Yes,Cable,19,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,29.8,201.95,0.0,0,0.0,201.95,3,Stayed,0,4236,No
-Female,76,No,Yes,No,No,0,United States,California,Compton,90222,"33.912246, -118.236773",33.912246,-118.236773,"29,825",Q3,No,0,2,,Yes,32.98,No,Yes,Fiber Optic,14,No,Yes,No,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,83.8,163.7,0.0,0,65.96,229.66,3,Joined,0,2885,No
-Male,68,No,Yes,No,No,0,United States,California,Compton,90222,"33.912246, -118.236773",33.912246,-118.236773,"29,825",Q3,No,0,57,,Yes,32.12,Yes,Yes,Fiber Optic,15,No,Yes,No,Yes,Yes,Yes,No,No,Two Year,Yes,Bank Withdrawal,104.9,5913.95,1.69,90,1830.84,7833.1,5,Stayed,0,5838,No
-Female,37,No,No,Yes,No,0,United States,California,Compton,90222,"33.912246, -118.236773",33.912246,-118.236773,"29,825",Q3,Yes,5,50,Offer B,Yes,26.95,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.15,930.9,0.0,0,1347.5,2278.4,4,Stayed,0,5849,Yes
-Male,40,No,No,Yes,No,0,United States,California,Compton,90222,"33.912246, -118.236773",33.912246,-118.236773,"29,825",Q3,Yes,8,72,,Yes,4.15,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.4,1797.1,0.0,0,298.8,2095.9,5,Stayed,0,6011,Yes
-Female,19,Yes,No,Yes,Yes,2,United States,California,Compton,90222,"33.912246, -118.236773",33.912246,-118.236773,"29,825",Q3,Yes,10,41,Offer B,Yes,1.6,Yes,Yes,Fiber Optic,59,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.3,3893.6,0.0,0,65.6,3959.2,4,Stayed,0,2196,Yes
-Male,75,No,Yes,No,No,0,United States,California,Inglewood,90301,"33.956445, -118.358634",33.956445,-118.358634,"37,527",Q3,No,0,52,,Yes,23.04,Yes,Yes,Fiber Optic,25,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.75,5832.0,6.26,0,1198.08,7023.82,5,Stayed,0,4993,No
-Male,30,No,No,No,No,0,United States,California,Inglewood,90301,"33.956445, -118.358634",33.956445,-118.358634,"37,527",Q3,No,0,5,Offer E,Yes,34.26,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,21.05,113.85,0.0,0,171.3,285.15,3,Churned,1,2604,No
-Female,57,No,No,No,No,0,United States,California,Inglewood,90301,"33.956445, -118.358634",33.956445,-118.358634,"37,527",Q3,No,0,56,Offer B,Yes,13.89,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,19.55,1080.55,0.0,0,777.84,1858.39,5,Stayed,0,5764,No
-Female,30,No,No,Yes,Yes,2,United States,California,Inglewood,90301,"33.956445, -118.358634",33.956445,-118.358634,"37,527",Q3,Yes,1,16,Offer D,Yes,49.85,Yes,Yes,Fiber Optic,69,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.95,1267.95,0.0,0,797.6,2065.55,4,Stayed,0,3855,Yes
-Male,29,Yes,No,Yes,Yes,2,United States,California,Inglewood,90301,"33.956445, -118.358634",33.956445,-118.358634,"37,527",Q3,Yes,3,22,,Yes,27.91,No,Yes,Cable,27,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,51.1,1232.9,0.0,0,614.02,1846.92,5,Stayed,0,5329,Yes
-Female,70,No,Yes,Yes,No,0,United States,California,Inglewood,90305,"33.958134, -118.330905",33.958134,-118.330905,"13,779",Q3,Yes,10,72,,Yes,28.09,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,96.6,6827.5,0.0,0,2022.48,8849.98,4,Stayed,0,5153,Yes
-Female,38,No,No,Yes,Yes,2,United States,California,Inglewood,90305,"33.958134, -118.330905",33.958134,-118.330905,"13,779",Q3,Yes,1,1,Offer E,Yes,16.44,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.45,19.45,0.0,0,16.44,35.89,3,Joined,0,5612,Yes
-Female,31,No,No,Yes,Yes,2,United States,California,Inglewood,90305,"33.958134, -118.330905",33.958134,-118.330905,"13,779",Q3,No,0,64,Offer B,Yes,27.74,Yes,Yes,Fiber Optic,12,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.8,5327.25,0.0,0,1775.36,7102.61,3,Stayed,0,4915,Yes
-Male,52,No,No,No,No,0,United States,California,Inglewood,90305,"33.958134, -118.330905",33.958134,-118.330905,"13,779",Q3,No,0,9,Offer E,Yes,7.32,Yes,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.85,724.65,0.0,0,65.88,790.53,5,Stayed,0,5212,No
-Male,44,No,No,Yes,No,0,United States,California,Inglewood,90305,"33.958134, -118.330905",33.958134,-118.330905,"13,779",Q3,Yes,7,50,Offer B,Yes,26.06,Yes,Yes,Fiber Optic,18,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,99.4,5059.75,0.0,0,1303.0,6362.75,4,Stayed,0,6479,Yes
-Female,76,No,Yes,No,No,0,United States,California,Santa Monica,90403,"34.031529, -118.491156",34.031529,-118.491156,"23,559",Q3,No,0,44,,Yes,7.72,No,Yes,DSL,17,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,74.85,3268.05,17.91,0,339.68,3589.82,5,Stayed,0,3253,No
-Male,26,Yes,No,Yes,No,0,United States,California,Santa Monica,90403,"34.031529, -118.491156",34.031529,-118.491156,"23,559",Q3,Yes,4,68,Offer A,Yes,14.79,Yes,Yes,Fiber Optic,47,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.0,7611.85,0.0,0,1005.72,8617.57,2,Churned,1,5034,Yes
-Female,42,No,No,No,No,0,United States,California,Santa Monica,90403,"34.031529, -118.491156",34.031529,-118.491156,"23,559",Q3,No,0,4,,Yes,9.81,No,Yes,DSL,30,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.7,151.3,0.0,0,39.24,190.54,3,Churned,1,4930,No
-Female,45,No,No,No,No,0,United States,California,Santa Monica,90403,"34.031529, -118.491156",34.031529,-118.491156,"23,559",Q3,No,0,18,Offer D,No,0.0,No,Yes,DSL,11,No,No,Yes,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,35.2,607.3,0.0,50,0.0,657.3,3,Stayed,0,5381,No
-Male,64,No,No,Yes,Yes,2,United States,California,Santa Monica,90403,"34.031529, -118.491156",34.031529,-118.491156,"23,559",Q3,Yes,6,28,,Yes,3.18,No,Yes,Fiber Optic,12,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,85.45,2289.9,0.0,0,89.04,2378.94,3,Stayed,0,4022,Yes
-Male,67,No,Yes,No,No,0,United States,California,La Mirada,90638,"33.902045, -118.008961",33.902045,-118.008961,"47,568",Q3,No,0,65,,Yes,4.4,Yes,Yes,Fiber Optic,10,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.05,7108.2,34.67,0,286.0,7359.53,3,Stayed,0,5692,No
-Female,20,Yes,No,Yes,Yes,2,United States,California,La Mirada,90638,"33.902045, -118.008961",33.902045,-118.008961,"47,568",Q3,Yes,1,7,,Yes,25.64,No,Yes,DSL,71,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.7,350.35,0.0,0,179.48,529.83,3,Stayed,0,3097,Yes
-Female,60,No,No,Yes,No,0,United States,California,La Mirada,90638,"33.902045, -118.008961",33.902045,-118.008961,"47,568",Q3,Yes,6,21,Offer D,Yes,27.66,Yes,Yes,Fiber Optic,8,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.3,1948.35,0.0,30,580.86,2559.21,3,Stayed,0,2058,Yes
-Male,24,Yes,No,No,No,0,United States,California,La Mirada,90638,"33.902045, -118.008961",33.902045,-118.008961,"47,568",Q3,No,0,15,,Yes,9.97,Yes,Yes,Fiber Optic,47,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,95.7,1451.1,0.0,0,149.55,1600.65,5,Stayed,0,4999,No
-Female,51,No,No,No,No,0,United States,California,La Mirada,90638,"33.902045, -118.008961",33.902045,-118.008961,"47,568",Q3,No,0,24,,Yes,10.64,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,19.55,470.2,0.0,0,255.36,725.56,5,Stayed,0,2511,No
-Female,79,No,Yes,No,No,0,United States,California,Cerritos,90703,"33.8681, -118.067402",33.8681,-118.067402,"51,556",Q3,No,0,26,,Yes,12.09,Yes,Yes,DSL,15,No,No,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,66.05,1652.4,47.73,0,314.34,1919.01,5,Stayed,0,3225,No
-Male,49,No,No,No,No,0,United States,California,Cerritos,90703,"33.8681, -118.067402",33.8681,-118.067402,"51,556",Q3,No,0,45,Offer B,Yes,25.4,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,20.4,930.45,0.0,0,1143.0,2073.45,3,Churned,1,5398,No
-Female,49,No,No,No,No,0,United States,California,Cerritos,90703,"33.8681, -118.067402",33.8681,-118.067402,"51,556",Q3,No,0,13,,Yes,29.21,Yes,Yes,Fiber Optic,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.95,1215.65,0.0,0,379.73,1595.38,5,Stayed,0,5886,No
-Female,21,Yes,No,No,No,0,United States,California,Cerritos,90703,"33.8681, -118.067402",33.8681,-118.067402,"51,556",Q3,No,0,11,Offer D,Yes,1.16,No,Yes,DSL,41,Yes,No,No,Yes,No,No,No,Yes,One Year,Yes,Mailed Check,54.6,617.85,0.0,0,12.76,630.61,4,Stayed,0,2573,No
-Male,50,No,No,No,No,0,United States,California,Cerritos,90703,"33.8681, -118.067402",33.8681,-118.067402,"51,556",Q3,No,0,1,,Yes,31.97,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.35,20.35,0.0,0,31.97,52.32,5,Joined,0,2648,No
-Female,66,No,Yes,No,No,0,United States,California,Long Beach,90815,"33.797638, -118.11662",33.797638,-118.11662,"38,902",Q3,No,0,23,,Yes,8.72,Yes,Yes,Fiber Optic,18,No,No,Yes,No,No,No,No,Yes,Two Year,Yes,Credit Card,79.35,1835.3,15.41,0,200.56,2020.45,5,Stayed,0,3558,No
-Male,44,No,No,No,No,0,United States,California,Long Beach,90815,"33.797638, -118.11662",33.797638,-118.11662,"38,902",Q3,No,0,10,,Yes,32.1,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.7,251.6,0.0,0,321.0,572.6,5,Stayed,0,3611,No
-Male,29,Yes,No,No,No,0,United States,California,Long Beach,90815,"33.797638, -118.11662",33.797638,-118.11662,"38,902",Q3,No,0,37,Offer C,Yes,12.69,Yes,Yes,Fiber Optic,69,Yes,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,91.15,3369.25,17.5,50,469.53,3871.28,3,Stayed,0,3194,No
-Male,23,Yes,No,Yes,No,0,United States,California,Long Beach,90815,"33.797638, -118.11662",33.797638,-118.11662,"38,902",Q3,Yes,3,46,,Yes,46.71,No,Yes,Cable,41,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,65.65,3047.15,0.0,0,2148.66,5195.81,4,Stayed,0,2680,Yes
-Male,31,No,No,Yes,No,0,United States,California,Long Beach,90815,"33.797638, -118.11662",33.797638,-118.11662,"38,902",Q3,Yes,6,57,,Yes,15.48,No,Yes,Cable,15,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55.7,3171.6,34.59,0,882.36,4019.37,3,Stayed,0,4607,Yes
-Female,73,No,Yes,Yes,No,0,United States,California,Glendale,91201,"34.17051, -118.289463",34.17051,-118.289463,"23,981",Q3,Yes,5,22,Offer D,Yes,17.22,Yes,Yes,DSL,25,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,63.55,1381.8,0.0,0,378.84,1760.64,3,Stayed,0,2136,Yes
-Male,22,Yes,No,Yes,No,0,United States,California,Glendale,91201,"34.17051, -118.289463",34.17051,-118.289463,"23,981",Q3,Yes,3,61,,Yes,19.27,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.55,1252.0,0.0,0,1175.47,2427.47,4,Stayed,0,5110,Yes
-Female,61,No,No,No,No,0,United States,California,Glendale,91201,"34.17051, -118.289463",34.17051,-118.289463,"23,981",Q3,No,0,18,,Yes,19.93,No,Yes,Fiber Optic,26,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,77.8,1358.6,29.76,0,358.74,1687.58,5,Stayed,0,4228,No
-Female,57,No,No,No,No,0,United States,California,Glendale,91201,"34.17051, -118.289463",34.17051,-118.289463,"23,981",Q3,No,0,1,,Yes,37.62,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.75,19.75,0.0,0,37.62,57.37,3,Joined,0,3666,No
-Male,24,Yes,No,Yes,Yes,3,United States,California,Glendale,91201,"34.17051, -118.289463",34.17051,-118.289463,"23,981",Q3,Yes,8,35,,Yes,48.3,Yes,Yes,Fiber Optic,73,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,109.95,3782.4,31.9,0,1690.5,5441.0,3,Stayed,0,5721,Yes
-Male,69,No,Yes,No,No,0,United States,California,Glendale,91208,"34.195386, -118.238508",34.195386,-118.238508,"16,910",Q3,No,0,54,,Yes,18.58,Yes,Yes,Fiber Optic,14,No,Yes,No,No,No,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,90.05,4931.8,0.0,0,1003.32,5935.12,5,Stayed,0,5232,No
-Male,47,No,No,Yes,Yes,1,United States,California,Glendale,91208,"34.195386, -118.238508",34.195386,-118.238508,"16,910",Q3,Yes,1,8,Offer E,Yes,3.85,No,Yes,DSL,20,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,51.05,415.05,0.0,0,30.8,445.85,1,Churned,1,3758,Yes
-Male,45,No,No,No,No,0,United States,California,Glendale,91208,"34.195386, -118.238508",34.195386,-118.238508,"16,910",Q3,No,0,20,Offer D,Yes,3.94,No,Yes,DSL,18,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,51.8,1023.85,0.0,0,78.8,1102.65,4,Stayed,0,2764,No
-Female,44,No,No,No,No,0,United States,California,Glendale,91208,"34.195386, -118.238508",34.195386,-118.238508,"16,910",Q3,No,0,66,Offer A,Yes,16.39,Yes,Yes,Fiber Optic,26,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,104.55,6779.05,0.0,0,1081.74,7860.79,3,Stayed,0,4494,No
-Male,57,No,No,No,No,0,United States,California,Glendale,91208,"34.195386, -118.238508",34.195386,-118.238508,"16,910",Q3,No,0,43,,Yes,3.18,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.55,876.15,15.17,0,136.74,997.72,5,Stayed,0,4871,No
-Female,78,No,Yes,Yes,No,0,United States,California,Northridge,91324,"34.238208, -118.55029",34.238208,-118.55029,"25,751",Q3,Yes,1,47,,Yes,46.77,Yes,Yes,DSL,24,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Credit Card,67.45,3252.0,0.0,0,2198.19,5450.19,3,Stayed,0,4074,Yes
-Female,38,No,No,Yes,No,0,United States,California,Northridge,91324,"34.238208, -118.55029",34.238208,-118.55029,"25,751",Q3,Yes,1,17,Offer D,Yes,4.91,Yes,Yes,Fiber Optic,15,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.2,1743.5,0.0,0,83.47,1826.97,1,Churned,1,2365,Yes
-Male,42,No,No,Yes,Yes,3,United States,California,Northridge,91324,"34.238208, -118.55029",34.238208,-118.55029,"25,751",Q3,Yes,2,72,Offer A,Yes,11.66,Yes,Yes,Fiber Optic,28,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,112.25,8041.65,0.0,0,839.52,8881.17,4,Stayed,0,4099,Yes
-Male,55,No,No,No,No,0,United States,California,Northridge,91324,"34.238208, -118.55029",34.238208,-118.55029,"25,751",Q3,No,0,44,,No,0.0,No,Yes,Cable,17,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,54.0,2440.25,5.47,0,0.0,2434.78,3,Stayed,0,4256,No
-Female,39,No,No,Yes,No,0,United States,California,Northridge,91324,"34.238208, -118.55029",34.238208,-118.55029,"25,751",Q3,Yes,1,40,,Yes,31.37,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.1,780.1,45.6,0,1254.8,1989.3,3,Stayed,0,2056,Yes
-Female,78,No,Yes,No,No,0,United States,California,Sun Valley,91352,"34.231053, -118.338307",34.231053,-118.338307,"46,639",Q3,No,0,52,,No,0.0,No,Yes,DSL,23,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,50.5,2566.3,0.0,0,0.0,2566.3,3,Stayed,0,5185,No
-Male,19,Yes,No,No,No,0,United States,California,Sun Valley,91352,"34.231053, -118.338307",34.231053,-118.338307,"46,639",Q3,No,0,2,,Yes,49.81,No,Yes,DSL,41,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,46.0,84.5,0.0,0,99.62,184.12,3,Churned,1,2667,No
-Male,48,No,No,Yes,Yes,3,United States,California,Sun Valley,91352,"34.231053, -118.338307",34.231053,-118.338307,"46,639",Q3,Yes,1,60,,Yes,40.36,Yes,Yes,Fiber Optic,76,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,110.6,6586.85,36.38,80,2421.6,9052.07,3,Stayed,0,5756,Yes
-Male,24,Yes,No,No,No,0,United States,California,Sun Valley,91352,"34.231053, -118.338307",34.231053,-118.338307,"46,639",Q3,No,0,61,Offer B,Yes,45.69,Yes,Yes,Fiber Optic,48,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,104.0,6363.45,0.0,0,2787.09,9150.54,3,Stayed,0,4344,No
-Female,36,No,No,No,No,0,United States,California,Sun Valley,91352,"34.231053, -118.338307",34.231053,-118.338307,"46,639",Q3,No,0,3,,Yes,37.0,No,Yes,DSL,22,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,71.1,213.35,2.62,0,111.0,321.73,4,Joined,0,3501,No
-Female,76,No,Yes,Yes,No,0,United States,California,Valencia,91355,"34.43987, -118.644609",34.43987,-118.644609,"24,977",Q3,Yes,2,26,,Yes,17.12,No,Yes,Cable,17,No,No,Yes,No,No,Yes,No,Yes,One Year,No,Credit Card,60.7,1597.4,0.0,0,445.12,2042.52,5,Stayed,0,2502,Yes
-Male,23,Yes,No,No,No,0,United States,California,Valencia,91355,"34.43987, -118.644609",34.43987,-118.644609,"24,977",Q3,No,0,3,Offer E,Yes,48.84,No,Yes,DSL,41,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,43.3,123.65,0.0,0,146.52,270.17,3,Churned,1,4849,No
-Male,39,No,No,No,No,0,United States,California,Valencia,91355,"34.43987, -118.644609",34.43987,-118.644609,"24,977",Q3,No,0,9,,Yes,20.34,No,Yes,Fiber Optic,7,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.8,713.1,0.0,0,183.06,896.16,3,Churned,1,3890,No
-Male,32,No,No,No,Yes,2,United States,California,Valencia,91355,"34.43987, -118.644609",34.43987,-118.644609,"24,977",Q3,No,0,61,Offer B,Yes,15.02,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,19.75,1124.2,0.0,0,916.22,2040.42,4,Stayed,0,5411,No
-Female,45,No,No,Yes,No,0,United States,California,Valencia,91355,"34.43987, -118.644609",34.43987,-118.644609,"24,977",Q3,Yes,1,59,,Yes,20.78,Yes,Yes,Fiber Optic,26,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,93.35,5386.5,36.07,0,1226.02,6576.45,3,Stayed,0,4814,Yes
-Male,71,No,Yes,No,No,0,United States,California,Tarzana,91356,"34.157137, -118.548511",34.157137,-118.548511,"27,424",Q3,No,0,48,,Yes,5.87,Yes,Yes,Fiber Optic,2,No,Yes,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,99.0,4744.35,0.0,0,281.76,5026.11,4,Stayed,0,3061,No
-Male,38,No,No,Yes,No,0,United States,California,Tarzana,91356,"34.157137, -118.548511",34.157137,-118.548511,"27,424",Q3,Yes,1,70,,Yes,39.63,No,Yes,Fiber Optic,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,109.5,7534.65,0.0,0,2774.1,10308.75,2,Churned,1,6136,Yes
-Female,34,No,No,No,No,0,United States,California,Tarzana,91356,"34.157137, -118.548511",34.157137,-118.548511,"27,424",Q3,No,0,18,,Yes,36.49,Yes,Yes,Fiber Optic,3,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.85,1776.95,0.0,0,656.82,2433.77,1,Churned,1,3068,No
-Female,23,Yes,No,Yes,No,0,United States,California,Tarzana,91356,"34.157137, -118.548511",34.157137,-118.548511,"27,424",Q3,Yes,6,29,Offer C,Yes,27.72,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.0,540.05,0.0,0,803.88,1343.93,5,Stayed,0,3800,Yes
-Male,31,No,No,No,Yes,3,United States,California,Tarzana,91356,"34.157137, -118.548511",34.157137,-118.548511,"27,424",Q3,No,0,15,,Yes,43.69,No,Yes,DSL,29,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,64.85,950.75,0.0,0,655.35,1606.1,4,Stayed,0,4442,No
-Male,72,No,Yes,No,No,0,United States,California,Valley Village,91607,"34.165783, -118.399795",34.165783,-118.399795,"27,453",Q3,No,0,4,,No,0.0,No,Yes,DSL,10,No,Yes,No,No,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,50.95,207.35,0.0,0,0.0,207.35,3,Stayed,0,2104,No
-Female,72,No,Yes,No,No,0,United States,California,Valley Village,91607,"34.165783, -118.399795",34.165783,-118.399795,"27,453",Q3,No,0,66,,Yes,3.57,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,No,Bank Withdrawal,108.1,7238.6,0.0,0,235.62,7474.22,3,Stayed,0,4722,No
-Male,62,No,No,Yes,No,0,United States,California,Valley Village,91607,"34.165783, -118.399795",34.165783,-118.399795,"27,453",Q3,Yes,1,31,,Yes,2.12,Yes,Yes,Fiber Optic,17,No,Yes,Yes,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,93.8,3019.5,0.0,50,65.72,3135.22,1,Churned,1,4115,Yes
-Female,37,No,No,No,No,0,United States,California,Valley Village,91607,"34.165783, -118.399795",34.165783,-118.399795,"27,453",Q3,No,0,72,,Yes,8.29,Yes,Yes,Cable,13,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,86.6,6350.5,0.0,0,596.88,6947.38,3,Stayed,0,4530,No
-Female,61,No,No,Yes,No,0,United States,California,Valley Village,91607,"34.165783, -118.399795",34.165783,-118.399795,"27,453",Q3,Yes,1,2,Offer E,Yes,27.41,No,Yes,Cable,23,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,69.0,147.8,0.0,0,54.82,202.62,4,Joined,0,2798,Yes
-Female,70,No,Yes,Yes,No,0,United States,California,Monterey Park,91755,"34.049172, -118.115022",34.049172,-118.115022,"26,933",Q3,Yes,1,72,,Yes,24.44,Yes,Yes,DSL,13,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,No,Credit Card,89.1,6352.4,0.0,0,1759.68,8112.08,3,Stayed,0,4627,Yes
-Female,65,No,Yes,Yes,Yes,3,United States,California,Monterey Park,91755,"34.049172, -118.115022",34.049172,-118.115022,"26,933",Q3,Yes,7,65,Offer B,Yes,19.58,Yes,Yes,Fiber Optic,26,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,107.45,7047.5,0.0,0,1272.7,8320.2,4,Stayed,0,6211,Yes
-Female,62,No,No,Yes,No,0,United States,California,Monterey Park,91755,"34.049172, -118.115022",34.049172,-118.115022,"26,933",Q3,Yes,1,61,Offer B,Yes,47.19,Yes,Yes,DSL,28,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Mailed Check,88.1,5526.75,0.0,0,2878.59,8405.34,4,Stayed,0,5152,Yes
-Male,23,Yes,No,No,No,0,United States,California,Monterey Park,91755,"34.049172, -118.115022",34.049172,-118.115022,"26,933",Q3,No,0,17,Offer D,Yes,25.91,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.95,310.6,0.0,0,440.47,751.07,5,Stayed,0,2221,No
-Female,50,No,No,Yes,Yes,1,United States,California,Monterey Park,91755,"34.049172, -118.115022",34.049172,-118.115022,"26,933",Q3,Yes,4,68,Offer A,Yes,47.91,Yes,Yes,DSL,23,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,89.05,6185.8,0.0,0,3257.88,9443.68,3,Stayed,0,5001,Yes
-Female,71,No,Yes,Yes,Yes,1,United States,California,Pomona,91766,"34.042286, -117.756106",34.042286,-117.756106,"69,974",Q3,Yes,7,22,Offer D,Yes,40.19,Yes,Yes,Fiber Optic,27,No,No,No,No,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,85.35,1961.6,0.0,0,884.18,2845.78,5,Stayed,0,2656,Yes
-Male,60,No,No,No,No,0,United States,California,Pomona,91766,"34.042286, -117.756106",34.042286,-117.756106,"69,974",Q3,No,0,1,Offer E,No,0.0,No,Yes,Cable,29,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,24.8,24.8,0.0,0,0.0,24.8,2,Churned,1,5087,No
-Female,26,Yes,No,Yes,Yes,2,United States,California,Pomona,91766,"34.042286, -117.756106",34.042286,-117.756106,"69,974",Q3,Yes,6,72,,Yes,18.14,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,23.3,1623.15,0.0,0,1306.08,2929.23,5,Stayed,0,4152,Yes
-Male,19,Yes,No,No,No,0,United States,California,Pomona,91766,"34.042286, -117.756106",34.042286,-117.756106,"69,974",Q3,No,0,9,Offer E,Yes,38.65,No,Yes,DSL,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.4,348.15,0.0,0,347.85,696.0,4,Stayed,0,5457,No
-Female,64,No,No,Yes,Yes,3,United States,California,Pomona,91766,"34.042286, -117.756106",34.042286,-117.756106,"69,974",Q3,Yes,1,72,Offer A,Yes,39.3,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.2,1787.35,0.0,0,2829.6,4616.95,3,Stayed,0,4382,Yes
-Male,74,No,Yes,No,No,0,United States,California,Borrego Springs,92004,"33.200369, -116.192313",33.200369,-116.192313,"2,863",Q3,No,0,24,,Yes,8.66,Yes,Yes,Cable,27,No,Yes,No,No,No,No,No,No,Two Year,No,Credit Card,54.8,1291.3,0.0,110,207.84,1609.14,5,Stayed,0,4330,No
-Male,28,Yes,No,Yes,Yes,1,United States,California,Borrego Springs,92004,"33.200369, -116.192313",33.200369,-116.192313,"2,863",Q3,Yes,1,47,Offer B,Yes,39.25,Yes,Yes,DSL,26,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,54.25,2538.2,0.0,0,1844.75,4382.95,5,Stayed,0,2320,Yes
-Male,41,No,No,No,No,0,United States,California,Borrego Springs,92004,"33.200369, -116.192313",33.200369,-116.192313,"2,863",Q3,No,0,3,,Yes,34.8,No,Yes,Fiber Optic,5,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Credit Card,74.45,221.1,0.0,70,104.4,395.5,5,Joined,0,3956,No
-Male,76,No,Yes,Yes,No,0,United States,California,Indio,92203,"33.752938, -116.230055",33.752938,-116.230055,"2,743",Q3,Yes,7,1,,Yes,17.84,Yes,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,74.3,74.3,0.0,0,17.84,92.14,5,Joined,0,2968,Yes
-Male,59,No,No,No,No,0,United States,California,Indio,92203,"33.752938, -116.230055",33.752938,-116.230055,"2,743",Q3,No,0,48,,Yes,9.91,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,108.1,5067.45,0.0,0,475.68,5543.13,4,Stayed,0,5994,No
-Female,43,No,No,No,No,0,United States,California,Indio,92203,"33.752938, -116.230055",33.752938,-116.230055,"2,743",Q3,No,0,41,Offer B,Yes,29.19,Yes,Yes,Fiber Optic,4,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,98.05,3990.6,0.0,0,1196.79,5187.39,4,Stayed,0,5614,No
-Female,57,No,No,No,No,0,United States,California,Indio,92203,"33.752938, -116.230055",33.752938,-116.230055,"2,743",Q3,No,0,38,,Yes,25.11,Yes,Yes,DSL,13,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,84.1,3187.65,0.0,0,954.18,4141.83,3,Stayed,0,2604,No
-Male,22,Yes,No,Yes,Yes,1,United States,California,Indio,92203,"33.752938, -116.230055",33.752938,-116.230055,"2,743",Q3,Yes,1,71,Offer A,Yes,28.34,Yes,Yes,Fiber Optic,59,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,100.55,7113.75,16.99,0,2012.14,9108.9,5,Stayed,0,5876,Yes
-Female,67,No,Yes,No,No,0,United States,California,Brawley,92227,"33.03933, -115.191857",33.03933,-115.191857,"23,394",Q3,No,0,28,,Yes,12.72,Yes,Yes,Cable,23,No,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,64.45,1867.6,0.0,0,356.16,2223.76,4,Stayed,0,3820,No
-Female,59,No,No,Yes,No,0,United States,California,Brawley,92227,"33.03933, -115.191857",33.03933,-115.191857,"23,394",Q3,Yes,1,67,,Yes,32.15,Yes,Yes,Fiber Optic,28,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,108.75,7156.2,0.0,0,2154.05,9310.25,1,Churned,1,5516,Yes
-Female,49,No,No,No,No,0,United States,California,Brawley,92227,"33.03933, -115.191857",33.03933,-115.191857,"23,394",Q3,No,0,27,,Yes,35.17,Yes,Yes,Fiber Optic,24,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.6,2595.25,0.0,0,949.59,3544.84,4,Stayed,0,2026,No
-Male,56,No,No,No,No,0,United States,California,Brawley,92227,"33.03933, -115.191857",33.03933,-115.191857,"23,394",Q3,No,0,66,Offer A,Yes,45.57,Yes,Yes,DSL,11,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,74.6,4798.4,0.0,0,3007.62,7806.02,3,Stayed,0,4838,No
-Female,22,Yes,No,No,No,0,United States,California,Brawley,92227,"33.03933, -115.191857",33.03933,-115.191857,"23,394",Q3,No,0,13,,Yes,44.99,No,Yes,Fiber Optic,27,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.5,1011.8,24.99,0,584.87,1571.68,4,Stayed,0,3895,No
-Male,65,No,Yes,Yes,No,0,United States,California,Parker Dam,92267,"34.273872, -114.192901",34.273872,-114.192901,131,Q3,Yes,1,65,,Yes,16.65,Yes,Yes,Fiber Optic,5,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.15,6792.45,0.0,0,1082.25,7874.7,3,Stayed,0,6441,Yes
-Female,77,No,Yes,Yes,No,0,United States,California,Parker Dam,92267,"34.273872, -114.192901",34.273872,-114.192901,131,Q3,Yes,2,63,,Yes,18.14,Yes,Yes,Fiber Optic,2,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.5,6479.4,0.0,0,1142.82,7622.22,4,Stayed,0,5187,Yes
-Female,58,No,No,Yes,Yes,1,United States,California,Parker Dam,92267,"34.273872, -114.192901",34.273872,-114.192901,131,Q3,Yes,6,16,Offer D,Yes,40.03,No,Yes,Fiber Optic,20,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,73.25,1195.75,0.0,0,640.48,1836.23,3,Stayed,0,3624,Yes
-Male,58,No,No,No,No,0,United States,California,Parker Dam,92267,"34.273872, -114.192901",34.273872,-114.192901,131,Q3,No,0,28,Offer C,Yes,40.39,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,18.25,534.7,0.0,0,1130.92,1665.62,4,Stayed,0,5327,No
-Male,76,No,Yes,No,No,0,United States,California,Twentynine Palms,92278,"34.457829, -116.139589",34.457829,-116.139589,"14,104",Q3,No,0,56,,Yes,5.19,Yes,Yes,Fiber Optic,16,No,No,Yes,No,Yes,Yes,No,No,Two Year,Yes,Bank Withdrawal,101.05,5594.0,0.0,10,290.64,5894.64,3,Stayed,0,5514,No
-Male,67,No,Yes,Yes,No,0,United States,California,Twentynine Palms,92278,"34.457829, -116.139589",34.457829,-116.139589,"14,104",Q3,Yes,2,55,,Yes,9.08,Yes,Yes,Cable,23,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,60.0,3316.1,0.0,0,499.4,3815.5,4,Stayed,0,4212,Yes
-Female,48,No,No,No,No,0,United States,California,Twentynine Palms,92278,"34.457829, -116.139589",34.457829,-116.139589,"14,104",Q3,No,0,3,Offer E,Yes,9.95,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.6,291.9,0.0,0,29.85,321.75,1,Churned,1,3260,No
-Male,54,No,No,Yes,No,0,United States,California,Twentynine Palms,92278,"34.457829, -116.139589",34.457829,-116.139589,"14,104",Q3,Yes,10,44,Offer B,Yes,15.33,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,25.7,1110.5,0.0,0,674.52,1785.02,3,Stayed,0,3037,Yes
-Female,33,No,No,Yes,No,0,United States,California,Twentynine Palms,92278,"34.457829, -116.139589",34.457829,-116.139589,"14,104",Q3,Yes,10,56,Offer B,Yes,37.5,Yes,Yes,Fiber Optic,11,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,98.0,5270.6,0.0,0,2100.0,7370.6,3,Stayed,0,4615,Yes
-Male,79,No,Yes,Yes,No,0,United States,California,Yucca Valley,92284,"34.159534, -116.425984",34.159534,-116.425984,"20,486",Q3,Yes,1,72,,Yes,17.3,Yes,Yes,DSL,23,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,84.1,5981.65,0.0,0,1245.6,7227.25,3,Stayed,0,4671,Yes
-Male,27,Yes,No,No,No,0,United States,California,Yucca Valley,92284,"34.159534, -116.425984",34.159534,-116.425984,"20,486",Q3,No,0,18,Offer D,Yes,15.18,Yes,Yes,Fiber Optic,42,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.6,1395.05,0.0,0,273.24,1668.29,5,Stayed,0,4030,No
-Female,62,No,No,Yes,Yes,2,United States,California,Yucca Valley,92284,"34.159534, -116.425984",34.159534,-116.425984,"20,486",Q3,Yes,10,23,,Yes,33.02,Yes,Yes,DSL,12,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,77.15,1759.4,0.0,0,759.46,2518.86,3,Stayed,0,2572,Yes
-Female,58,No,No,No,No,0,United States,California,Yucca Valley,92284,"34.159534, -116.425984",34.159534,-116.425984,"20,486",Q3,No,0,4,,Yes,1.1,Yes,Yes,Cable,19,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,64.4,253.0,0.0,0,4.4,257.4,4,Stayed,0,3334,No
-Female,62,No,No,No,No,0,United States,California,Yucca Valley,92284,"34.159534, -116.425984",34.159534,-116.425984,"20,486",Q3,No,0,12,,No,0.0,No,Yes,Cable,24,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,60.65,743.3,40.41,0,0.0,702.89,3,Stayed,0,3740,No
-Male,77,No,Yes,Yes,No,0,United States,California,Riverside,92501,"33.994676, -117.372498",33.994676,-117.372498,"18,999",Q3,Yes,7,30,,Yes,40.5,Yes,Yes,DSL,8,No,No,Yes,No,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,74.85,2181.75,0.0,0,1215.0,3396.75,5,Stayed,0,5610,Yes
-Female,63,No,No,No,No,0,United States,California,Riverside,92501,"33.994676, -117.372498",33.994676,-117.372498,"18,999",Q3,No,0,2,,Yes,27.02,No,Yes,Cable,26,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.0,114.15,0.0,0,54.04,168.19,5,Joined,0,5810,No
-Male,32,No,No,No,No,0,United States,California,Riverside,92501,"33.994676, -117.372498",33.994676,-117.372498,"18,999",Q3,No,0,12,,Yes,11.04,No,Yes,Fiber Optic,16,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.45,912.0,0.0,0,132.48,1044.48,3,Stayed,0,2916,No
-Female,37,No,No,No,No,0,United States,California,Riverside,92501,"33.994676, -117.372498",33.994676,-117.372498,"18,999",Q3,No,0,3,,Yes,34.89,No,Yes,Cable,13,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,44.75,148.05,0.0,10,104.67,262.72,5,Joined,0,3422,No
-Female,71,No,Yes,Yes,No,0,United States,California,Murrieta,92562,"33.548869, -117.334165",33.548869,-117.334165,"36,149",Q3,No,0,59,,Yes,19.14,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,No,No,No,No,One Year,Yes,Bank Withdrawal,94.05,5483.9,0.0,30,1129.26,6643.16,3,Stayed,0,5061,Yes
-Female,74,No,Yes,Yes,No,0,United States,California,Murrieta,92562,"33.548869, -117.334165",33.548869,-117.334165,"36,149",Q3,Yes,10,71,Offer A,Yes,16.26,No,Yes,Fiber Optic,27,No,Yes,Yes,No,No,Yes,No,Yes,Two Year,No,Credit Card,89.45,6435.25,0.0,0,1154.46,7589.71,4,Stayed,0,6004,Yes
-Male,36,No,No,No,No,0,United States,California,Murrieta,92562,"33.548869, -117.334165",33.548869,-117.334165,"36,149",Q3,No,0,30,Offer C,Yes,2.87,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,95.0,2852.4,0.0,0,86.1,2938.5,3,Stayed,0,3597,No
-Female,51,No,No,Yes,No,0,United States,California,Murrieta,92562,"33.548869, -117.334165",33.548869,-117.334165,"36,149",Q3,Yes,6,58,,Yes,37.15,Yes,Yes,Fiber Optic,7,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,109.1,6393.65,0.0,0,2154.7,8548.35,3,Stayed,0,4935,Yes
-Male,75,No,Yes,Yes,No,0,United States,California,Wildomar,92595,"33.617108, -117.253349",33.617108,-117.253349,"19,368",Q3,Yes,2,71,,Yes,1.23,No,Yes,Fiber Optic,9,No,Yes,Yes,Yes,No,Yes,No,Yes,Two Year,Yes,Credit Card,95.5,6707.15,0.0,0,87.33,6794.48,4,Stayed,0,6412,Yes
-Male,52,No,No,Yes,Yes,3,United States,California,Wildomar,92595,"33.617108, -117.253349",33.617108,-117.253349,"19,368",Q3,Yes,1,35,Offer C,Yes,20.85,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.6,686.95,0.0,0,729.75,1416.7,4,Stayed,0,3764,Yes
-Female,35,No,No,Yes,No,0,United States,California,Wildomar,92595,"33.617108, -117.253349",33.617108,-117.253349,"19,368",Q3,Yes,10,51,Offer B,Yes,25.45,Yes,Yes,DSL,4,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,78.65,3950.85,0.0,0,1297.95,5248.8,5,Stayed,0,5408,Yes
-Male,55,No,No,Yes,Yes,1,United States,California,Wildomar,92595,"33.617108, -117.253349",33.617108,-117.253349,"19,368",Q3,No,0,69,Offer A,Yes,8.46,Yes,Yes,Fiber Optic,21,No,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99.35,6856.45,0.0,0,583.74,7440.19,4,Stayed,0,4637,Yes
-Male,71,No,Yes,Yes,No,0,United States,California,Costa Mesa,92626,"33.678591, -117.905471",33.678591,-117.905471,"48,207",Q3,Yes,8,56,,Yes,31.68,No,Yes,DSL,30,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,85.65,4824.45,0.0,0,1774.08,6598.53,3,Stayed,0,6500,Yes
-Female,27,Yes,No,No,No,0,United States,California,Costa Mesa,92626,"33.678591, -117.905471",33.678591,-117.905471,"48,207",Q3,No,0,35,Offer C,Yes,8.8,Yes,Yes,Cable,46,Yes,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Credit Card,85.95,3110.1,0.0,0,308.0,3418.1,1,Churned,1,3833,No
-Female,43,No,No,Yes,Yes,5,United States,California,Costa Mesa,92626,"33.678591, -117.905471",33.678591,-117.905471,"48,207",Q3,Yes,10,72,,Yes,26.32,Yes,Yes,Fiber Optic,53,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,113.1,8248.5,0.0,0,1895.04,10143.54,3,Stayed,0,5308,Yes
-Male,60,No,No,Yes,Yes,2,United States,California,Costa Mesa,92626,"33.678591, -117.905471",33.678591,-117.905471,"48,207",Q3,Yes,4,43,,Yes,2.81,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.25,1077.95,0.0,0,120.83,1198.78,4,Stayed,0,4432,Yes
-Male,72,No,Yes,No,No,0,United States,California,Newport Beach,92660,"33.634626, -117.874882",33.634626,-117.874882,"28,687",Q3,No,0,34,,Yes,35.0,No,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,99.85,3343.15,0.0,0,1190.0,4533.15,5,Stayed,0,5626,No
-Female,56,No,No,No,Yes,1,United States,California,Newport Beach,92660,"33.634626, -117.874882",33.634626,-117.874882,"28,687",Q3,No,0,5,,Yes,23.89,No,Yes,DSL,14,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,46.0,221.7,0.0,0,119.45,341.15,1,Churned,1,4846,No
-Female,27,Yes,No,Yes,Yes,2,United States,California,Newport Beach,92660,"33.634626, -117.874882",33.634626,-117.874882,"28,687",Q3,Yes,1,23,,Yes,25.54,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.6,514.75,0.0,0,587.42,1102.17,5,Stayed,0,5939,Yes
-Male,40,No,No,No,No,0,United States,California,Newport Beach,92660,"33.634626, -117.874882",33.634626,-117.874882,"28,687",Q3,No,0,5,Offer E,Yes,42.52,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.65,93.55,0.0,0,212.6,306.15,4,Stayed,0,5597,No
-Female,76,No,Yes,No,No,0,United States,California,Rancho Santa Margarita,92688,"33.624654, -117.611733",33.624654,-117.611733,"42,193",Q3,No,0,64,,Yes,22.86,Yes,Yes,Fiber Optic,24,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,108.95,7111.3,0.0,0,1463.04,8574.34,4,Stayed,0,5780,No
-Female,32,No,No,Yes,No,0,United States,California,Rancho Santa Margarita,92688,"33.624654, -117.611733",33.624654,-117.611733,"42,193",Q3,Yes,1,21,,Yes,5.07,No,Yes,Fiber Optic,26,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.05,1565.7,0.0,0,106.47,1672.17,3,Churned,1,5630,Yes
-Male,19,Yes,No,No,No,0,United States,California,Rancho Santa Margarita,92688,"33.624654, -117.611733",33.624654,-117.611733,"42,193",Q3,No,0,7,Offer E,Yes,31.84,No,Yes,Cable,58,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,64.3,445.95,0.0,0,222.88,668.83,4,Stayed,0,4010,No
-Female,19,Yes,No,No,No,0,United States,California,Rancho Santa Margarita,92688,"33.624654, -117.611733",33.624654,-117.611733,"42,193",Q3,No,0,55,,Yes,44.85,Yes,Yes,Fiber Optic,48,Yes,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,84.25,4589.85,0.0,0,2466.75,7056.6,4,Stayed,0,5735,No
-Male,70,No,Yes,No,No,0,United States,California,Ladera Ranch,92694,"33.569186, -117.640055",33.569186,-117.640055,350,Q3,No,0,20,Offer D,Yes,48.46,No,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,89.95,1648.45,0.0,0,969.2,2617.65,4,Stayed,0,4812,No
-Male,57,No,No,No,No,0,United States,California,Ladera Ranch,92694,"33.569186, -117.640055",33.569186,-117.640055,350,Q3,No,0,3,Offer E,Yes,21.86,Yes,Yes,Fiber Optic,6,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.55,298.35,0.0,0,65.58,363.93,3,Churned,1,4480,No
-Male,34,No,No,Yes,No,0,United States,California,Ladera Ranch,92694,"33.569186, -117.640055",33.569186,-117.640055,350,Q3,Yes,7,71,,Yes,34.39,Yes,Yes,DSL,5,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,73.5,5357.75,0.0,0,2441.69,7799.44,3,Stayed,0,5431,Yes
-Female,19,Yes,No,Yes,No,0,United States,California,Ladera Ranch,92694,"33.569186, -117.640055",33.569186,-117.640055,350,Q3,Yes,8,7,,Yes,41.22,No,Yes,Fiber Optic,73,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.2,477.55,0.0,0,288.54,766.09,3,Stayed,0,2551,Yes
-Female,73,No,Yes,Yes,No,0,United States,California,Tustin,92782,"33.738543, -117.785046",33.738543,-117.785046,"17,494",Q3,Yes,3,70,Offer A,Yes,39.34,Yes,Yes,Fiber Optic,13,No,Yes,No,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,104.45,7349.35,0.0,0,2753.8,10103.15,4,Stayed,0,5004,Yes
-Male,27,Yes,No,Yes,Yes,3,United States,California,Tustin,92782,"33.738543, -117.785046",33.738543,-117.785046,"17,494",Q3,Yes,3,31,Offer C,Yes,36.49,Yes,Yes,Fiber Optic,59,Yes,No,Yes,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,98.05,3082.1,0.0,0,1131.19,4213.29,4,Stayed,0,4524,Yes
-Male,51,No,No,Yes,Yes,3,United States,California,Tustin,92782,"33.738543, -117.785046",33.738543,-117.785046,"17,494",Q3,Yes,2,26,Offer C,Yes,36.71,Yes,Yes,DSL,57,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,82.0,2083.1,42.43,0,954.46,2995.13,4,Stayed,0,3973,Yes
-Female,52,No,No,No,No,0,United States,California,Tustin,92782,"33.738543, -117.785046",33.738543,-117.785046,"17,494",Q3,No,0,31,,Yes,26.16,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.9,689.35,0.0,0,810.96,1500.31,5,Stayed,0,5581,No
-Male,78,No,Yes,No,No,0,United States,California,Brea,92821,"33.930199, -117.862898",33.930199,-117.862898,"34,055",Q3,No,0,5,Offer E,Yes,17.13,No,Yes,Fiber Optic,9,No,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,71.45,371.6,0.0,0,85.65,457.25,4,Stayed,0,5171,No
-Female,53,No,No,No,No,0,United States,California,Brea,92821,"33.930199, -117.862898",33.930199,-117.862898,"34,055",Q3,No,0,1,Offer E,Yes,4.67,No,Yes,Fiber Optic,11,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,80.15,80.15,0.0,0,4.67,84.82,1,Churned,1,3947,No
-Female,25,Yes,No,Yes,Yes,2,United States,California,Brea,92821,"33.930199, -117.862898",33.930199,-117.862898,"34,055",Q3,Yes,1,1,,Yes,37.92,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.55,20.55,0.0,0,37.92,58.47,3,Churned,1,3797,Yes
-Female,40,No,No,No,No,0,United States,California,Brea,92821,"33.930199, -117.862898",33.930199,-117.862898,"34,055",Q3,No,0,3,Offer E,Yes,15.37,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.0,61.7,0.0,0,46.11,107.81,3,Joined,0,5575,No
-Female,74,No,Yes,Yes,No,0,United States,California,Fullerton,92833,"33.877639, -117.961212",33.877639,-117.961212,"46,105",Q3,Yes,4,72,Offer A,Yes,5.77,Yes,Yes,DSL,24,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,89.55,6448.85,0.0,0,415.44,6864.29,3,Stayed,0,4993,Yes
-Male,47,No,No,Yes,No,0,United States,California,Fullerton,92833,"33.877639, -117.961212",33.877639,-117.961212,"46,105",Q3,Yes,7,59,,Yes,49.31,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,Yes,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,106.75,6252.9,0.0,40,2909.29,9202.19,1,Churned,1,4508,Yes
-Male,52,No,No,Yes,No,0,United States,California,Fullerton,92833,"33.877639, -117.961212",33.877639,-117.961212,"46,105",Q3,Yes,1,72,,Yes,28.86,Yes,Yes,Fiber Optic,8,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99.15,7422.1,0.0,0,2077.92,9500.02,3,Stayed,0,5152,Yes
-Female,27,Yes,No,No,No,0,United States,California,Fullerton,92833,"33.877639, -117.961212",33.877639,-117.961212,"46,105",Q3,No,0,17,Offer D,Yes,22.26,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.7,340.35,0.0,0,378.42,718.77,4,Stayed,0,4222,No
-Female,73,No,Yes,Yes,No,0,United States,California,Garden Grove,92841,"33.786738, -117.982564",33.786738,-117.982564,"31,428",Q3,No,0,66,Offer A,Yes,28.06,Yes,Yes,Fiber Optic,20,No,Yes,No,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,100.8,6690.75,0.0,0,1851.96,8542.71,4,Stayed,0,5469,Yes
-Female,56,No,No,No,No,0,United States,California,Garden Grove,92841,"33.786738, -117.982564",33.786738,-117.982564,"31,428",Q3,No,0,3,,Yes,16.15,No,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.45,240.45,0.0,0,48.45,288.9,3,Churned,1,3591,No
-Male,56,No,No,Yes,No,0,United States,California,Garden Grove,92841,"33.786738, -117.982564",33.786738,-117.982564,"31,428",Q3,Yes,1,46,,Yes,18.45,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,24.9,1174.8,0.0,0,848.7,2023.5,5,Stayed,0,2026,Yes
-Male,54,No,No,Yes,Yes,2,United States,California,Garden Grove,92841,"33.786738, -117.982564",33.786738,-117.982564,"31,428",Q3,Yes,1,56,Offer B,Yes,37.67,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.15,1402.25,29.41,0,2109.52,3482.36,4,Stayed,0,5137,Yes
-Male,69,No,Yes,Yes,No,0,United States,California,Orange,92869,"33.792791, -117.789749",33.792791,-117.789749,"37,916",Q3,Yes,7,72,Offer A,Yes,5.27,No,Yes,DSL,9,Yes,Yes,Yes,Yes,Yes,No,No,No,Two Year,No,Bank Withdrawal,74.4,5360.75,0.0,140,379.44,5880.19,4,Stayed,0,5590,Yes
-Female,20,Yes,No,No,No,0,United States,California,Orange,92869,"33.792791, -117.789749",33.792791,-117.789749,"37,916",Q3,No,0,3,Offer E,No,0.0,No,Yes,DSL,30,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,35.2,108.95,0.0,0,0.0,108.95,1,Churned,1,5450,No
-Male,47,No,No,No,No,0,United States,California,Orange,92869,"33.792791, -117.789749",33.792791,-117.789749,"37,916",Q3,No,0,2,,Yes,31.45,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.95,47.7,0.0,0,62.9,110.6,4,Joined,0,3488,No
-Female,25,Yes,No,No,No,0,United States,California,Orange,92869,"33.792791, -117.789749",33.792791,-117.789749,"37,916",Q3,No,0,5,Offer E,Yes,48.86,No,Yes,Fiber Optic,59,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.2,384.25,0.0,0,244.3,628.55,3,Stayed,0,3391,No
-Male,73,No,Yes,Yes,No,0,United States,California,Placentia,92870,"33.881158, -117.854783",33.881158,-117.854783,"48,170",Q3,Yes,10,72,Offer A,Yes,1.34,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,93.05,6735.05,0.0,0,96.48,6831.53,3,Stayed,0,4988,Yes
-Female,55,No,No,Yes,No,0,United States,California,Placentia,92870,"33.881158, -117.854783",33.881158,-117.854783,"48,170",Q3,Yes,1,1,Offer E,Yes,28.04,No,Yes,Fiber Optic,30,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,78.8,78.8,0.0,0,28.04,106.84,3,Churned,1,5075,Yes
-Female,34,No,No,Yes,Yes,1,United States,California,Placentia,92870,"33.881158, -117.854783",33.881158,-117.854783,"48,170",Q3,Yes,1,66,,Yes,37.84,Yes,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,74.25,4859.25,0.0,0,2497.44,7356.69,3,Stayed,0,4395,Yes
-Female,61,No,No,Yes,Yes,2,United States,California,Placentia,92870,"33.881158, -117.854783",33.881158,-117.854783,"48,170",Q3,Yes,1,72,Offer A,Yes,28.86,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,116.4,8543.25,0.0,0,2077.92,10621.17,3,Stayed,0,6491,Yes
-Male,79,No,Yes,Yes,No,0,United States,California,Camarillo,93012,"34.205504, -118.993111",34.205504,-118.993111,"24,945",Q3,Yes,5,52,,Yes,39.0,No,Yes,Fiber Optic,11,Yes,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,104.45,5481.25,0.0,0,2028.0,7509.25,3,Stayed,0,5490,Yes
-Male,63,No,No,Yes,No,0,United States,California,Camarillo,93012,"34.205504, -118.993111",34.205504,-118.993111,"24,945",Q3,Yes,1,20,,Yes,49.69,No,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.2,1776.55,0.0,0,993.8,2770.35,1,Churned,1,2058,Yes
-Male,63,No,No,No,No,0,United States,California,Camarillo,93012,"34.205504, -118.993111",34.205504,-118.993111,"24,945",Q3,No,0,50,,Yes,27.04,Yes,Yes,DSL,2,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,69.5,3418.2,5.73,0,1352.0,4764.47,5,Stayed,0,4145,No
-Female,40,No,No,Yes,Yes,1,United States,California,Camarillo,93012,"34.205504, -118.993111",34.205504,-118.993111,"24,945",Q3,Yes,2,37,,Yes,41.03,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.15,3532.85,0.0,0,1518.11,5050.96,3,Stayed,0,3407,Yes
-Female,72,No,Yes,No,No,0,United States,California,Ojai,93023,"34.581308, -118.931948",34.581308,-118.931948,"21,633",Q3,No,0,40,,Yes,44.14,No,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,91.55,3673.6,0.0,0,1765.6,5439.2,3,Stayed,0,5742,No
-Male,64,No,No,No,No,0,United States,California,Ojai,93023,"34.581308, -118.931948",34.581308,-118.931948,"21,633",Q3,No,0,1,,Yes,14.91,No,Yes,Fiber Optic,21,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,80.85,80.85,0.0,0,14.91,95.76,1,Churned,1,3096,No
-Female,51,No,No,No,No,0,United States,California,Ojai,93023,"34.581308, -118.931948",34.581308,-118.931948,"21,633",Q3,No,0,7,,Yes,40.76,Yes,Yes,Fiber Optic,16,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.55,522.95,47.19,0,285.32,761.08,3,Stayed,0,4025,No
-Male,25,Yes,No,Yes,Yes,1,United States,California,Ojai,93023,"34.581308, -118.931948",34.581308,-118.931948,"21,633",Q3,Yes,2,70,Offer A,Yes,35.9,Yes,Yes,Cable,59,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,78.35,5445.95,0.0,0,2513.0,7958.95,4,Stayed,0,4422,Yes
-Female,75,No,Yes,Yes,No,0,United States,California,Port Hueneme,93041,"34.110124, -119.100972",34.110124,-119.100972,"25,634",Q3,Yes,10,44,,Yes,20.83,Yes,Yes,Fiber Optic,9,No,No,Yes,Yes,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,104.15,4495.65,0.0,0,916.52,5412.17,4,Stayed,0,2944,Yes
-Female,27,Yes,No,No,No,0,United States,California,Port Hueneme,93041,"34.110124, -119.100972",34.110124,-119.100972,"25,634",Q3,No,0,7,Offer E,Yes,16.04,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.0,137.6,0.0,0,112.28,249.88,3,Churned,1,4479,No
-Female,56,No,No,Yes,No,0,United States,California,Port Hueneme,93041,"34.110124, -119.100972",34.110124,-119.100972,"25,634",Q3,Yes,9,18,Offer D,Yes,29.6,No,Yes,Fiber Optic,7,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,95.95,1745.5,6.72,0,532.8,2271.58,3,Stayed,0,5009,Yes
-Male,43,No,No,No,No,0,United States,California,Port Hueneme,93041,"34.110124, -119.100972",34.110124,-119.100972,"25,634",Q3,No,0,48,Offer B,Yes,11.02,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.95,1004.5,0.0,0,528.96,1533.46,5,Stayed,0,4254,No
-Female,68,No,Yes,No,No,0,United States,California,Simi Valley,93063,"34.296813, -118.685703",34.296813,-118.685703,"49,027",Q3,No,0,7,Offer E,Yes,10.53,No,Yes,DSL,21,Yes,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,48.2,340.35,0.0,0,73.71,414.06,3,Stayed,0,5525,No
-Male,28,Yes,No,Yes,No,0,United States,California,Simi Valley,93063,"34.296813, -118.685703",34.296813,-118.685703,"49,027",Q3,Yes,1,23,,Yes,18.05,Yes,Yes,Fiber Optic,51,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,84.25,1968.1,8.3,0,415.15,2374.95,4,Stayed,0,2781,Yes
-Female,53,No,No,Yes,Yes,2,United States,California,Simi Valley,93063,"34.296813, -118.685703",34.296813,-118.685703,"49,027",Q3,Yes,7,67,,Yes,3.3,Yes,Yes,Fiber Optic,19,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,109.4,7281.6,38.34,0,221.1,7464.36,3,Stayed,0,4103,Yes
-Female,54,No,No,No,No,0,United States,California,Simi Valley,93063,"34.296813, -118.685703",34.296813,-118.685703,"49,027",Q3,No,0,48,Offer B,Yes,30.82,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.0,1183.05,0.0,0,1479.36,2662.41,3,Stayed,0,3948,No
-Male,78,No,Yes,Yes,No,0,United States,California,Santa Barbara,93109,"34.406256, -119.726936",34.406256,-119.726936,"10,986",Q3,Yes,7,8,Offer E,Yes,25.57,No,Yes,Cable,12,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,64.4,581.7,0.0,0,204.56,786.26,5,Stayed,0,4537,Yes
-Female,31,No,No,No,No,0,United States,California,Santa Barbara,93109,"34.406256, -119.726936",34.406256,-119.726936,"10,986",Q3,No,0,40,Offer B,No,0.0,No,Yes,DSL,28,Yes,No,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,54.55,2236.2,11.48,40,0.0,2264.72,3,Stayed,0,3533,No
-Female,42,No,No,No,No,0,United States,California,Santa Barbara,93109,"34.406256, -119.726936",34.406256,-119.726936,"10,986",Q3,No,0,2,Offer E,Yes,36.96,No,Yes,DSL,24,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.95,123.05,0.0,0,73.92,196.97,3,Joined,0,5968,No
-Male,49,No,No,Yes,Yes,2,United States,California,Santa Barbara,93109,"34.406256, -119.726936",34.406256,-119.726936,"10,986",Q3,Yes,5,25,,Yes,19.09,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.15,477.6,0.0,0,477.25,954.85,4,Stayed,0,3829,Yes
-Male,73,No,Yes,No,No,0,United States,California,California Hot Springs,93207,"35.865795, -118.69759",35.865795,-118.69759,226,Q3,No,0,1,Offer E,Yes,49.34,No,Yes,DSL,15,No,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,45.2,45.2,0.0,0,49.34,94.54,3,Joined,0,4576,No
-Male,49,No,No,Yes,No,0,United States,California,California Hot Springs,93207,"35.865795, -118.69759",35.865795,-118.69759,226,Q3,Yes,9,7,,Yes,35.42,No,Yes,Fiber Optic,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.95,529.5,0.0,0,247.94,777.44,2,Churned,1,3296,Yes
-Female,21,Yes,No,Yes,Yes,1,United States,California,California Hot Springs,93207,"35.865795, -118.69759",35.865795,-118.69759,226,Q3,Yes,1,15,,Yes,29.55,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,25.25,394.85,0.0,0,443.25,838.1,3,Stayed,0,4667,Yes
-Female,49,No,No,Yes,Yes,1,United States,California,California Hot Springs,93207,"35.865795, -118.69759",35.865795,-118.69759,226,Q3,Yes,4,56,,Yes,12.97,No,Yes,Fiber Optic,28,No,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,88.9,4968.0,0.0,0,726.32,5694.32,5,Stayed,0,4170,Yes
-Female,79,No,Yes,Yes,Yes,3,United States,California,Ivanhoe,93235,"36.385818, -119.224243",36.385818,-119.224243,"4,517",Q3,Yes,6,48,,Yes,13.4,No,Yes,Fiber Optic,75,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.5,5068.05,0.0,0,643.2,5711.25,3,Stayed,0,3847,Yes
-Male,28,Yes,No,No,No,0,United States,California,Ivanhoe,93235,"36.385818, -119.224243",36.385818,-119.224243,"4,517",Q3,No,0,1,Offer E,Yes,10.98,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.2,20.2,0.0,0,10.98,31.18,1,Churned,1,5394,No
-Male,56,No,No,Yes,No,0,United States,California,Ivanhoe,93235,"36.385818, -119.224243",36.385818,-119.224243,"4,517",Q3,Yes,3,37,,Yes,2.15,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.35,697.65,45.07,0,79.55,732.13,4,Stayed,0,3078,Yes
-Female,37,No,No,No,No,0,United States,California,Ivanhoe,93235,"36.385818, -119.224243",36.385818,-119.224243,"4,517",Q3,No,0,68,,Yes,32.99,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.6,1441.65,0.0,0,2243.32,3684.97,4,Stayed,0,6161,No
-Female,69,No,Yes,No,No,0,United States,California,Lost Hills,93249,"35.637715, -119.893068",35.637715,-119.893068,"2,502",Q3,No,0,65,,Yes,32.41,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,95.45,6223.3,0.0,0,2106.65,8329.95,4,Stayed,0,4168,No
-Female,22,Yes,No,Yes,No,0,United States,California,Lost Hills,93249,"35.637715, -119.893068",35.637715,-119.893068,"2,502",Q3,Yes,9,70,,No,0.0,No,Yes,Cable,85,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,57.8,4039.3,1.01,0,0.0,4038.29,4,Stayed,0,5640,Yes
-Female,46,No,No,Yes,Yes,2,United States,California,Lost Hills,93249,"35.637715, -119.893068",35.637715,-119.893068,"2,502",Q3,Yes,8,43,,No,0.0,No,Yes,DSL,10,Yes,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Credit Card,60.4,2640.55,0.0,100,0.0,2740.55,3,Stayed,0,2725,Yes
-Female,28,Yes,No,No,Yes,2,United States,California,Lost Hills,93249,"35.637715, -119.893068",35.637715,-119.893068,"2,502",Q3,No,0,22,Offer D,Yes,43.97,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.55,469.85,0.0,0,967.34,1437.19,3,Stayed,0,3169,No
-Female,70,No,Yes,Yes,No,0,United States,California,Porterville,93257,"36.008958, -118.891593",36.008958,-118.891593,"65,566",Q3,Yes,1,35,,Yes,45.13,Yes,Yes,Fiber Optic,10,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,102.05,3452.55,0.0,0,1579.55,5032.1,5,Stayed,0,3199,Yes
-Male,33,No,No,No,No,0,United States,California,Porterville,93257,"36.008958, -118.891593",36.008958,-118.891593,"65,566",Q3,No,0,28,Offer C,Yes,30.48,Yes,Yes,Fiber Optic,13,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,105.7,2979.5,0.0,80,853.44,3912.94,3,Churned,1,2464,No
-Female,63,No,No,No,No,0,United States,California,Porterville,93257,"36.008958, -118.891593",36.008958,-118.891593,"65,566",Q3,No,0,48,Offer B,Yes,23.76,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,24.55,1203.95,36.04,0,1140.48,2308.39,5,Stayed,0,5517,No
-Male,58,No,No,No,No,0,United States,California,Porterville,93257,"36.008958, -118.891593",36.008958,-118.891593,"65,566",Q3,No,0,58,Offer B,Yes,29.25,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.3,1131.5,0.0,0,1696.5,2828.0,4,Stayed,0,4335,No
-Male,69,No,Yes,Yes,No,0,United States,California,Stratford,93266,"36.175255, -119.813805",36.175255,-119.813805,"1,729",Q3,Yes,6,16,Offer D,Yes,48.41,Yes,Yes,Fiber Optic,6,No,No,No,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,85.05,1391.15,0.0,0,774.56,2165.71,4,Stayed,0,3739,Yes
-Male,62,No,No,No,No,0,United States,California,Stratford,93266,"36.175255, -119.813805",36.175255,-119.813805,"1,729",Q3,No,0,1,,Yes,17.61,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.95,19.95,0.0,0,17.61,37.56,2,Churned,1,2051,No
-Male,37,No,No,No,No,0,United States,California,Stratford,93266,"36.175255, -119.813805",36.175255,-119.813805,"1,729",Q3,No,0,3,,Yes,38.05,No,Yes,DSL,7,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,64.4,195.65,0.0,0,114.15,309.8,4,Joined,0,5645,No
-Male,43,No,No,Yes,No,0,United States,California,Stratford,93266,"36.175255, -119.813805",36.175255,-119.813805,"1,729",Q3,Yes,5,66,,Yes,36.55,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,96.6,6424.25,0.0,0,2412.3,8836.55,3,Stayed,0,4454,Yes
-Female,75,No,Yes,No,No,0,United States,California,Weldon,93283,"35.55647, -118.244914",35.55647,-118.244914,"1,935",Q3,No,0,14,Offer D,No,0.0,No,Yes,DSL,24,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,39.7,692.35,0.0,0,0.0,692.35,4,Stayed,0,3162,No
-Female,76,No,Yes,Yes,Yes,3,United States,California,Weldon,93283,"35.55647, -118.244914",35.55647,-118.244914,"1,935",Q3,Yes,2,28,,No,0.0,No,Yes,DSL,21,No,Yes,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,39.1,1096.6,0.0,0,0.0,1096.6,3,Stayed,0,2305,Yes
-Male,62,No,No,No,No,0,United States,California,Weldon,93283,"35.55647, -118.244914",35.55647,-118.244914,"1,935",Q3,No,0,47,Offer B,Yes,42.25,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.55,1013.05,0.0,0,1985.75,2998.8,5,Stayed,0,3313,No
-Male,40,No,No,No,No,0,United States,California,Weldon,93283,"35.55647, -118.244914",35.55647,-118.244914,"1,935",Q3,No,0,24,,Yes,47.51,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.75,487.05,0.0,0,1140.24,1627.29,3,Stayed,0,4117,No
-Male,75,No,Yes,No,No,0,United States,California,Avila Beach,93424,"35.186644, -120.728305",35.186644,-120.728305,812,Q3,No,0,18,Offer D,Yes,1.92,Yes,Yes,Fiber Optic,25,No,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,93.9,1743.9,0.0,0,34.56,1778.46,4,Stayed,0,3728,No
-Male,77,No,Yes,Yes,No,0,United States,California,Avila Beach,93424,"35.186644, -120.728305",35.186644,-120.728305,812,Q3,Yes,10,43,Offer B,Yes,37.09,No,Yes,Fiber Optic,8,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.55,4304.0,0.0,0,1594.87,5898.87,4,Stayed,0,4499,Yes
-Female,53,No,No,No,Yes,1,United States,California,Avila Beach,93424,"35.186644, -120.728305",35.186644,-120.728305,812,Q3,No,0,14,Offer D,Yes,47.72,Yes,Yes,Fiber Optic,22,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,86.0,1164.05,0.0,0,668.08,1832.13,3,Stayed,0,5494,No
-Female,35,No,No,No,No,0,United States,California,Avila Beach,93424,"35.186644, -120.728305",35.186644,-120.728305,812,Q3,No,0,28,,Yes,33.05,Yes,Yes,Cable,7,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,59.0,1654.45,0.0,0,925.4,2579.85,4,Stayed,0,4891,No
-Female,67,No,Yes,Yes,No,0,United States,California,Lompoc,93437,"34.757477, -120.550507",34.757477,-120.550507,"6,165",Q3,Yes,1,71,Offer A,Yes,9.96,No,Yes,Fiber Optic,14,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.7,7904.25,0.0,0,707.16,8611.41,3,Stayed,0,5011,Yes
-Female,44,No,No,Yes,No,0,United States,California,Lompoc,93437,"34.757477, -120.550507",34.757477,-120.550507,"6,165",Q3,Yes,1,20,,No,0.0,No,Yes,DSL,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.45,482.8,0.0,0,0.0,482.8,3,Churned,1,3298,Yes
-Male,47,No,No,No,No,0,United States,California,Lompoc,93437,"34.757477, -120.550507",34.757477,-120.550507,"6,165",Q3,No,0,8,Offer E,Yes,24.76,Yes,Yes,Fiber Optic,2,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86.55,649.65,0.0,0,198.08,847.73,3,Churned,1,4193,No
-Male,65,No,Yes,Yes,No,0,United States,California,San Miguel,93451,"35.886767, -120.608661",35.886767,-120.608661,"2,666",Q3,Yes,1,48,,Yes,25.19,Yes,Yes,Fiber Optic,22,No,No,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,91.05,4370.75,0.0,0,1209.12,5579.87,4,Stayed,0,3594,Yes
-Male,51,No,No,Yes,Yes,3,United States,California,San Miguel,93451,"35.886767, -120.608661",35.886767,-120.608661,"2,666",Q3,Yes,4,25,,Yes,4.46,No,Yes,Fiber Optic,58,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.5,1901.05,0.0,0,111.5,2012.55,3,Stayed,0,5985,Yes
-Female,29,Yes,No,Yes,Yes,1,United States,California,San Miguel,93451,"35.886767, -120.608661",35.886767,-120.608661,"2,666",Q3,Yes,10,18,Offer D,Yes,35.44,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.25,401.95,0.0,0,637.92,1039.87,4,Stayed,0,2429,Yes
-Male,24,Yes,No,Yes,Yes,1,United States,California,San Miguel,93451,"35.886767, -120.608661",35.886767,-120.608661,"2,666",Q3,Yes,5,41,,Yes,16.02,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.0,879.8,0.0,0,656.82,1536.62,3,Stayed,0,5743,Yes
-Female,67,No,Yes,Yes,No,0,United States,California,California City,93505,"35.151491, -117.927597",35.151491,-117.927597,"8,316",Q3,Yes,1,31,,Yes,44.26,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,90.7,2835.5,0.0,0,1372.06,4207.56,3,Stayed,0,2364,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,California City,93505,"35.151491, -117.927597",35.151491,-117.927597,"8,316",Q3,Yes,9,61,Offer B,Yes,13.35,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.1,1551.6,0.0,0,814.35,2365.95,4,Stayed,0,5970,Yes
-Female,45,No,No,Yes,No,0,United States,California,California City,93505,"35.151491, -117.927597",35.151491,-117.927597,"8,316",Q3,Yes,7,64,Offer B,Yes,1.27,Yes,Yes,Fiber Optic,13,Yes,No,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,94.6,5948.7,0.0,0,81.28,6029.98,4,Stayed,0,5038,Yes
-Male,41,No,No,No,No,0,United States,California,California City,93505,"35.151491, -117.927597",35.151491,-117.927597,"8,316",Q3,No,0,15,,Yes,27.3,No,Yes,Fiber Optic,18,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,85.3,1219.85,0.0,0,409.5,1629.35,3,Stayed,0,5559,No
-Female,74,No,Yes,Yes,No,0,United States,California,Acton,93510,"34.501452, -118.207862",34.501452,-118.207862,"7,831",Q3,Yes,1,38,,Yes,49.82,Yes,Yes,Fiber Optic,27,Yes,Yes,No,No,No,Yes,Yes,No,One Year,No,Credit Card,95.0,3591.25,0.0,70,1893.16,5554.41,4,Stayed,0,5148,Yes
-Male,69,No,Yes,Yes,No,0,United States,California,Acton,93510,"34.501452, -118.207862",34.501452,-118.207862,"7,831",Q3,No,0,29,,Yes,10.55,Yes,Yes,Fiber Optic,2,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.3,2414.55,0.0,0,305.95,2720.5,5,Stayed,0,3172,Yes
-Female,46,No,No,No,No,0,United States,California,Acton,93510,"34.501452, -118.207862",34.501452,-118.207862,"7,831",Q3,No,0,5,,Yes,10.99,No,Yes,DSL,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.05,202.15,0.0,0,54.95,257.1,5,Stayed,0,5846,No
-Female,25,Yes,No,Yes,Yes,3,United States,California,Acton,93510,"34.501452, -118.207862",34.501452,-118.207862,"7,831",Q3,Yes,8,58,Offer B,No,0.0,No,Yes,DSL,59,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,59.75,3624.35,0.0,0,0.0,3624.35,3,Stayed,0,4678,Yes
-Male,72,No,Yes,No,Yes,1,United States,California,Bridgeport,93517,"38.184583, -119.286558",38.184583,-119.286558,826,Q3,No,0,11,,Yes,11.86,No,Yes,Cable,23,No,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,54.55,601.25,0.0,0,130.46,731.71,4,Stayed,0,4143,No
-Male,75,No,Yes,No,No,0,United States,California,Bridgeport,93517,"38.184583, -119.286558",38.184583,-119.286558,826,Q3,No,0,11,,Yes,48.33,Yes,Yes,DSL,17,Yes,Yes,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,60.25,662.95,0.0,120,531.63,1314.58,3,Stayed,0,5296,No
-Female,41,No,No,No,No,0,United States,California,Bridgeport,93517,"38.184583, -119.286558",38.184583,-119.286558,826,Q3,No,0,63,Offer B,Yes,40.34,No,Yes,Fiber Optic,8,No,No,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,90.05,5817.0,0.0,0,2541.42,8358.42,3,Stayed,0,4039,No
-Male,40,No,No,No,No,0,United States,California,Bridgeport,93517,"38.184583, -119.286558",38.184583,-119.286558,826,Q3,No,0,1,,Yes,16.91,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.65,19.65,0.0,0,16.91,36.56,3,Joined,0,3192,No
-Female,79,No,Yes,Yes,No,0,United States,California,Ahwahnee,93601,"37.375816, -119.739935",37.375816,-119.739935,"1,968",Q3,No,0,50,,Yes,31.43,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,25.2,1306.3,0.0,0,1571.5,2877.8,3,Stayed,0,4015,Yes
-Female,20,Yes,No,No,No,0,United States,California,Ahwahnee,93601,"37.375816, -119.739935",37.375816,-119.739935,"1,968",Q3,No,0,1,,Yes,29.41,No,Yes,Fiber Optic,59,No,No,No,No,Yes,No,Yes,No,Month-to-Month,No,Bank Withdrawal,78.05,78.05,0.0,10,29.41,117.46,1,Churned,1,3458,No
-Male,30,No,No,Yes,No,0,United States,California,Ahwahnee,93601,"37.375816, -119.739935",37.375816,-119.739935,"1,968",Q3,Yes,4,71,Offer A,Yes,16.24,No,Yes,Cable,59,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,73.35,5154.5,0.0,0,1153.04,6307.54,5,Stayed,0,5124,Yes
-Male,56,No,No,No,No,0,United States,California,Ahwahnee,93601,"37.375816, -119.739935",37.375816,-119.739935,"1,968",Q3,No,0,1,,Yes,13.51,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,20.05,0.0,0,13.51,33.56,5,Joined,0,2067,No
-Female,72,No,Yes,No,No,0,United States,California,Big Creek,93605,"37.17277, -119.2997",37.17277,-119.2997,273,Q3,No,0,31,,Yes,47.48,No,Yes,Fiber Optic,8,Yes,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,73.55,2094.65,0.0,0,1471.88,3566.53,3,Stayed,0,2057,No
-Male,63,No,No,No,No,0,United States,California,Big Creek,93605,"37.17277, -119.2997",37.17277,-119.2997,273,Q3,No,0,7,,Yes,38.07,Yes,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,73.6,520.0,0.0,0,266.49,786.49,1,Churned,1,2679,No
-Male,48,No,No,No,No,0,United States,California,Big Creek,93605,"37.17277, -119.2997",37.17277,-119.2997,273,Q3,No,0,63,Offer B,No,0.0,No,Yes,DSL,28,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,40.6,2588.95,0.0,0,0.0,2588.95,3,Stayed,0,6406,No
-Male,52,No,No,Yes,Yes,1,United States,California,Big Creek,93605,"37.17277, -119.2997",37.17277,-119.2997,273,Q3,Yes,3,69,,No,0.0,No,Yes,DSL,11,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,39.1,2779.5,0.0,0,0.0,2779.5,3,Stayed,0,5987,Yes
-Female,66,No,Yes,No,No,0,United States,California,Clovis,93611,"36.917652, -119.593757",36.917652,-119.593757,"46,858",Q3,No,0,2,,Yes,24.95,No,Yes,Fiber Optic,22,No,No,No,No,Yes,No,No,Yes,Two Year,No,Credit Card,81.5,162.55,0.0,0,49.9,212.45,4,Joined,0,4267,No
-Male,53,No,No,No,No,0,United States,California,Clovis,93611,"36.917652, -119.593757",36.917652,-119.593757,"46,858",Q3,No,0,72,Offer A,Yes,3.66,Yes,Yes,DSL,13,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,69.65,4908.25,0.0,0,263.52,5171.77,5,Stayed,0,4262,No
-Female,24,Yes,No,No,No,0,United States,California,Clovis,93611,"36.917652, -119.593757",36.917652,-119.593757,"46,858",Q3,No,0,29,,Yes,7.01,Yes,Yes,Fiber Optic,42,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,76.0,2215.25,0.0,0,203.29,2418.54,3,Stayed,0,5324,No
-Female,56,No,No,Yes,Yes,1,United States,California,Clovis,93611,"36.917652, -119.593757",36.917652,-119.593757,"46,858",Q3,Yes,7,61,,Yes,34.84,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.2,1445.2,0.0,0,2125.24,3570.44,3,Stayed,0,6201,Yes
-Female,65,No,Yes,No,No,0,United States,California,Friant,93626,"37.027663, -119.69056",37.027663,-119.69056,"1,125",Q3,No,0,4,,Yes,4.29,Yes,Yes,Fiber Optic,7,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74.45,294.45,0.0,0,17.16,311.61,3,Stayed,0,4093,No
-Female,79,No,Yes,Yes,No,0,United States,California,Friant,93626,"37.027663, -119.69056",37.027663,-119.69056,"1,125",Q3,Yes,8,28,,Yes,25.57,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,25.7,734.6,0.0,0,715.96,1450.56,4,Stayed,0,3136,Yes
-Female,33,No,No,No,No,0,United States,California,Friant,93626,"37.027663, -119.69056",37.027663,-119.69056,"1,125",Q3,No,0,10,,Yes,14.53,Yes,Yes,Fiber Optic,30,No,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,98.5,1058.25,0.0,110,145.3,1313.55,1,Churned,1,5184,No
-Female,35,No,No,Yes,Yes,2,United States,California,Friant,93626,"37.027663, -119.69056",37.027663,-119.69056,"1,125",Q3,Yes,3,67,Offer A,Yes,40.35,Yes,Yes,Fiber Optic,16,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,106.7,7009.5,0.0,0,2703.45,9712.95,3,Stayed,0,4780,Yes
-Male,66,No,Yes,Yes,No,0,United States,California,Kingsburg,93631,"36.478239, -119.52137",36.478239,-119.52137,"14,088",Q3,Yes,10,57,,Yes,46.62,No,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,90.65,5199.8,0.0,0,2657.34,7857.14,4,Stayed,0,5636,Yes
-Male,22,Yes,No,No,No,0,United States,California,Kingsburg,93631,"36.478239, -119.52137",36.478239,-119.52137,"14,088",Q3,No,0,2,Offer E,No,0.0,No,Yes,Cable,73,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,25.05,56.35,0.0,0,0.0,56.35,1,Churned,1,4810,No
-Female,45,No,No,Yes,No,0,United States,California,Kingsburg,93631,"36.478239, -119.52137",36.478239,-119.52137,"14,088",Q3,Yes,5,72,Offer A,Yes,43.47,Yes,Yes,Cable,9,No,No,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,76.8,5468.45,0.0,90,3129.84,8688.29,3,Stayed,0,5120,Yes
-Female,29,Yes,No,Yes,Yes,3,United States,California,Kingsburg,93631,"36.478239, -119.52137",36.478239,-119.52137,"14,088",Q3,Yes,5,48,,No,0.0,No,Yes,DSL,52,Yes,Yes,No,Yes,No,No,No,No,Two Year,No,Credit Card,39.4,1978.65,0.0,130,0.0,2108.65,4,Stayed,0,5701,Yes
-Male,77,No,Yes,Yes,No,0,United States,California,Lakeshore,93634,"37.290606, -119.216328",37.290606,-119.216328,52,Q3,Yes,1,50,,Yes,40.9,Yes,Yes,Fiber Optic,8,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,105.05,5163.3,0.0,0,2045.0,7208.3,4,Stayed,0,5324,Yes
-Male,75,No,Yes,Yes,No,0,United States,California,Lakeshore,93634,"37.290606, -119.216328",37.290606,-119.216328,52,Q3,Yes,6,30,,Yes,33.48,Yes,Yes,Fiber Optic,22,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,105.7,3181.8,0.0,0,1004.4,4186.2,5,Stayed,0,2455,Yes
-Male,63,No,No,No,No,0,United States,California,Lakeshore,93634,"37.290606, -119.216328",37.290606,-119.216328,52,Q3,No,0,18,Offer D,Yes,47.72,No,Yes,DSL,28,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,55.2,1058.1,0.0,0,858.96,1917.06,4,Stayed,0,2110,No
-Male,41,No,No,Yes,No,0,United States,California,Lakeshore,93634,"37.290606, -119.216328",37.290606,-119.216328,52,Q3,Yes,7,70,Offer A,Yes,24.93,No,Yes,DSL,15,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,67.95,4664.15,0.0,0,1745.1,6409.25,3,Stayed,0,5514,Yes
-Male,68,No,Yes,Yes,No,0,United States,California,Sultana,93666,"36.545353, -119.338535",36.545353,-119.338535,306,Q3,Yes,5,61,,Yes,19.14,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.0,1501.75,0.0,0,1167.54,2669.29,3,Stayed,0,6421,Yes
-Male,35,No,No,Yes,Yes,3,United States,California,Sultana,93666,"36.545353, -119.338535",36.545353,-119.338535,306,Q3,Yes,2,34,Offer C,No,0.0,No,Yes,DSL,76,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.85,1442.6,0.0,0,0.0,1442.6,4,Stayed,0,5569,Yes
-Male,62,No,No,No,No,0,United States,California,Sultana,93666,"36.545353, -119.338535",36.545353,-119.338535,306,Q3,No,0,56,Offer B,Yes,10.99,Yes,Yes,Fiber Optic,28,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,98.6,5581.05,0.0,0,615.44,6196.49,3,Stayed,0,5601,No
-Male,54,No,No,Yes,Yes,1,United States,California,Sultana,93666,"36.545353, -119.338535",36.545353,-119.338535,306,Q3,Yes,1,46,,Yes,45.92,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.2,917.45,0.0,0,2112.32,3029.77,3,Stayed,0,3136,Yes
-Female,65,No,Yes,Yes,No,0,United States,California,Salinas,93908,"36.624338, -121.615669",36.624338,-121.615669,"13,027",Q3,Yes,5,72,Offer A,Yes,8.68,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.3,1778.7,0.0,0,624.96,2403.66,5,Stayed,0,4397,Yes
-Female,29,Yes,No,Yes,No,0,United States,California,Salinas,93908,"36.624338, -121.615669",36.624338,-121.615669,"13,027",Q3,Yes,1,17,,Yes,47.76,Yes,Yes,Fiber Optic,26,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.45,1451.6,0.0,0,811.92,2263.52,3,Churned,1,3670,Yes
-Female,32,No,No,No,No,0,United States,California,Salinas,93908,"36.624338, -121.615669",36.624338,-121.615669,"13,027",Q3,No,0,68,,Yes,48.41,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.5,1424.9,0.0,0,3291.88,4716.78,4,Stayed,0,4201,No
-Male,64,No,No,Yes,Yes,2,United States,California,Salinas,93908,"36.624338, -121.615669",36.624338,-121.615669,"13,027",Q3,Yes,8,39,,Yes,20.49,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.2,987.95,0.0,0,799.11,1787.06,5,Stayed,0,5453,Yes
-Female,67,No,Yes,Yes,No,0,United States,California,Menlo Park,94025,"37.449551, -122.183762",37.449551,-122.183762,"39,062",Q3,Yes,1,70,Offer A,Yes,18.67,Yes,Yes,DSL,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,92.2,6474.45,0.0,0,1306.9,7781.35,4,Stayed,0,5264,Yes
-Male,80,No,Yes,Yes,No,0,United States,California,Menlo Park,94025,"37.449551, -122.183762",37.449551,-122.183762,"39,062",Q3,Yes,2,7,,Yes,21.37,Yes,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.4,533.05,0.0,0,149.59,682.64,4,Stayed,0,3533,Yes
-Female,39,No,No,Yes,No,0,United States,California,Menlo Park,94025,"37.449551, -122.183762",37.449551,-122.183762,"39,062",Q3,Yes,1,67,,Yes,35.03,Yes,Yes,Fiber Optic,23,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,111.25,7511.65,0.0,0,2347.01,9858.66,3,Stayed,0,5649,Yes
-Female,26,Yes,No,Yes,Yes,2,United States,California,Menlo Park,94025,"37.449551, -122.183762",37.449551,-122.183762,"39,062",Q3,Yes,8,36,Offer C,Yes,42.51,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.25,717.95,0.0,0,1530.36,2248.31,5,Stayed,0,5272,Yes
-Male,80,No,Yes,No,No,0,United States,California,South San Francisco,94080,"37.654436, -122.426468",37.654436,-122.426468,"60,599",Q3,No,0,2,,Yes,7.03,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.2,37.2,0.0,0,14.06,51.26,5,Joined,0,4577,No
-Female,27,Yes,No,No,No,0,United States,California,South San Francisco,94080,"37.654436, -122.426468",37.654436,-122.426468,"60,599",Q3,No,0,9,,Yes,38.76,Yes,Yes,Fiber Optic,82,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,98.3,923.5,0.0,0,348.84,1272.34,2,Churned,1,2954,No
-Female,31,No,No,Yes,No,0,United States,California,South San Francisco,94080,"37.654436, -122.426468",37.654436,-122.426468,"60,599",Q3,Yes,7,17,,Yes,17.91,Yes,Yes,Fiber Optic,9,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,88.25,1460.65,0.0,0,304.47,1765.12,2,Churned,1,4041,Yes
-Female,63,No,No,Yes,Yes,3,United States,California,South San Francisco,94080,"37.654436, -122.426468",37.654436,-122.426468,"60,599",Q3,Yes,8,24,Offer C,Yes,21.43,Yes,Yes,DSL,56,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,78.6,1846.65,0.0,0,514.32,2360.97,4,Stayed,0,2939,Yes
-Female,67,No,Yes,No,No,0,United States,California,Palo Alto,94301,"37.444314, -122.149996",37.444314,-122.149996,"16,198",Q3,No,0,57,Offer B,Yes,11.23,No,Yes,DSL,30,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,69.85,4003.0,0.0,0,640.11,4643.11,4,Stayed,0,4759,No
-Female,80,No,Yes,Yes,No,0,United States,California,Palo Alto,94301,"37.444314, -122.149996",37.444314,-122.149996,"16,198",Q3,Yes,10,56,Offer B,Yes,11.55,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,95.65,5471.75,21.71,0,646.8,6096.84,3,Stayed,0,6335,Yes
-Male,32,No,No,No,No,0,United States,California,Palo Alto,94301,"37.444314, -122.149996",37.444314,-122.149996,"16,198",Q3,No,0,33,Offer C,Yes,34.85,No,Yes,Fiber Optic,27,No,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,80.6,2651.1,0.0,0,1150.05,3801.15,4,Stayed,0,5542,No
-Male,35,No,No,No,Yes,3,United States,California,Palo Alto,94301,"37.444314, -122.149996",37.444314,-122.149996,"16,198",Q3,No,0,17,,Yes,45.61,No,Yes,DSL,53,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.3,846.8,0.0,0,775.37,1622.17,3,Stayed,0,3202,No
-Female,72,No,Yes,Yes,No,0,United States,California,San Mateo,94403,"37.538309, -122.305109",37.538309,-122.305109,"37,926",Q3,Yes,1,25,,Yes,19.44,No,Yes,Fiber Optic,4,No,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,88.4,2191.15,0.0,0,486.0,2677.15,3,Stayed,0,4849,Yes
-Male,34,No,No,No,No,0,United States,California,San Mateo,94403,"37.538309, -122.305109",37.538309,-122.305109,"37,926",Q3,No,0,45,Offer B,Yes,14.12,Yes,Yes,Fiber Optic,3,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,100.85,4740.0,0.0,0,635.4,5375.4,1,Churned,1,4898,No
-Female,32,No,No,Yes,No,0,United States,California,San Mateo,94403,"37.538309, -122.305109",37.538309,-122.305109,"37,926",Q3,Yes,6,65,Offer B,Yes,41.34,Yes,Yes,Fiber Optic,15,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,108.05,7118.9,0.0,0,2687.1,9806.0,3,Stayed,0,6047,Yes
-Female,59,No,No,No,No,0,United States,California,San Mateo,94403,"37.538309, -122.305109",37.538309,-122.305109,"37,926",Q3,No,0,1,,Yes,41.28,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.75,19.75,0.0,0,41.28,61.03,5,Joined,0,4099,No
-Male,73,No,Yes,Yes,Yes,2,United States,California,Castro Valley,94546,"37.708327, -122.083473",37.708327,-122.083473,"41,698",Q3,Yes,1,28,,Yes,4.71,Yes,Yes,DSL,21,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,51.0,1381.8,0.0,80,131.88,1593.68,3,Stayed,0,5195,Yes
-Female,30,No,No,No,No,0,United States,California,Castro Valley,94546,"37.708327, -122.083473",37.708327,-122.083473,"41,698",Q3,No,0,1,Offer E,Yes,15.44,No,Yes,Fiber Optic,51,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,90.55,90.55,0.0,60,15.44,165.99,2,Churned,1,2627,No
-Male,47,No,No,No,No,0,United States,California,Castro Valley,94546,"37.708327, -122.083473",37.708327,-122.083473,"41,698",Q3,No,0,45,,Yes,40.59,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,18.85,867.3,0.0,0,1826.55,2693.85,4,Stayed,0,2653,No
-Male,44,No,No,No,No,0,United States,California,Castro Valley,94546,"37.708327, -122.083473",37.708327,-122.083473,"41,698",Q3,No,0,6,Offer E,Yes,46.59,No,Yes,DSL,7,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,No,Credit Card,78.65,483.3,0.0,10,279.54,772.84,3,Stayed,0,2724,No
-Female,74,No,Yes,Yes,No,0,United States,California,Pittsburg,94565,"38.006047, -121.916834",38.006047,-121.916834,"78,816",Q3,Yes,8,70,Offer A,Yes,46.2,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,113.0,7987.6,0.0,0,3234.0,11221.6,3,Stayed,0,4588,Yes
-Male,53,No,No,No,No,0,United States,California,Pittsburg,94565,"38.006047, -121.916834",38.006047,-121.916834,"78,816",Q3,No,0,3,,Yes,43.72,Yes,Yes,Fiber Optic,21,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,91.85,257.05,0.0,0,131.16,388.21,1,Churned,1,2704,No
-Female,62,No,No,Yes,Yes,1,United States,California,Pittsburg,94565,"38.006047, -121.916834",38.006047,-121.916834,"78,816",Q3,Yes,7,72,Offer A,Yes,21.14,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,23.75,1679.25,0.0,0,1522.08,3201.33,5,Stayed,0,4923,Yes
-Male,60,No,No,Yes,Yes,1,United States,California,Pittsburg,94565,"38.006047, -121.916834",38.006047,-121.916834,"78,816",Q3,Yes,4,56,,Yes,11.48,No,Yes,Fiber Optic,10,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,85.85,4793.8,0.0,0,642.88,5436.68,4,Stayed,0,5058,Yes
-Female,79,No,Yes,No,No,0,United States,California,Rio Vista,94571,"38.148862, -121.737696",38.148862,-121.737696,"5,246",Q3,No,0,5,,Yes,43.99,No,Yes,DSL,27,Yes,Yes,No,Yes,No,No,No,No,Two Year,No,Credit Card,59.9,287.85,0.0,20,219.95,527.8,4,Stayed,0,3662,No
-Female,75,No,Yes,Yes,Yes,1,United States,California,Rio Vista,94571,"38.148862, -121.737696",38.148862,-121.737696,"5,246",Q3,Yes,8,57,,Yes,28.25,No,Yes,Fiber Optic,15,No,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,95.3,5567.45,0.0,0,1610.25,7177.7,3,Stayed,0,4912,Yes
-Female,57,No,No,No,No,0,United States,California,Rio Vista,94571,"38.148862, -121.737696",38.148862,-121.737696,"5,246",Q3,No,0,14,Offer D,Yes,10.3,No,Yes,Fiber Optic,29,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,89.8,1129.1,0.0,0,144.2,1273.3,1,Churned,1,4107,No
-Male,53,No,No,Yes,No,0,United States,California,Rio Vista,94571,"38.148862, -121.737696",38.148862,-121.737696,"5,246",Q3,Yes,7,34,,Yes,26.03,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.6,678.8,0.0,0,885.02,1563.82,5,Stayed,0,4669,Yes
-Male,73,No,Yes,Yes,No,0,United States,California,Oakland,94605,"37.758019, -122.138678",37.758019,-122.138678,"42,854",Q3,Yes,10,33,,Yes,44.54,No,Yes,Fiber Optic,18,Yes,Yes,No,Yes,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,93.55,3055.5,0.0,0,1469.82,4525.32,4,Stayed,0,4414,Yes
-Female,56,No,No,No,No,0,United States,California,Oakland,94605,"37.758019, -122.138678",37.758019,-122.138678,"42,854",Q3,No,0,1,,Yes,16.99,No,Yes,DSL,8,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,49.5,49.5,0.0,30,16.99,96.49,4,Joined,0,5262,No
-Female,37,No,No,No,Yes,2,United States,California,Oakland,94605,"37.758019, -122.138678",37.758019,-122.138678,"42,854",Q3,No,0,3,,Yes,11.27,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.55,57.4,0.0,0,33.81,91.21,3,Joined,0,2774,No
-Female,56,No,No,No,No,0,United States,California,Oakland,94605,"37.758019, -122.138678",37.758019,-122.138678,"42,854",Q3,No,0,31,,Yes,40.92,No,Yes,Fiber Optic,20,Yes,No,Yes,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,87.6,2724.25,0.0,70,1268.52,4062.77,4,Stayed,0,5094,No
-Female,79,No,Yes,No,No,0,United States,California,Dillon Beach,94929,"38.24458, -122.956268",38.24458,-122.956268,330,Q3,No,0,34,,Yes,14.23,Yes,Yes,Fiber Optic,13,No,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,96.35,3190.25,0.0,0,483.82,3674.07,4,Stayed,0,5425,No
-Male,35,No,No,No,No,0,United States,California,Dillon Beach,94929,"38.24458, -122.956268",38.24458,-122.956268,330,Q3,No,0,3,,Yes,28.19,No,Yes,Cable,21,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.25,152.3,0.0,0,84.57,236.87,3,Joined,0,2166,No
-Female,43,No,No,No,No,0,United States,California,Dillon Beach,94929,"38.24458, -122.956268",38.24458,-122.956268,330,Q3,No,0,7,Offer E,Yes,41.57,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.35,150.6,0.0,0,290.99,441.59,5,Stayed,0,3098,No
-Female,38,No,No,Yes,No,0,United States,California,Dillon Beach,94929,"38.24458, -122.956268",38.24458,-122.956268,330,Q3,Yes,8,71,,Yes,12.12,Yes,Yes,Cable,23,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,93.2,6506.15,0.0,0,860.52,7366.67,3,Stayed,0,4493,Yes
-Male,65,No,Yes,Yes,No,0,United States,California,Nicasio,94946,"38.065359, -122.665566",38.065359,-122.665566,607,Q3,Yes,8,41,Offer B,No,0.0,No,Yes,Cable,9,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,53.95,2215.4,0.0,0,0.0,2215.4,3,Stayed,0,3920,Yes
-Female,79,No,Yes,Yes,No,0,United States,California,Nicasio,94946,"38.065359, -122.665566",38.065359,-122.665566,607,Q3,Yes,1,50,,Yes,36.58,Yes,Yes,Fiber Optic,23,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.65,5189.75,0.0,0,1829.0,7018.75,3,Stayed,0,5791,Yes
-Female,40,No,No,No,No,0,United States,California,Nicasio,94946,"38.065359, -122.665566",38.065359,-122.665566,607,Q3,No,0,10,,Yes,45.69,No,Yes,Fiber Optic,18,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,84.7,832.05,12.81,0,456.9,1276.14,1,Churned,1,5686,No
-Male,35,No,No,No,No,0,United States,California,Nicasio,94946,"38.065359, -122.665566",38.065359,-122.665566,607,Q3,No,0,29,Offer C,Yes,8.0,No,Yes,DSL,9,Yes,Yes,No,Yes,No,No,No,No,One Year,Yes,Bank Withdrawal,58.75,1696.2,0.0,50,232.0,1978.2,3,Stayed,0,5198,No
-Female,78,No,Yes,Yes,Yes,1,United States,California,San Quentin,94964,"37.942551, -122.491642",37.942551,-122.491642,"6,448",Q3,Yes,8,56,Offer B,Yes,5.93,No,Yes,DSL,19,Yes,No,No,Yes,Yes,Yes,No,No,Two Year,Yes,Credit Card,72.6,4084.35,0.0,140,332.08,4556.43,4,Stayed,0,6357,Yes
-Female,66,No,Yes,No,No,0,United States,California,San Quentin,94964,"37.942551, -122.491642",37.942551,-122.491642,"6,448",Q3,No,0,51,,Yes,47.46,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.6,967.9,0.0,0,2420.46,3388.36,5,Stayed,0,4224,No
-Male,36,No,No,Yes,No,0,United States,California,San Quentin,94964,"37.942551, -122.491642",37.942551,-122.491642,"6,448",Q3,Yes,2,24,,Yes,10.23,No,Yes,Fiber Optic,8,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.25,2210.2,0.0,0,245.52,2455.72,3,Stayed,0,5436,Yes
-Male,31,No,No,Yes,Yes,2,United States,California,San Quentin,94964,"37.942551, -122.491642",37.942551,-122.491642,"6,448",Q3,Yes,8,13,,Yes,48.7,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,24.5,343.6,0.0,0,633.1,976.7,5,Stayed,0,5077,Yes
-Female,70,No,Yes,Yes,No,0,United States,California,Felton,95018,"37.089111, -122.062213",37.089111,-122.062213,"8,728",Q3,Yes,6,60,Offer B,Yes,24.68,Yes,Yes,Fiber Optic,19,No,Yes,No,No,No,Yes,No,No,Two Year,No,Bank Withdrawal,89.45,5294.6,0.0,10,1480.8,6785.4,3,Stayed,0,4340,Yes
-Female,56,No,No,No,No,0,United States,California,Felton,95018,"37.089111, -122.062213",37.089111,-122.062213,"8,728",Q3,No,0,1,,Yes,26.0,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,70.75,70.75,0.0,0,26.0,96.75,2,Churned,1,3963,No
-Female,41,No,No,Yes,No,0,United States,California,Felton,95018,"37.089111, -122.062213",37.089111,-122.062213,"8,728",Q3,No,0,52,,Yes,8.25,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.6,1012.4,46.07,0,429.0,1395.33,3,Stayed,0,4848,Yes
-Female,58,No,No,No,No,0,United States,California,Felton,95018,"37.089111, -122.062213",37.089111,-122.062213,"8,728",Q3,No,0,17,Offer D,Yes,30.07,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.4,358.05,0.0,0,511.19,869.24,3,Stayed,0,3561,No
-Female,76,No,Yes,Yes,Yes,3,United States,California,French Camp,95231,"37.873283, -121.292034",37.873283,-121.292034,"5,094",Q3,Yes,8,65,Offer B,Yes,1.58,Yes,Yes,Fiber Optic,27,No,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,103.9,6767.1,0.0,0,102.7,6869.8,3,Stayed,0,5669,Yes
-Female,44,No,No,No,No,0,United States,California,French Camp,95231,"37.873283, -121.292034",37.873283,-121.292034,"5,094",Q3,No,0,16,Offer D,Yes,17.8,Yes,Yes,Fiber Optic,5,No,No,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,88.45,1422.1,0.0,140,284.8,1846.9,2,Churned,1,5186,No
-Female,44,No,No,Yes,No,0,United States,California,French Camp,95231,"37.873283, -121.292034",37.873283,-121.292034,"5,094",Q3,Yes,8,60,Offer B,Yes,15.54,Yes,Yes,Fiber Optic,19,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.1,5475.9,0.0,0,932.4,6408.3,3,Stayed,0,5267,Yes
-Male,41,No,No,No,No,0,United States,California,French Camp,95231,"37.873283, -121.292034",37.873283,-121.292034,"5,094",Q3,No,0,8,Offer E,Yes,30.8,No,Yes,DSL,27,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,66.65,520.95,0.0,0,246.4,767.35,4,Stayed,0,3804,No
-Female,72,No,Yes,No,No,0,United States,California,Cressey,95312,"37.420273, -120.66527",37.420273,-120.66527,55,Q3,No,0,66,Offer A,Yes,36.48,Yes,Yes,DSL,5,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,63.85,4174.35,0.0,0,2407.68,6582.03,3,Stayed,0,4657,No
-Female,29,Yes,No,Yes,No,0,United States,California,Cressey,95312,"37.420273, -120.66527",37.420273,-120.66527,55,Q3,Yes,1,53,Offer B,Yes,38.35,No,Yes,Fiber Optic,82,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,93.45,4872.2,0.0,0,2032.55,6904.75,4,Stayed,0,4700,Yes
-Male,55,No,No,Yes,Yes,2,United States,California,Cressey,95312,"37.420273, -120.66527",37.420273,-120.66527,55,Q3,Yes,1,4,Offer E,Yes,16.68,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,24.1,73.1,0.0,0,66.72,139.82,3,Stayed,0,4463,Yes
-Male,36,No,No,No,Yes,3,United States,California,Cressey,95312,"37.420273, -120.66527",37.420273,-120.66527,55,Q3,No,0,3,,Yes,18.43,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.2,50.6,0.0,0,55.29,105.89,3,Joined,0,3594,No
-Male,69,No,Yes,Yes,No,0,United States,California,La Grange,95329,"37.666587, -120.411517",37.666587,-120.411517,"1,749",Q3,Yes,5,60,Offer B,Yes,10.4,Yes,Yes,Fiber Optic,5,No,No,No,Yes,Yes,Yes,No,No,Two Year,Yes,Bank Withdrawal,99.0,6017.9,0.0,150,624.0,6791.9,3,Stayed,0,4763,Yes
-Male,40,No,No,No,No,0,United States,California,La Grange,95329,"37.666587, -120.411517",37.666587,-120.411517,"1,749",Q3,No,0,55,Offer B,Yes,47.38,Yes,Yes,Fiber Optic,29,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.8,5283.95,0.0,0,2605.9,7889.85,1,Churned,1,4089,No
-Female,24,Yes,No,No,No,0,United States,California,La Grange,95329,"37.666587, -120.411517",37.666587,-120.411517,"1,749",Q3,No,0,42,Offer B,Yes,18.31,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.75,844.45,0.0,0,769.02,1613.47,3,Stayed,0,2574,No
-Female,40,No,No,Yes,Yes,1,United States,California,La Grange,95329,"37.666587, -120.411517",37.666587,-120.411517,"1,749",Q3,Yes,4,72,Offer A,Yes,44.03,Yes,Yes,Fiber Optic,14,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.2,7711.45,0.0,0,3170.16,10881.61,4,Stayed,0,6130,Yes
-Male,69,No,Yes,Yes,No,0,United States,California,Midpines,95345,"37.581496, -119.972762",37.581496,-119.972762,433,Q3,Yes,4,70,,Yes,40.94,Yes,Yes,DSL,8,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,88.55,6306.5,0.0,0,2865.8,9172.3,3,Stayed,0,4097,Yes
-Female,23,Yes,No,No,Yes,3,United States,California,Midpines,95345,"37.581496, -119.972762",37.581496,-119.972762,433,Q3,No,0,9,Offer E,Yes,16.77,No,Yes,Cable,73,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,69.4,571.45,0.0,0,150.93,722.38,3,Stayed,0,5108,No
-Male,25,Yes,No,No,Yes,1,United States,California,Midpines,95345,"37.581496, -119.972762",37.581496,-119.972762,433,Q3,No,0,17,,Yes,45.92,No,Yes,DSL,73,No,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,80.85,1445.95,0.0,50,780.64,2276.59,5,Stayed,0,3913,No
-Female,30,No,No,Yes,No,0,United States,California,Midpines,95345,"37.581496, -119.972762",37.581496,-119.972762,433,Q3,Yes,1,19,,Yes,45.37,Yes,Yes,Fiber Optic,52,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.1,1620.8,0.0,0,862.03,2482.83,5,Stayed,0,3624,Yes
-Male,76,No,Yes,No,No,0,United States,California,Mi Wuk Village,95346,"38.121601, -120.133915",38.121601,-120.133915,"1,278",Q3,No,0,67,,Yes,38.85,Yes,Yes,Fiber Optic,19,No,No,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,101.4,6841.05,0.0,0,2602.95,9444.0,4,Stayed,0,5269,No
-Female,79,No,Yes,No,No,0,United States,California,Mi Wuk Village,95346,"38.121601, -120.133915",38.121601,-120.133915,"1,278",Q3,No,0,70,Offer A,Yes,47.27,Yes,Yes,Cable,3,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,75.5,5212.65,0.0,0,3308.9,8521.55,4,Stayed,0,6024,No
-Male,77,No,Yes,Yes,No,0,United States,California,Mi Wuk Village,95346,"38.121601, -120.133915",38.121601,-120.133915,"1,278",Q3,Yes,4,45,,Yes,9.39,Yes,Yes,DSL,22,Yes,No,Yes,Yes,No,Yes,No,Yes,Two Year,No,Credit Card,75.15,3480.35,0.0,0,422.55,3902.9,3,Stayed,0,5837,Yes
-Female,34,No,No,No,No,0,United States,California,Mi Wuk Village,95346,"38.121601, -120.133915",38.121601,-120.133915,"1,278",Q3,No,0,1,Offer E,Yes,32.92,No,Yes,Fiber Optic,3,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.25,80.25,0.0,0,32.92,113.17,2,Churned,1,2502,No
-Female,78,No,Yes,Yes,Yes,1,United States,California,Turlock,95382,"37.529656, -120.854357",37.529656,-120.854357,"24,708",Q3,Yes,2,72,,Yes,9.88,Yes,Yes,Cable,16,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,90.15,6716.45,0.0,0,711.36,7427.81,3,Stayed,0,4606,Yes
-Male,36,No,No,Yes,No,0,United States,California,Turlock,95382,"37.529656, -120.854357",37.529656,-120.854357,"24,708",Q3,Yes,1,34,,Yes,13.45,No,Yes,Fiber Optic,12,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,78.3,2564.3,0.0,0,457.3,3021.6,3,Churned,1,2777,Yes
-Male,64,No,No,No,No,0,United States,California,Turlock,95382,"37.529656, -120.854357",37.529656,-120.854357,"24,708",Q3,No,0,1,,Yes,45.86,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.35,69.35,0.0,0,45.86,115.21,2,Churned,1,5796,No
-Male,61,No,No,No,No,0,United States,California,Turlock,95382,"37.529656, -120.854357",37.529656,-120.854357,"24,708",Q3,No,0,18,,Yes,22.97,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,358.5,0.0,0,413.46,771.96,3,Stayed,0,4204,No
-Male,68,No,Yes,No,No,0,United States,California,Twain Harte,95383,"38.107441, -120.230625",38.107441,-120.230625,"4,848",Q3,No,0,67,,Yes,44.56,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Two Year,Yes,Credit Card,116.1,7839.85,0.0,40,2985.52,10865.37,3,Stayed,0,5896,No
-Female,43,No,No,Yes,Yes,2,United States,California,Twain Harte,95383,"38.107441, -120.230625",38.107441,-120.230625,"4,848",Q3,Yes,8,70,,Yes,30.33,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.7,1685.9,0.0,0,2123.1,3809.0,4,Stayed,0,5907,Yes
-Male,27,Yes,No,Yes,No,0,United States,California,Twain Harte,95383,"38.107441, -120.230625",38.107441,-120.230625,"4,848",Q3,Yes,1,17,,No,0.0,No,Yes,DSL,52,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,49.8,836.35,0.0,0,0.0,836.35,5,Stayed,0,5575,Yes
-Male,21,Yes,No,Yes,Yes,1,United States,California,Twain Harte,95383,"38.107441, -120.230625",38.107441,-120.230625,"4,848",Q3,Yes,1,72,Offer A,Yes,27.1,Yes,Yes,Cable,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,91.95,6614.9,0.0,0,1951.2,8566.1,4,Stayed,0,4403,Yes
-Female,65,No,Yes,No,No,0,United States,California,Cazadero,95421,"38.578807, -123.19338",38.578807,-123.19338,"1,575",Q3,No,0,6,,Yes,12.67,No,Yes,Fiber Optic,20,Yes,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74.1,450.9,0.0,0,76.02,526.92,3,Stayed,0,4716,No
-Female,60,No,No,Yes,No,0,United States,California,Cazadero,95421,"38.578807, -123.19338",38.578807,-123.19338,"1,575",Q3,Yes,10,56,,Yes,10.13,Yes,Yes,Fiber Optic,13,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,103.2,5744.35,0.0,0,567.28,6311.63,5,Stayed,0,4534,Yes
-Male,40,No,No,No,No,0,United States,California,Cazadero,95421,"38.578807, -123.19338",38.578807,-123.19338,"1,575",Q3,No,0,20,,Yes,16.05,No,Yes,Fiber Optic,18,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,108.2,2203.7,0.0,0,321.0,2524.7,3,Stayed,0,2102,No
-Male,27,Yes,No,Yes,No,0,United States,California,Cazadero,95421,"38.578807, -123.19338",38.578807,-123.19338,"1,575",Q3,Yes,1,52,,Yes,8.94,Yes,Yes,Fiber Optic,85,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,95.65,5088.4,11.8,0,464.88,5541.48,3,Stayed,0,4465,Yes
-Male,78,No,Yes,Yes,No,0,United States,California,Elk,95432,"39.108252, -123.645121",39.108252,-123.645121,383,Q3,Yes,9,32,Offer C,Yes,43.54,Yes,Yes,Fiber Optic,3,No,Yes,Yes,No,No,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,93.5,2970.8,0.0,0,1393.28,4364.08,5,Stayed,0,5804,Yes
-Male,30,No,No,No,No,0,United States,California,Elk,95432,"39.108252, -123.645121",39.108252,-123.645121,383,Q3,No,0,1,,Yes,46.77,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.0,20.0,0.0,0,46.77,66.77,2,Churned,1,3657,No
-Male,22,Yes,No,No,No,0,United States,California,Elk,95432,"39.108252, -123.645121",39.108252,-123.645121,383,Q3,No,0,2,Offer E,Yes,18.62,No,Yes,DSL,51,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.3,92.75,0.0,0,37.24,129.99,5,Joined,0,5870,No
-Male,44,No,No,Yes,Yes,3,United States,California,Elk,95432,"39.108252, -123.645121",39.108252,-123.645121,383,Q3,Yes,1,58,,Yes,40.57,Yes,Yes,DSL,25,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,71.6,4230.25,45.54,0,2353.06,6537.77,4,Stayed,0,4747,Yes
-Female,71,No,Yes,No,No,0,United States,California,Ferndale,95536,"40.4785, -124.301372",40.4785,-124.301372,"2,965",Q3,No,0,14,,No,0.0,No,Yes,Cable,5,No,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,46.35,672.7,0.0,0,0.0,672.7,4,Stayed,0,2056,No
-Male,80,No,Yes,No,No,0,United States,California,Ferndale,95536,"40.4785, -124.301372",40.4785,-124.301372,"2,965",Q3,No,0,4,,Yes,19.0,No,Yes,Fiber Optic,17,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,94.75,422.4,0.0,0,76.0,498.4,4,Stayed,0,2757,No
-Female,50,No,No,Yes,No,0,United States,California,Ferndale,95536,"40.4785, -124.301372",40.4785,-124.301372,"2,965",Q3,Yes,1,39,,Yes,35.32,Yes,Yes,Fiber Optic,30,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,89.55,3474.45,0.0,0,1377.48,4851.93,2,Churned,1,3849,Yes
-Female,40,No,No,Yes,Yes,1,United States,California,Ferndale,95536,"40.4785, -124.301372",40.4785,-124.301372,"2,965",Q3,Yes,5,29,Offer C,Yes,34.44,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.2,558.8,0.0,0,998.76,1557.56,3,Stayed,0,2784,Yes
-Male,78,No,Yes,No,No,0,United States,California,Miranda,95553,"40.210895, -123.86",40.210895,-123.86,867,Q3,No,0,57,Offer B,Yes,28.44,No,Yes,DSL,24,No,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,53.5,3035.8,0.0,0,1621.08,4656.88,4,Stayed,0,5521,No
-Male,33,No,No,Yes,No,0,United States,California,Miranda,95553,"40.210895, -123.86",40.210895,-123.86,867,Q3,Yes,1,59,Offer B,Yes,10.76,Yes,Yes,Fiber Optic,5,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99.5,5961.1,0.0,0,634.84,6595.94,3,Churned,1,6098,Yes
-Male,33,No,No,No,No,0,United States,California,Miranda,95553,"40.210895, -123.86",40.210895,-123.86,867,Q3,No,0,5,,Yes,3.25,Yes,Yes,Fiber Optic,25,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,92.5,452.7,0.0,0,16.25,468.95,2,Churned,1,2810,No
-Female,29,Yes,No,No,No,0,United States,California,Miranda,95553,"40.210895, -123.86",40.210895,-123.86,867,Q3,No,0,3,,Yes,33.39,No,Yes,Fiber Optic,59,Yes,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,99.0,287.4,0.0,10,100.17,397.57,1,Churned,1,5236,No
-Female,66,No,Yes,Yes,No,0,United States,California,Somes Bar,95568,"41.444606, -123.471895",41.444606,-123.471895,202,Q3,Yes,8,37,,Yes,15.6,No,Yes,Fiber Optic,19,No,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,90.0,3371.75,0.0,0,577.2,3948.95,4,Stayed,0,4048,Yes
-Male,28,Yes,No,Yes,No,0,United States,California,Somes Bar,95568,"41.444606, -123.471895",41.444606,-123.471895,202,Q3,No,0,66,Offer A,Yes,7.28,Yes,Yes,Fiber Optic,51,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,105.0,7133.25,0.0,0,480.48,7613.73,1,Churned,1,5723,Yes
-Male,32,No,No,No,No,0,United States,California,Somes Bar,95568,"41.444606, -123.471895",41.444606,-123.471895,202,Q3,No,0,3,,Yes,42.68,Yes,Yes,Cable,27,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,65.25,209.9,0.0,0,128.04,337.94,5,Joined,0,2562,No
-Female,60,No,No,Yes,Yes,2,United States,California,Somes Bar,95568,"41.444606, -123.471895",41.444606,-123.471895,202,Q3,Yes,6,48,Offer B,Yes,18.64,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.2,1027.25,0.0,0,894.72,1921.97,5,Stayed,0,3828,Yes
-Female,78,No,Yes,No,No,0,United States,California,Capay,95607,"38.681651, -122.130569",38.681651,-122.130569,262,Q3,No,0,24,,Yes,18.39,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.3,459.95,0.0,0,441.36,901.31,5,Stayed,0,3740,No
-Male,59,No,No,Yes,No,0,United States,California,Capay,95607,"38.681651, -122.130569",38.681651,-122.130569,262,Q3,Yes,9,66,Offer A,Yes,45.03,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,20.35,1359.5,0.0,0,2971.98,4331.48,5,Stayed,0,4845,Yes
-Male,26,Yes,No,Yes,No,0,United States,California,Capay,95607,"38.681651, -122.130569",38.681651,-122.130569,262,Q3,Yes,5,42,,No,0.0,No,Yes,DSL,59,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,25.1,1097.15,0.0,0,0.0,1097.15,3,Stayed,0,4959,Yes
-Female,48,No,No,Yes,No,0,United States,California,Capay,95607,"38.681651, -122.130569",38.681651,-122.130569,262,Q3,Yes,3,71,,Yes,11.18,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.6,1888.25,0.0,0,793.78,2682.03,5,Stayed,0,5063,Yes
-Male,76,No,Yes,No,Yes,2,United States,California,Courtland,95615,"38.311609, -121.554034",38.311609,-121.554034,699,Q3,No,0,38,,Yes,45.13,Yes,Yes,Fiber Optic,27,Yes,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,80.45,3162.65,0.0,0,1714.94,4877.59,3,Stayed,0,2926,No
-Male,23,Yes,No,No,No,0,United States,California,Courtland,95615,"38.311609, -121.554034",38.311609,-121.554034,699,Q3,No,0,10,,Yes,4.29,No,Yes,Fiber Optic,85,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,70.15,735.5,0.0,0,42.9,778.4,3,Stayed,0,3963,No
-Male,43,No,No,No,Yes,2,United States,California,Courtland,95615,"38.311609, -121.554034",38.311609,-121.554034,699,Q3,No,0,22,Offer D,Yes,34.07,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.15,432.5,0.0,0,749.54,1182.04,5,Stayed,0,2722,No
-Female,45,No,No,No,No,0,United States,California,Courtland,95615,"38.311609, -121.554034",38.311609,-121.554034,699,Q3,No,0,6,,Yes,27.69,Yes,Yes,Fiber Optic,9,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,73.85,401.3,0.0,0,166.14,567.44,4,Stayed,0,4220,No
-Male,72,No,Yes,Yes,No,0,United States,California,Dixon,95620,"38.392821, -121.799917",38.392821,-121.799917,"18,529",Q3,Yes,6,44,Offer B,Yes,14.65,Yes,Yes,Fiber Optic,30,No,No,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,89.2,4040.2,0.0,0,644.6,4684.8,4,Stayed,0,2925,Yes
-Male,43,No,No,No,No,0,United States,California,Dixon,95620,"38.392821, -121.799917",38.392821,-121.799917,"18,529",Q3,No,0,4,,Yes,13.02,No,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.2,237.95,0.0,0,52.08,290.03,1,Churned,1,5094,No
-Female,42,No,No,No,No,0,United States,California,Dixon,95620,"38.392821, -121.799917",38.392821,-121.799917,"18,529",Q3,No,0,25,Offer C,Yes,6.0,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.2,532.1,0.0,0,150.0,682.1,4,Stayed,0,2159,No
-Male,19,Yes,No,No,Yes,2,United States,California,Dixon,95620,"38.392821, -121.799917",38.392821,-121.799917,"18,529",Q3,No,0,12,Offer D,Yes,19.38,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,21.05,235.8,0.0,0,232.56,468.36,3,Stayed,0,4001,No
-Male,73,No,Yes,No,No,0,United States,California,Elmira,95625,"38.349195, -121.902943",38.349195,-121.902943,171,Q3,No,0,67,,Yes,14.69,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.1,1672.15,0.0,0,984.23,2656.38,3,Stayed,0,6388,No
-Male,63,No,No,Yes,No,0,United States,California,Elmira,95625,"38.349195, -121.902943",38.349195,-121.902943,171,Q3,Yes,1,10,,Yes,30.1,Yes,Yes,Cable,29,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.6,813.85,0.0,0,301.0,1114.85,2,Churned,1,5146,Yes
-Female,61,No,No,No,No,0,United States,California,Elmira,95625,"38.349195, -121.902943",38.349195,-121.902943,171,Q3,No,0,4,,Yes,27.57,No,Yes,Fiber Optic,27,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.0,303.15,0.0,0,110.28,413.43,3,Churned,1,2085,No
-Female,27,Yes,No,Yes,Yes,2,United States,California,Elmira,95625,"38.349195, -121.902943",38.349195,-121.902943,171,Q3,Yes,9,46,,No,0.0,No,Yes,DSL,52,Yes,Yes,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,35.05,1620.25,0.0,0,0.0,1620.25,3,Stayed,0,4829,Yes
-Female,75,No,Yes,Yes,No,0,United States,California,Jackson,95642,"38.336216, -120.76901",38.336216,-120.76901,"6,202",Q3,Yes,7,25,,Yes,38.59,No,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,69.3,1813.1,0.0,0,964.75,2777.85,4,Stayed,0,4442,Yes
-Female,51,No,No,No,No,0,United States,California,Jackson,95642,"38.336216, -120.76901",38.336216,-120.76901,"6,202",Q3,No,0,1,,Yes,43.49,Yes,Yes,Cable,4,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.95,49.95,0.0,0,43.49,93.44,2,Churned,1,2041,No
-Male,52,No,No,Yes,No,0,United States,California,Jackson,95642,"38.336216, -120.76901",38.336216,-120.76901,"6,202",Q3,Yes,7,22,,Yes,37.8,No,Yes,Fiber Optic,15,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.7,1914.9,0.0,0,831.6,2746.5,2,Churned,1,5615,Yes
-Male,34,No,No,No,Yes,1,United States,California,Jackson,95642,"38.336216, -120.76901",38.336216,-120.76901,"6,202",Q3,No,0,1,,Yes,39.6,No,Yes,DSL,17,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,49.9,49.9,0.0,0,39.6,89.5,2,Churned,1,3113,No
-Female,74,No,Yes,Yes,No,0,United States,California,Lincoln,95648,"38.922812, -121.312005",38.922812,-121.312005,"15,286",Q3,Yes,3,67,,Yes,11.91,Yes,Yes,Fiber Optic,10,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.6,7112.15,0.0,0,797.97,7910.12,3,Stayed,0,5768,Yes
-Male,35,No,No,No,No,0,United States,California,Lincoln,95648,"38.922812, -121.312005",38.922812,-121.312005,"15,286",Q3,No,0,64,Offer B,Yes,14.39,Yes,Yes,DSL,7,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,86.55,5632.55,0.0,0,920.96,6553.51,4,Stayed,0,4934,No
-Male,56,No,No,Yes,No,0,United States,California,Lincoln,95648,"38.922812, -121.312005",38.922812,-121.312005,"15,286",Q3,Yes,7,31,Offer C,Yes,25.3,No,Yes,Cable,28,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,66.4,2019.8,0.0,0,784.3,2804.1,4,Stayed,0,3282,Yes
-Male,61,No,No,Yes,No,0,United States,California,Lincoln,95648,"38.922812, -121.312005",38.922812,-121.312005,"15,286",Q3,Yes,2,47,Offer B,Yes,48.69,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.1,5135.15,0.0,0,2288.43,7423.58,5,Stayed,0,3142,Yes
-Female,70,No,Yes,No,No,0,United States,California,Sacramento,95832,"38.445939, -121.496855",38.445939,-121.496855,"9,063",Q3,No,0,44,Offer B,Yes,35.39,No,Yes,Fiber Optic,19,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,89.15,3990.75,0.0,0,1557.16,5547.91,4,Stayed,0,4368,No
-Male,77,No,Yes,Yes,Yes,1,United States,California,Sacramento,95832,"38.445939, -121.496855",38.445939,-121.496855,"9,063",Q3,Yes,5,71,,Yes,32.12,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.8,1388.45,0.0,0,2280.52,3668.97,4,Stayed,0,5819,Yes
-Male,40,No,No,No,No,0,United States,California,Sacramento,95832,"38.445939, -121.496855",38.445939,-121.496855,"9,063",Q3,No,0,9,Offer E,Yes,27.53,No,Yes,Cable,11,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,64.95,547.8,0.0,0,247.77,795.57,3,Stayed,0,3013,No
-Male,64,No,No,Yes,No,0,United States,California,Sacramento,95832,"38.445939, -121.496855",38.445939,-121.496855,"9,063",Q3,Yes,4,32,,Yes,43.11,Yes,Yes,Fiber Optic,18,No,No,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,79.25,2619.15,16.96,0,1379.52,3981.71,5,Stayed,0,2735,Yes
-Female,65,No,Yes,Yes,Yes,2,United States,California,Sacramento,95833,"38.619049, -121.517552",38.619049,-121.517552,"31,422",Q3,Yes,2,70,,Yes,9.4,Yes,Yes,Fiber Optic,17,No,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,107.9,7475.85,0.0,20,658.0,8153.85,3,Stayed,0,5899,Yes
-Male,28,Yes,No,Yes,Yes,1,United States,California,Sacramento,95833,"38.619049, -121.517552",38.619049,-121.517552,"31,422",Q3,Yes,5,1,,Yes,42.99,No,Yes,Fiber Optic,59,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,74.6,74.6,0.0,0,42.99,117.59,5,Joined,0,5494,Yes
-Male,63,No,No,Yes,Yes,2,United States,California,Sacramento,95833,"38.619049, -121.517552",38.619049,-121.517552,"31,422",Q3,Yes,7,35,,Yes,24.23,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.9,666.0,0.0,0,848.05,1514.05,3,Stayed,0,2334,Yes
-Female,23,Yes,No,No,No,0,United States,California,Sacramento,95833,"38.619049, -121.517552",38.619049,-121.517552,"31,422",Q3,No,0,21,,Yes,17.35,No,Yes,DSL,71,Yes,Yes,No,Yes,Yes,No,No,No,Two Year,No,Credit Card,71.05,1524.85,16.91,140,364.35,2012.29,4,Stayed,0,5138,No
-Male,73,No,Yes,Yes,Yes,1,United States,California,Sacramento,95841,"38.660442, -121.346321",38.660442,-121.346321,"20,993",Q3,Yes,8,68,,Yes,35.14,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.5,1193.55,0.0,0,2389.52,3583.07,3,Stayed,0,5443,Yes
-Female,42,No,No,No,No,0,United States,California,Sacramento,95841,"38.660442, -121.346321",38.660442,-121.346321,"20,993",Q3,No,0,8,,Yes,14.32,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.2,156.85,0.0,0,114.56,271.41,3,Stayed,0,2879,No
-Female,21,Yes,No,Yes,No,0,United States,California,Sacramento,95841,"38.660442, -121.346321",38.660442,-121.346321,"20,993",Q3,Yes,2,53,Offer B,Yes,42.18,Yes,Yes,Fiber Optic,53,No,No,No,Yes,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,91.15,4862.5,0.0,150,2235.54,7248.04,5,Stayed,0,6439,Yes
-Female,62,No,No,No,No,0,United States,California,Sacramento,95841,"38.660442, -121.346321",38.660442,-121.346321,"20,993",Q3,No,0,41,,Yes,12.42,No,Yes,Cable,12,No,No,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,50.05,2029.05,0.0,0,509.22,2538.27,5,Stayed,0,2157,No
-Female,68,No,Yes,Yes,No,0,United States,California,Berry Creek,95916,"39.657228, -121.37778",39.657228,-121.37778,"1,279",Q3,Yes,10,72,,Yes,15.82,Yes,Yes,DSL,13,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,78.45,5682.25,0.0,0,1139.04,6821.29,3,Stayed,0,4032,Yes
-Female,80,No,Yes,Yes,Yes,1,United States,California,Berry Creek,95916,"39.657228, -121.37778",39.657228,-121.37778,"1,279",Q3,Yes,7,71,,Yes,48.59,Yes,Yes,DSL,15,Yes,Yes,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,69.2,4982.5,0.0,0,3449.89,8432.39,4,Stayed,0,5546,Yes
-Female,58,No,No,No,No,0,United States,California,Berry Creek,95916,"39.657228, -121.37778",39.657228,-121.37778,"1,279",Q3,No,0,44,,No,0.0,No,Yes,Cable,3,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,49.05,2265.0,0.0,0,0.0,2265.0,5,Stayed,0,3910,No
-Male,35,No,No,Yes,Yes,2,United States,California,Berry Creek,95916,"39.657228, -121.37778",39.657228,-121.37778,"1,279",Q3,Yes,1,52,,No,0.0,No,Yes,DSL,17,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,50.2,2554.0,27.01,0,0.0,2526.99,4,Stayed,0,5396,Yes
-Female,76,No,Yes,No,No,0,United States,California,Penn Valley,95946,"39.203817, -121.19584",39.203817,-121.19584,"9,752",Q3,No,0,4,,Yes,35.67,No,Yes,Fiber Optic,8,No,Yes,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,72.75,317.75,0.0,0,142.68,460.43,4,Stayed,0,4503,No
-Male,29,Yes,No,Yes,No,0,United States,California,Penn Valley,95946,"39.203817, -121.19584",39.203817,-121.19584,"9,752",Q3,Yes,3,49,,Yes,42.19,Yes,Yes,Cable,52,Yes,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,55.35,2633.95,0.0,0,2067.31,4701.26,3,Stayed,0,5601,Yes
-Male,45,No,No,No,No,0,United States,California,Penn Valley,95946,"39.203817, -121.19584",39.203817,-121.19584,"9,752",Q3,No,0,67,Offer A,Yes,9.05,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.45,1195.95,0.0,0,606.35,1802.3,4,Stayed,0,5343,No
-Male,48,No,No,Yes,Yes,3,United States,California,Penn Valley,95946,"39.203817, -121.19584",39.203817,-121.19584,"9,752",Q3,Yes,1,6,Offer E,Yes,34.7,No,Yes,DSL,51,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.15,295.65,0.0,0,208.2,503.85,3,Stayed,0,4076,Yes
-Male,65,No,Yes,No,No,0,United States,California,Hamilton City,95951,"39.732767, -122.042298",39.732767,-122.042298,"1,931",Q3,No,0,3,Offer E,Yes,37.78,Yes,Yes,Fiber Optic,28,No,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,94.85,335.75,0.0,0,113.34,449.09,4,Joined,0,4496,No
-Female,48,No,No,No,No,0,United States,California,Hamilton City,95951,"39.732767, -122.042298",39.732767,-122.042298,"1,931",Q3,No,0,4,,Yes,15.07,No,Yes,Cable,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,46.0,193.6,0.0,0,60.28,253.88,1,Churned,1,5246,No
-Male,27,Yes,No,No,No,0,United States,California,Hamilton City,95951,"39.732767, -122.042298",39.732767,-122.042298,"1,931",Q3,No,0,54,,Yes,25.72,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.65,1008.7,0.0,0,1388.88,2397.58,5,Stayed,0,5708,No
-Male,30,No,No,Yes,No,0,United States,California,Hamilton City,95951,"39.732767, -122.042298",39.732767,-122.042298,"1,931",Q3,Yes,1,59,Offer B,Yes,20.5,Yes,Yes,Cable,53,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,69.1,4096.9,0.0,0,1209.5,5306.4,3,Stayed,0,4765,Yes
-Male,76,No,Yes,No,No,0,United States,California,Meadow Valley,95956,"39.937017, -121.058043",39.937017,-121.058043,301,Q3,No,0,39,,Yes,20.06,Yes,Yes,Fiber Optic,3,No,Yes,No,No,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,90.7,3413.25,0.0,0,782.34,4195.59,4,Stayed,0,5028,No
-Male,39,No,No,No,No,0,United States,California,Meadow Valley,95956,"39.937017, -121.058043",39.937017,-121.058043,301,Q3,No,0,38,,Yes,33.71,No,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,70.45,2597.6,0.0,0,1280.98,3878.58,3,Churned,1,5437,No
-Female,56,No,No,Yes,Yes,1,United States,California,Meadow Valley,95956,"39.937017, -121.058043",39.937017,-121.058043,301,Q3,Yes,2,67,Offer A,Yes,48.75,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,19.25,1372.9,0.0,0,3266.25,4639.15,4,Stayed,0,5154,Yes
-Male,22,Yes,No,No,No,0,United States,California,Meadow Valley,95956,"39.937017, -121.058043",39.937017,-121.058043,301,Q3,No,0,10,,Yes,17.98,Yes,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.05,786.3,0.0,0,179.8,966.1,4,Stayed,0,3399,No
-Male,79,No,Yes,No,No,0,United States,California,Redding,96001,"40.587919, -122.464732",40.587919,-122.464732,"31,586",Q3,No,0,12,,No,0.0,No,Yes,DSL,4,No,Yes,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,29.35,381.2,38.98,0,0.0,342.22,3,Stayed,0,3606,No
-Male,30,No,No,No,No,0,United States,California,Redding,96001,"40.587919, -122.464732",40.587919,-122.464732,"31,586",Q3,No,0,1,Offer E,Yes,28.7,No,Yes,Fiber Optic,69,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.65,69.65,0.0,0,28.7,98.35,1,Churned,1,5258,No
-Female,61,No,No,Yes,Yes,1,United States,California,Redding,96001,"40.587919, -122.464732",40.587919,-122.464732,"31,586",Q3,Yes,8,4,,Yes,44.64,No,Yes,Cable,21,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.3,217.1,0.0,0,178.56,395.66,3,Stayed,0,3147,Yes
-Male,29,Yes,No,Yes,Yes,1,United States,California,Redding,96001,"40.587919, -122.464732",40.587919,-122.464732,"31,586",Q3,Yes,2,69,,Yes,23.55,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.2,1376.5,0.0,0,1624.95,3001.45,3,Stayed,0,5463,Yes
-Male,69,No,Yes,No,No,0,United States,California,Flournoy,96029,"39.84784, -122.544556",39.84784,-122.544556,84,Q3,No,0,51,,Yes,24.92,Yes,Yes,Fiber Optic,11,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,79.6,3974.7,16.73,0,1270.92,5228.89,5,Stayed,0,4673,No
-Male,59,No,No,No,No,0,United States,California,Flournoy,96029,"39.84784, -122.544556",39.84784,-122.544556,84,Q3,No,0,1,,Yes,28.37,No,Yes,DSL,7,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,45.3,45.3,0.0,30,28.37,103.67,2,Churned,1,5774,No
-Female,37,No,No,Yes,Yes,1,United States,California,Flournoy,96029,"39.84784, -122.544556",39.84784,-122.544556,84,Q3,Yes,8,7,,No,0.0,No,Yes,Cable,17,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,34.65,246.6,0.0,0,0.0,246.6,3,Stayed,0,5996,Yes
-Female,56,No,No,No,No,0,United States,California,Flournoy,96029,"39.84784, -122.544556",39.84784,-122.544556,84,Q3,No,0,16,,Yes,42.73,Yes,Yes,DSL,23,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,63.05,1067.05,0.0,10,683.68,1760.73,3,Stayed,0,3214,No
-Male,78,No,Yes,Yes,No,0,United States,California,Los Molinos,96055,"40.059385, -122.091481",40.059385,-122.091481,"3,756",Q3,Yes,3,4,Offer E,No,0.0,No,Yes,DSL,5,No,No,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,29.9,118.25,0.0,0,0.0,118.25,4,Stayed,0,2914,Yes
-Male,72,No,Yes,Yes,No,0,United States,California,Los Molinos,96055,"40.059385, -122.091481",40.059385,-122.091481,"3,756",Q3,Yes,4,72,,Yes,16.92,Yes,Yes,Fiber Optic,19,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,111.65,8022.85,0.0,110,1218.24,9351.09,4,Stayed,0,4406,Yes
-Male,51,No,No,Yes,No,0,United States,California,Los Molinos,96055,"40.059385, -122.091481",40.059385,-122.091481,"3,756",Q3,Yes,1,70,Offer A,Yes,17.17,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Credit Card,115.65,7968.85,0.0,10,1201.9,9180.75,2,Churned,1,5563,Yes
-Male,39,No,No,No,No,0,United States,California,Los Molinos,96055,"40.059385, -122.091481",40.059385,-122.091481,"3,756",Q3,No,0,21,,No,0.0,No,Yes,DSL,9,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,36.0,780.15,0.0,0,0.0,780.15,4,Stayed,0,3378,No
-Male,77,No,Yes,No,No,0,United States,California,Seiad Valley,96086,"41.924174, -123.260788",41.924174,-123.260788,332,Q3,No,0,17,,Yes,17.26,No,Yes,Fiber Optic,25,No,Yes,Yes,No,Yes,Yes,No,No,Two Year,Yes,Bank Withdrawal,101.8,1752.45,27.15,90,293.42,2108.72,4,Stayed,0,3296,No
-Male,24,Yes,No,No,No,0,United States,California,Seiad Valley,96086,"41.924174, -123.260788",41.924174,-123.260788,332,Q3,No,0,16,Offer D,Yes,21.04,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.25,327.45,0.0,0,336.64,664.09,1,Churned,1,4327,No
-Female,26,Yes,No,Yes,Yes,3,United States,California,Seiad Valley,96086,"41.924174, -123.260788",41.924174,-123.260788,332,Q3,Yes,9,72,,Yes,11.85,Yes,Yes,Fiber Optic,59,Yes,Yes,No,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,95.9,6954.15,0.0,0,853.2,7807.35,3,Stayed,0,4213,Yes
-Female,70,No,Yes,Yes,Yes,2,United States,California,Shasta,96087,"40.617614, -122.512861",40.617614,-122.512861,528,Q3,Yes,1,66,,Yes,44.38,Yes,Yes,Fiber Optic,28,Yes,Yes,No,Yes,Yes,Yes,No,Yes,One Year,Yes,Credit Card,110.6,7210.85,0.0,0,2929.08,10139.93,4,Stayed,0,5418,Yes
-Female,55,No,No,Yes,No,0,United States,California,Shasta,96087,"40.617614, -122.512861",40.617614,-122.512861,528,Q3,Yes,4,71,,Yes,21.19,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,23.85,1672.1,0.0,0,1504.49,3176.59,5,Stayed,0,6166,Yes
-Female,62,No,No,Yes,No,0,United States,California,Shasta,96087,"40.617614, -122.512861",40.617614,-122.512861,528,Q3,Yes,3,56,Offer B,Yes,7.0,No,Yes,Fiber Optic,18,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.7,5669.5,0.0,0,392.0,6061.5,4,Stayed,0,5141,Yes
-Male,68,No,Yes,No,No,0,United States,California,Los Angeles,90002,"33.949255, -118.246978",33.949255,-118.246978,"44,586",Q3,No,0,38,,Yes,46.96,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,94.75,3653.0,45.82,0,1784.48,5391.66,3,Stayed,0,3654,No
-Male,46,No,No,No,No,0,United States,California,Los Angeles,90002,"33.949255, -118.246978",33.949255,-118.246978,"44,586",Q3,No,0,34,,Yes,17.09,No,Yes,DSL,16,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Mailed Check,56.95,1889.5,0.0,0,581.06,2470.56,3,Stayed,0,3441,No
-Male,31,No,No,Yes,No,0,United States,California,Los Angeles,90002,"33.949255, -118.246978",33.949255,-118.246978,"44,586",Q3,Yes,9,58,,Yes,18.68,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.75,1185.95,0.0,0,1083.44,2269.39,5,Stayed,0,4927,Yes
-Male,56,No,No,No,No,0,United States,California,Los Angeles,90002,"33.949255, -118.246978",33.949255,-118.246978,"44,586",Q3,No,0,13,,Yes,46.92,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.4,251.65,0.0,0,609.96,861.61,5,Stayed,0,2486,No
-Male,71,No,Yes,Yes,No,0,United States,California,Los Angeles,90013,"34.044639, -118.240413",34.044639,-118.240413,"9,732",Q3,Yes,7,66,,Yes,7.86,Yes,Yes,Fiber Optic,26,No,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,107.35,7051.95,39.18,0,518.76,7531.53,4,Stayed,0,4138,Yes
-Male,44,No,No,Yes,No,0,United States,California,Los Angeles,90013,"34.044639, -118.240413",34.044639,-118.240413,"9,732",Q3,Yes,1,51,,Yes,21.08,Yes,Yes,Fiber Optic,9,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.65,4812.75,0.0,0,1075.08,5887.83,1,Churned,1,4747,Yes
-Female,57,No,No,No,No,0,United States,California,Los Angeles,90013,"34.044639, -118.240413",34.044639,-118.240413,"9,732",Q3,No,0,3,Offer E,Yes,3.64,Yes,Yes,DSL,25,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,63.6,155.65,0.0,0,10.92,166.57,1,Churned,1,3155,No
-Male,21,Yes,No,No,No,0,United States,California,Los Angeles,90013,"34.044639, -118.240413",34.044639,-118.240413,"9,732",Q3,No,0,16,Offer D,Yes,32.62,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,18.95,326.8,0.0,0,521.92,848.72,3,Stayed,0,4726,No
-Female,63,No,No,No,No,0,United States,California,Los Angeles,90013,"34.044639, -118.240413",34.044639,-118.240413,"9,732",Q3,No,0,9,Offer E,Yes,34.79,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.15,238.15,0.0,0,313.11,551.26,4,Stayed,0,3772,No
-Male,74,No,Yes,Yes,No,0,United States,California,Los Angeles,90018,"34.028735, -118.317236",34.028735,-118.317236,"47,143",Q3,Yes,6,18,,Yes,5.73,No,Yes,DSL,13,Yes,No,No,No,No,Yes,No,Yes,Two Year,Yes,Credit Card,59.1,1011.05,31.05,0,103.14,1083.14,3,Stayed,0,2422,Yes
-Female,57,No,No,No,No,0,United States,California,Los Angeles,90018,"34.028735, -118.317236",34.028735,-118.317236,"47,143",Q3,No,0,52,Offer B,Yes,22.55,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,20.65,1022.95,0.0,0,1172.6,2195.55,4,Stayed,0,5186,No
-Female,26,Yes,No,No,No,0,United States,California,Los Angeles,90018,"34.028735, -118.317236",34.028735,-118.317236,"47,143",Q3,No,0,45,,Yes,33.73,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,115.65,5125.5,0.0,0,1517.85,6643.35,3,Stayed,0,3974,No
-Female,46,No,No,Yes,No,0,United States,California,Los Angeles,90018,"34.028735, -118.317236",34.028735,-118.317236,"47,143",Q3,No,0,71,,Yes,44.84,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.05,1873.7,0.0,0,3183.64,5057.34,5,Stayed,0,6334,Yes
-Male,48,No,No,Yes,Yes,1,United States,California,Los Angeles,90018,"34.028735, -118.317236",34.028735,-118.317236,"47,143",Q3,Yes,3,64,,No,0.0,No,Yes,DSL,19,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,60.05,3845.45,0.0,0,0.0,3845.45,4,Stayed,0,4120,Yes
-Female,78,No,Yes,No,No,0,United States,California,Los Angeles,90040,"33.994524, -118.149953",33.994524,-118.149953,"9,805",Q3,No,0,49,,Yes,35.65,No,Yes,DSL,3,No,No,No,No,No,No,No,Yes,Two Year,No,Credit Card,43.8,2106.05,20.45,0,1746.85,3832.45,5,Stayed,0,5651,No
-Female,19,Yes,No,No,No,0,United States,California,Los Angeles,90040,"33.994524, -118.149953",33.994524,-118.149953,"9,805",Q3,No,0,46,Offer B,Yes,42.44,No,Yes,Fiber Optic,69,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.8,3548.3,0.0,0,1952.24,5500.54,3,Stayed,0,3395,No
-Male,21,Yes,No,Yes,Yes,2,United States,California,Los Angeles,90040,"33.994524, -118.149953",33.994524,-118.149953,"9,805",Q3,Yes,9,7,Offer E,No,0.0,No,Yes,Cable,47,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,58.85,465.7,0.0,0,0.0,465.7,3,Stayed,0,3332,Yes
-Male,32,No,No,Yes,Yes,1,United States,California,Los Angeles,90040,"33.994524, -118.149953",33.994524,-118.149953,"9,805",Q3,Yes,1,72,,No,0.0,No,Yes,DSL,16,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,65.65,4664.5,0.0,60,0.0,4724.5,3,Stayed,0,4934,Yes
-Female,60,No,No,No,No,0,United States,California,Los Angeles,90040,"33.994524, -118.149953",33.994524,-118.149953,"9,805",Q3,No,0,2,,Yes,35.5,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.1,39.8,0.0,0,71.0,110.8,5,Joined,0,2051,No
-Female,70,No,Yes,No,No,0,United States,California,Los Angeles,90045,"33.954017, -118.402447",33.954017,-118.402447,"39,334",Q3,No,0,2,Offer E,Yes,21.9,Yes,Yes,Fiber Optic,22,No,No,No,No,No,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,84.05,186.05,0.0,0,43.8,229.85,3,Joined,0,5039,No
-Male,66,No,Yes,No,No,0,United States,California,Los Angeles,90045,"33.954017, -118.402447",33.954017,-118.402447,"39,334",Q3,No,0,62,,Yes,47.8,Yes,Yes,Fiber Optic,8,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,110.75,7053.35,0.0,0,2963.6,10016.95,5,Stayed,0,5166,No
-Female,31,No,No,No,No,0,United States,California,Los Angeles,90045,"33.954017, -118.402447",33.954017,-118.402447,"39,334",Q3,No,0,1,Offer E,No,0.0,No,Yes,DSL,8,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,34.7,34.7,0.0,0,0.0,34.7,3,Churned,1,4476,No
-Female,28,Yes,No,Yes,No,0,United States,California,Los Angeles,90045,"33.954017, -118.402447",33.954017,-118.402447,"39,334",Q3,Yes,8,17,Offer D,Yes,8.74,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.75,418.25,0.0,0,148.58,566.83,4,Stayed,0,3646,Yes
-Female,64,No,No,No,No,0,United States,California,Los Angeles,90045,"33.954017, -118.402447",33.954017,-118.402447,"39,334",Q3,No,0,6,Offer E,Yes,43.18,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.2,123.65,0.0,0,259.08,382.73,5,Stayed,0,5029,No
-Female,65,No,Yes,No,No,0,United States,California,Los Angeles,90047,"33.958149, -118.308441",33.958149,-118.308441,"47,107",Q3,No,0,71,,Yes,25.61,Yes,Yes,Fiber Optic,23,No,Yes,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,105.9,7521.95,6.65,100,1818.31,9433.61,3,Stayed,0,5479,No
-Male,46,No,No,No,No,0,United States,California,Los Angeles,90047,"33.958149, -118.308441",33.958149,-118.308441,"47,107",Q3,No,0,3,Offer E,Yes,14.28,Yes,Yes,Fiber Optic,21,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.3,264.8,0.0,0,42.84,307.64,1,Churned,1,4934,No
-Female,42,No,No,Yes,No,0,United States,California,Los Angeles,90047,"33.958149, -118.308441",33.958149,-118.308441,"47,107",Q3,Yes,1,13,Offer D,Yes,11.79,Yes,Yes,DSL,29,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.2,981.45,0.0,0,153.27,1134.72,5,Stayed,0,2569,Yes
-Male,60,No,No,No,No,0,United States,California,Los Angeles,90047,"33.958149, -118.308441",33.958149,-118.308441,"47,107",Q3,No,0,6,,Yes,26.76,No,Yes,DSL,22,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.5,312.7,0.0,0,160.56,473.26,5,Stayed,0,5552,No
-Male,33,No,No,No,No,0,United States,California,Los Angeles,90047,"33.958149, -118.308441",33.958149,-118.308441,"47,107",Q3,No,0,36,Offer C,Yes,8.5,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,18.55,689.0,0.0,0,306.0,995.0,3,Stayed,0,5703,No
-Female,73,No,Yes,No,No,0,United States,California,Beverly Hills,90212,"34.062095, -118.401508",34.062095,-118.401508,"11,355",Q3,No,0,11,,Yes,2.81,Yes,Yes,DSL,3,Yes,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,55.6,580.8,15.2,0,30.91,596.51,4,Stayed,0,5014,No
-Female,74,No,Yes,No,No,0,United States,California,Beverly Hills,90212,"34.062095, -118.401508",34.062095,-118.401508,"11,355",Q3,No,0,2,Offer E,Yes,19.09,No,Yes,DSL,30,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,43.95,85.1,0.0,0,38.18,123.28,5,Joined,0,4057,No
-Female,53,No,No,No,No,0,United States,California,Beverly Hills,90212,"34.062095, -118.401508",34.062095,-118.401508,"11,355",Q3,No,0,3,Offer E,Yes,38.99,No,Yes,DSL,20,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,75.3,244.1,0.0,0,116.97,361.07,3,Joined,0,5387,No
-Male,23,Yes,No,Yes,No,0,United States,California,Beverly Hills,90212,"34.062095, -118.401508",34.062095,-118.401508,"11,355",Q3,Yes,10,72,Offer A,Yes,27.97,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.7,1421.9,0.0,0,2013.84,3435.74,3,Stayed,0,6436,Yes
-Female,51,No,No,Yes,Yes,3,United States,California,Beverly Hills,90212,"34.062095, -118.401508",34.062095,-118.401508,"11,355",Q3,Yes,3,23,Offer D,Yes,5.7,Yes,Yes,Fiber Optic,30,Yes,No,No,No,No,No,No,Yes,One Year,No,Credit Card,81.85,1810.85,0.0,0,131.1,1941.95,4,Stayed,0,5939,Yes
-Female,77,No,Yes,Yes,No,0,United States,California,Santa Monica,90404,"34.026334, -118.474222",34.026334,-118.474222,"19,975",Q3,Yes,7,70,,Yes,35.39,Yes,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,113.65,7714.65,24.36,0,2477.3,10167.59,4,Stayed,0,6146,Yes
-Female,66,No,Yes,Yes,Yes,1,United States,California,Santa Monica,90404,"34.026334, -118.474222",34.026334,-118.474222,"19,975",Q3,Yes,1,55,,Yes,34.57,Yes,Yes,Cable,19,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,76.25,4154.55,0.0,0,1901.35,6055.9,3,Stayed,0,4319,Yes
-Male,66,No,Yes,No,No,0,United States,California,Santa Monica,90404,"34.026334, -118.474222",34.026334,-118.474222,"19,975",Q3,No,0,68,,Yes,19.67,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.9,6503.2,0.0,0,1337.56,7840.76,3,Stayed,0,5080,No
-Male,35,No,No,No,No,0,United States,California,Santa Monica,90404,"34.026334, -118.474222",34.026334,-118.474222,"19,975",Q3,No,0,5,Offer E,No,0.0,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,24.3,100.2,0.0,0,0.0,100.2,3,Stayed,0,4015,No
-Male,31,No,No,Yes,Yes,8,United States,California,Santa Monica,90404,"34.026334, -118.474222",34.026334,-118.474222,"19,975",Q3,Yes,2,54,Offer B,Yes,46.7,No,Yes,Fiber Optic,75,No,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,79.95,4362.05,0.0,0,2521.8,6883.85,3,Stayed,0,4387,Yes
-Male,66,No,Yes,Yes,No,0,United States,California,Wilmington,90744,"33.782068, -118.262263",33.782068,-118.262263,"53,323",Q3,Yes,3,70,,Yes,39.49,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,104.8,7308.95,6.11,0,2764.3,10067.14,5,Stayed,0,5291,Yes
-Male,42,No,No,No,No,0,United States,California,Wilmington,90744,"33.782068, -118.262263",33.782068,-118.262263,"53,323",Q3,No,0,3,,Yes,35.65,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.6,61.35,0.0,0,106.95,168.3,5,Joined,0,2543,No
-Male,40,No,No,No,No,0,United States,California,Wilmington,90744,"33.782068, -118.262263",33.782068,-118.262263,"53,323",Q3,No,0,35,,Yes,49.13,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,26.2,954.9,0.0,0,1719.55,2674.45,3,Stayed,0,4419,No
-Female,20,Yes,No,Yes,No,0,United States,California,Wilmington,90744,"33.782068, -118.262263",33.782068,-118.262263,"53,323",Q3,Yes,5,72,Offer A,Yes,23.7,Yes,Yes,Fiber Optic,85,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,110.15,7881.2,0.0,0,1706.4,9587.6,3,Stayed,0,4498,Yes
-Male,56,No,No,No,Yes,1,United States,California,Wilmington,90744,"33.782068, -118.262263",33.782068,-118.262263,"53,323",Q3,No,0,10,,Yes,29.95,Yes,Yes,DSL,19,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,61.9,619.0,0.0,0,299.5,918.5,4,Stayed,0,5188,No
-Male,76,No,Yes,Yes,No,0,United States,California,Carson,90745,"33.822295, -118.26411",33.822295,-118.26411,"55,486",Q3,Yes,6,65,,Yes,28.68,No,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,70.95,4555.2,7.43,0,1864.2,6411.97,3,Stayed,0,4871,Yes
-Male,63,No,No,No,No,0,United States,California,Carson,90745,"33.822295, -118.26411",33.822295,-118.26411,"55,486",Q3,No,0,1,Offer E,Yes,14.12,No,Yes,Cable,24,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.65,45.65,0.0,0,14.12,59.77,1,Churned,1,2600,No
-Female,35,No,No,No,No,0,United States,California,Carson,90745,"33.822295, -118.26411",33.822295,-118.26411,"55,486",Q3,No,0,10,Offer D,Yes,37.36,Yes,Yes,Fiber Optic,28,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.7,973.25,0.0,0,373.6,1346.85,1,Churned,1,5561,No
-Female,30,No,No,Yes,Yes,1,United States,California,Carson,90745,"33.822295, -118.26411",33.822295,-118.26411,"55,486",Q3,Yes,4,28,Offer C,Yes,16.13,No,Yes,Fiber Optic,69,Yes,No,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,82.85,2320.8,0.0,0,451.64,2772.44,3,Stayed,0,5802,Yes
-Male,53,No,No,No,No,0,United States,California,Carson,90745,"33.822295, -118.26411",33.822295,-118.26411,"55,486",Q3,No,0,42,,Yes,9.46,Yes,Yes,Fiber Optic,14,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,79.9,3313.4,23.47,0,397.32,3687.25,4,Stayed,0,2583,No
-Female,67,No,Yes,Yes,Yes,1,United States,California,Long Beach,90803,"33.760458, -118.129725",33.760458,-118.129725,"31,352",Q3,Yes,8,29,,No,0.0,No,Yes,DSL,20,No,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Credit Card,35.65,1025.15,25.07,0,0.0,1000.08,5,Stayed,0,4107,Yes
-Female,33,No,No,Yes,Yes,1,United States,California,Long Beach,90803,"33.760458, -118.129725",33.760458,-118.129725,"31,352",Q3,Yes,1,8,,Yes,29.94,No,Yes,Cable,17,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,68.55,564.35,0.0,0,239.52,803.87,3,Stayed,0,3123,Yes
-Male,26,Yes,No,Yes,No,0,United States,California,Long Beach,90803,"33.760458, -118.129725",33.760458,-118.129725,"31,352",Q3,Yes,5,7,,No,0.0,No,Yes,Cable,58,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,38.55,280.0,0.0,0,0.0,280.0,4,Stayed,0,3345,Yes
-Female,30,No,No,No,No,0,United States,California,Long Beach,90803,"33.760458, -118.129725",33.760458,-118.129725,"31,352",Q3,No,0,52,,Yes,9.37,No,Yes,DSL,59,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,59.45,3043.7,0.0,0,487.24,3530.94,3,Stayed,0,6107,No
-Male,43,No,No,No,No,0,United States,California,Long Beach,90803,"33.760458, -118.129725",33.760458,-118.129725,"31,352",Q3,No,0,27,,Yes,2.59,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.4,460.25,29.59,0,69.93,500.59,4,Stayed,0,5975,No
-Male,78,No,Yes,Yes,Yes,1,United States,California,Sunland,91040,"34.282704, -118.312929",34.282704,-118.312929,"18,752",Q3,Yes,10,65,,Yes,9.68,Yes,Yes,Fiber Optic,23,Yes,Yes,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,85.75,5688.45,38.09,0,629.2,6279.56,3,Stayed,0,4978,Yes
-Female,44,No,No,No,No,0,United States,California,Sunland,91040,"34.282704, -118.312929",34.282704,-118.312929,"18,752",Q3,No,0,31,,Yes,33.38,Yes,Yes,Fiber Optic,27,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,86.55,2697.4,0.0,0,1034.78,3732.18,3,Churned,1,4198,No
-Male,61,No,No,Yes,No,0,United States,California,Sunland,91040,"34.282704, -118.312929",34.282704,-118.312929,"18,752",Q3,Yes,6,43,,Yes,15.2,No,Yes,Fiber Optic,21,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,84.25,3539.25,0.0,0,653.6,4192.85,3,Stayed,0,4382,Yes
-Male,36,No,No,Yes,No,0,United States,California,Sunland,91040,"34.282704, -118.312929",34.282704,-118.312929,"18,752",Q3,Yes,4,57,,Yes,31.79,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,103.05,5925.75,0.0,0,1812.03,7737.78,4,Stayed,0,5586,Yes
-Female,56,No,No,No,Yes,2,United States,California,Sunland,91040,"34.282704, -118.312929",34.282704,-118.312929,"18,752",Q3,No,0,72,,Yes,15.21,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.75,1567.0,25.98,0,1095.12,2636.14,4,Stayed,0,5478,No
-Male,66,No,Yes,Yes,No,0,United States,California,Pasadena,91101,"34.146635, -118.139225",34.146635,-118.139225,"16,812",Q3,Yes,6,65,,Yes,32.08,Yes,Yes,Fiber Optic,8,Yes,No,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,100.75,6674.65,0.0,0,2085.2,8759.85,3,Stayed,0,4368,Yes
-Female,73,No,Yes,Yes,No,0,United States,California,Pasadena,91101,"34.146635, -118.139225",34.146635,-118.139225,"16,812",Q3,Yes,3,47,,Yes,2.98,Yes,Yes,Fiber Optic,7,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,99.7,4747.2,0.0,140,140.06,5027.26,3,Stayed,0,4787,Yes
-Male,48,No,No,Yes,No,0,United States,California,Pasadena,91101,"34.146635, -118.139225",34.146635,-118.139225,"16,812",Q3,Yes,3,14,Offer D,Yes,5.17,No,Yes,Cable,25,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,81.95,1181.75,0.0,0,72.38,1254.13,3,Stayed,0,2564,Yes
-Male,29,Yes,No,Yes,Yes,1,United States,California,Pasadena,91101,"34.146635, -118.139225",34.146635,-118.139225,"16,812",Q3,Yes,9,72,Offer A,Yes,27.16,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.3,1401.15,0.0,0,1955.52,3356.67,3,Stayed,0,5265,Yes
-Male,25,Yes,No,Yes,Yes,3,United States,California,Pasadena,91101,"34.146635, -118.139225",34.146635,-118.139225,"16,812",Q3,No,0,13,,Yes,6.18,No,Yes,Cable,59,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,44.8,559.2,37.49,90,80.34,692.05,3,Stayed,0,4680,Yes
-Female,79,No,Yes,Yes,No,0,United States,California,West Hills,91307,"34.199787, -118.68493",34.199787,-118.68493,"23,637",Q3,Yes,1,2,Offer E,Yes,32.62,No,Yes,Fiber Optic,2,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,69.3,153.8,0.0,0,65.24,219.04,4,Joined,0,2901,Yes
-Female,42,No,No,Yes,No,0,United States,California,West Hills,91307,"34.199787, -118.68493",34.199787,-118.68493,"23,637",Q3,Yes,7,72,Offer A,Yes,18.66,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,109.7,8129.3,0.0,0,1343.52,9472.82,4,Stayed,0,5945,Yes
-Male,37,No,No,No,No,0,United States,California,West Hills,91307,"34.199787, -118.68493",34.199787,-118.68493,"23,637",Q3,No,0,69,,No,0.0,No,Yes,DSL,19,No,Yes,Yes,No,No,No,No,No,One Year,Yes,Bank Withdrawal,35.75,2492.25,0.0,150,0.0,2642.25,5,Stayed,0,4043,No
-Female,45,No,No,No,No,0,United States,California,West Hills,91307,"34.199787, -118.68493",34.199787,-118.68493,"23,637",Q3,No,0,62,,Yes,24.03,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.2,1123.65,0.0,0,1489.86,2613.51,4,Stayed,0,4937,No
-Female,24,Yes,No,Yes,Yes,3,United States,California,West Hills,91307,"34.199787, -118.68493",34.199787,-118.68493,"23,637",Q3,Yes,1,19,,Yes,36.92,Yes,Yes,Fiber Optic,52,No,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,89.35,1686.85,0.0,0,701.48,2388.33,4,Stayed,0,4473,Yes
-Male,67,No,Yes,No,No,0,United States,California,Santa Clarita,91350,"34.502432, -118.41459",34.502432,-118.41459,"40,077",Q3,No,0,51,,Yes,3.11,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,25.0,1260.7,0.0,0,158.61,1419.31,4,Stayed,0,5896,No
-Female,43,No,No,No,Yes,1,United States,California,Santa Clarita,91350,"34.502432, -118.41459",34.502432,-118.41459,"40,077",Q3,No,0,19,,Yes,28.35,No,Yes,Fiber Optic,19,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,106.6,1934.45,21.72,40,538.65,2491.38,1,Churned,1,3764,No
-Male,32,No,No,No,No,0,United States,California,Santa Clarita,91350,"34.502432, -118.41459",34.502432,-118.41459,"40,077",Q3,No,0,1,Offer E,Yes,5.67,No,Yes,Fiber Optic,7,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.3,70.3,0.0,0,5.67,75.97,2,Churned,1,4512,No
-Male,21,Yes,No,Yes,Yes,3,United States,California,Santa Clarita,91350,"34.502432, -118.41459",34.502432,-118.41459,"40,077",Q3,Yes,6,71,,Yes,11.3,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,19.45,1378.45,0.0,0,802.3,2180.75,4,Stayed,0,5497,Yes
-Female,46,No,No,No,No,0,United States,California,Santa Clarita,91350,"34.502432, -118.41459",34.502432,-118.41459,"40,077",Q3,No,0,7,Offer E,Yes,40.42,Yes,Yes,Cable,17,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,53.65,404.35,0.0,0,282.94,687.29,4,Stayed,0,4389,No
-Male,74,No,Yes,No,No,0,United States,California,Westlake Village,91361,"34.130992, -118.894673",34.130992,-118.894673,"18,735",Q3,No,0,43,,Yes,8.81,Yes,Yes,Fiber Optic,7,No,No,No,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,84.85,3645.6,0.0,0,378.83,4024.43,4,Stayed,0,4556,No
-Female,55,No,No,No,No,0,United States,California,Westlake Village,91361,"34.130992, -118.894673",34.130992,-118.894673,"18,735",Q3,No,0,3,Offer E,Yes,46.36,No,Yes,Fiber Optic,4,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,83.75,247.25,0.0,0,139.08,386.33,2,Churned,1,4852,No
-Female,45,No,No,Yes,No,0,United States,California,Westlake Village,91361,"34.130992, -118.894673",34.130992,-118.894673,"18,735",Q3,Yes,1,57,Offer B,No,0.0,No,Yes,Cable,22,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,58.75,3437.45,0.0,0,0.0,3437.45,3,Stayed,0,4115,Yes
-Female,39,No,No,Yes,No,0,United States,California,Westlake Village,91361,"34.130992, -118.894673",34.130992,-118.894673,"18,735",Q3,No,0,12,,Yes,30.79,No,Yes,DSL,4,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.9,505.95,0.0,0,369.48,875.43,3,Stayed,0,5790,Yes
-Female,24,Yes,No,No,No,0,United States,California,Westlake Village,91361,"34.130992, -118.894673",34.130992,-118.894673,"18,735",Q3,No,0,4,,Yes,22.07,No,Yes,DSL,41,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.55,235.65,0.0,0,88.28,323.93,4,Stayed,0,4164,No
-Male,69,No,Yes,Yes,No,0,United States,California,Van Nuys,91405,"34.202494, -118.448048",34.202494,-118.448048,"51,348",Q3,Yes,1,2,Offer E,Yes,7.29,No,Yes,Fiber Optic,14,No,No,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74.2,140.1,0.0,0,14.58,154.68,4,Joined,0,3170,Yes
-Female,65,No,Yes,No,No,0,United States,California,Van Nuys,91405,"34.202494, -118.448048",34.202494,-118.448048,"51,348",Q3,No,0,18,,Yes,1.27,Yes,Yes,Fiber Optic,3,No,Yes,No,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,103.6,1806.35,0.0,10,22.86,1839.21,4,Stayed,0,2094,No
-Male,28,Yes,No,No,No,0,United States,California,Van Nuys,91405,"34.202494, -118.448048",34.202494,-118.448048,"51,348",Q3,No,0,24,Offer C,No,0.0,No,Yes,DSL,46,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,50.6,1288.75,0.0,0,0.0,1288.75,3,Stayed,0,4806,No
-Male,61,No,No,No,No,0,United States,California,Van Nuys,91405,"34.202494, -118.448048",34.202494,-118.448048,"51,348",Q3,No,0,72,,Yes,46.1,Yes,Yes,DSL,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,88.55,6362.35,0.0,0,3319.2,9681.55,4,Stayed,0,6468,No
-Male,64,No,No,Yes,Yes,2,United States,California,Van Nuys,91405,"34.202494, -118.448048",34.202494,-118.448048,"51,348",Q3,Yes,1,72,Offer A,Yes,20.63,Yes,Yes,DSL,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.8,6397.6,0.0,0,1485.36,7882.96,4,Stayed,0,5028,Yes
-Female,80,No,Yes,No,No,0,United States,California,South El Monte,91733,"34.04622, -118.053753",34.04622,-118.053753,"45,645",Q3,No,0,33,,No,0.0,No,Yes,DSL,16,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,59.45,1884.65,0.0,0,0.0,1884.65,4,Stayed,0,3116,No
-Female,61,No,No,Yes,Yes,1,United States,California,South El Monte,91733,"34.04622, -118.053753",34.04622,-118.053753,"45,645",Q3,Yes,1,14,,Yes,9.13,Yes,Yes,Fiber Optic,12,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.65,1301.0,0.0,0,127.82,1428.82,3,Churned,1,4304,Yes
-Male,56,No,No,No,No,0,United States,California,South El Monte,91733,"34.04622, -118.053753",34.04622,-118.053753,"45,645",Q3,No,0,32,,Yes,37.48,Yes,Yes,DSL,15,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,83.7,2633.3,0.0,0,1199.36,3832.66,5,Stayed,0,3945,No
-Female,38,No,No,No,No,0,United States,California,South El Monte,91733,"34.04622, -118.053753",34.04622,-118.053753,"45,645",Q3,No,0,41,,Yes,32.66,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Mailed Check,24.85,962.25,0.0,0,1339.06,2301.31,3,Stayed,0,3089,No
-Male,58,No,No,Yes,No,0,United States,California,South El Monte,91733,"34.04622, -118.053753",34.04622,-118.053753,"45,645",Q3,Yes,9,72,Offer A,Yes,40.78,Yes,Yes,Fiber Optic,22,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,109.95,7852.4,0.0,0,2936.16,10788.56,4,Stayed,0,6258,Yes
-Female,74,No,Yes,No,No,0,United States,California,Ontario,91762,"34.057256, -117.667677",34.057256,-117.667677,"54,254",Q3,No,0,32,,Yes,48.62,No,Yes,Fiber Optic,12,No,No,No,No,No,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,79.5,2665.0,0.0,0,1555.84,4220.84,4,Stayed,0,3041,No
-Female,68,No,Yes,No,No,0,United States,California,Ontario,91762,"34.057256, -117.667677",34.057256,-117.667677,"54,254",Q3,No,0,45,Offer B,Yes,6.9,Yes,Yes,Fiber Optic,20,No,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,100.15,4459.8,0.0,0,310.5,4770.3,4,Stayed,0,2636,No
-Male,51,No,No,No,No,0,United States,California,Ontario,91762,"34.057256, -117.667677",34.057256,-117.667677,"54,254",Q3,No,0,59,,Yes,26.63,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.35,1099.6,14.22,0,1571.17,2656.55,3,Churned,1,5084,No
-Male,43,No,No,Yes,No,0,United States,California,Ontario,91762,"34.057256, -117.667677",34.057256,-117.667677,"54,254",Q3,Yes,1,22,Offer D,Yes,20.78,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.45,471.55,0.0,0,457.16,928.71,4,Stayed,0,3727,Yes
-Female,37,No,No,Yes,No,0,United States,California,Ontario,91762,"34.057256, -117.667677",34.057256,-117.667677,"54,254",Q3,Yes,5,62,Offer B,Yes,44.95,No,Yes,Fiber Optic,5,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.3,6613.65,0.0,0,2786.9,9400.55,4,Stayed,0,5905,Yes
-Male,71,No,Yes,Yes,No,0,United States,California,Upland,91786,"34.105493, -117.660934",34.105493,-117.660934,"48,827",Q3,Yes,7,34,,Yes,26.49,No,Yes,Fiber Optic,18,Yes,No,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,90.15,3128.8,0.0,0,900.66,4029.46,3,Stayed,0,3202,Yes
-Female,44,No,No,No,No,0,United States,California,Upland,91786,"34.105493, -117.660934",34.105493,-117.660934,"48,827",Q3,No,0,10,Offer D,Yes,45.56,No,Yes,DSL,17,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,51.2,498.25,0.0,0,455.6,953.85,4,Stayed,0,5765,No
-Male,59,No,No,No,No,0,United States,California,Upland,91786,"34.105493, -117.660934",34.105493,-117.660934,"48,827",Q3,No,0,20,Offer D,Yes,30.13,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Mailed Check,19.7,415.9,0.0,0,602.6,1018.5,4,Stayed,0,2860,No
-Female,27,Yes,No,No,No,0,United States,California,Upland,91786,"34.105493, -117.660934",34.105493,-117.660934,"48,827",Q3,No,0,26,,Yes,39.84,No,Yes,Cable,42,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.75,1406.9,0.0,0,1035.84,2442.74,4,Stayed,0,4020,No
-Male,24,Yes,No,No,No,0,United States,California,Upland,91786,"34.105493, -117.660934",34.105493,-117.660934,"48,827",Q3,No,0,3,,Yes,25.1,No,Yes,Fiber Optic,59,No,No,Yes,Yes,Yes,No,Yes,Yes,Month-to-Month,Yes,Credit Card,89.85,244.45,0.0,0,75.3,319.75,5,Joined,0,4096,No
-Male,71,No,Yes,No,No,0,United States,California,Chula Vista,91913,"32.64164, -116.985026",32.64164,-116.985026,"12,884",Q3,No,0,1,Offer E,Yes,11.51,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,46.3,46.3,0.0,0,11.51,57.81,4,Joined,0,2546,No
-Female,75,No,Yes,Yes,No,0,United States,California,Chula Vista,91913,"32.64164, -116.985026",32.64164,-116.985026,"12,884",Q3,Yes,1,56,,Yes,26.82,Yes,Yes,Cable,18,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,68.45,4014.0,0.0,0,1501.92,5515.92,4,Stayed,0,4368,Yes
-Female,43,No,No,No,No,0,United States,California,Chula Vista,91913,"32.64164, -116.985026",32.64164,-116.985026,"12,884",Q3,No,0,12,,Yes,18.71,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.7,220.35,0.0,0,224.52,444.87,3,Stayed,0,5715,No
-Male,38,No,No,Yes,Yes,3,United States,California,Chula Vista,91913,"32.64164, -116.985026",32.64164,-116.985026,"12,884",Q3,Yes,10,55,Offer B,Yes,22.56,Yes,Yes,Fiber Optic,56,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,90.4,5099.15,0.0,0,1240.8,6339.95,5,Stayed,0,4603,Yes
-Male,38,No,No,No,No,0,United States,California,Chula Vista,91913,"32.64164, -116.985026",32.64164,-116.985026,"12,884",Q3,No,0,12,Offer D,Yes,13.88,Yes,Yes,Fiber Optic,8,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,94.55,1173.55,0.0,0,166.56,1340.11,5,Stayed,0,5674,No
-Male,71,No,Yes,No,No,0,United States,California,Potrero,91963,"32.619465, -116.593605",32.619465,-116.593605,905,Q3,No,0,55,,No,0.0,No,Yes,DSL,23,No,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,50.05,2743.45,0.0,0,0.0,2743.45,4,Stayed,0,4932,No
-Male,51,No,No,No,No,0,United States,California,Potrero,91963,"32.619465, -116.593605",32.619465,-116.593605,905,Q3,No,0,48,Offer B,Yes,2.53,Yes,Yes,Cable,6,Yes,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,78.75,3682.45,0.0,40,121.44,3843.89,3,Stayed,0,2257,No
-Female,23,Yes,No,No,No,0,United States,California,Potrero,91963,"32.619465, -116.593605",32.619465,-116.593605,905,Q3,No,0,42,Offer B,Yes,29.44,Yes,Yes,Cable,41,Yes,Yes,No,No,No,No,Yes,Yes,One Year,Yes,Bank Withdrawal,60.15,2421.6,0.0,0,1236.48,3658.08,3,Stayed,0,5988,No
-Female,33,No,No,No,No,0,United States,California,Potrero,91963,"32.619465, -116.593605",32.619465,-116.593605,905,Q3,No,0,66,,Yes,31.93,Yes,Yes,Fiber Optic,15,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,88.9,6000.1,0.0,0,2107.38,8107.48,5,Stayed,0,5868,No
-Female,24,Yes,No,Yes,No,0,United States,California,Potrero,91963,"32.619465, -116.593605",32.619465,-116.593605,905,Q3,Yes,8,72,Offer A,Yes,16.15,Yes,Yes,Fiber Optic,52,Yes,Yes,No,No,No,No,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.05,6052.25,0.0,0,1162.8,7215.05,4,Stayed,0,5515,Yes
-Female,67,No,Yes,Yes,No,0,United States,California,Tecate,91980,"32.587557, -116.636816",32.587557,-116.636816,91,Q3,Yes,6,69,,Yes,34.55,No,Yes,Fiber Optic,19,Yes,Yes,No,No,No,Yes,No,Yes,One Year,No,Credit Card,87.3,6055.55,0.0,0,2383.95,8439.5,3,Stayed,0,4148,Yes
-Female,25,Yes,No,No,No,0,United States,California,Tecate,91980,"32.587557, -116.636816",32.587557,-116.636816,91,Q3,No,0,43,Offer B,Yes,24.85,Yes,Yes,Fiber Optic,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,115.05,4895.1,10.76,0,1068.55,5952.89,4,Stayed,0,4115,No
-Male,32,No,No,No,No,0,United States,California,Tecate,91980,"32.587557, -116.636816",32.587557,-116.636816,91,Q3,No,0,66,Offer A,Yes,11.56,No,Yes,DSL,30,Yes,Yes,No,No,No,No,No,Yes,One Year,Yes,Mailed Check,54.8,3465.7,0.0,0,762.96,4228.66,4,Stayed,0,4621,No
-Male,47,No,No,Yes,Yes,3,United States,California,Tecate,91980,"32.587557, -116.636816",32.587557,-116.636816,91,Q3,Yes,9,69,,Yes,26.35,Yes,Yes,DSL,53,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,86.9,6194.1,0.0,0,1818.15,8012.25,3,Stayed,0,4667,Yes
-Male,48,No,No,No,Yes,1,United States,California,Tecate,91980,"32.587557, -116.636816",32.587557,-116.636816,91,Q3,No,0,27,Offer C,Yes,32.28,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.7,509.3,0.0,0,871.56,1380.86,3,Stayed,0,4052,No
-Male,80,No,Yes,Yes,No,0,United States,California,Carlsbad,92008,"33.148116, -117.306043",33.148116,-117.306043,"35,582",Q3,Yes,1,33,,No,0.0,No,Yes,DSL,4,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,50.0,1750.85,0.0,0,0.0,1750.85,3,Stayed,0,5600,Yes
-Male,57,No,No,No,No,0,United States,California,Carlsbad,92008,"33.148116, -117.306043",33.148116,-117.306043,"35,582",Q3,No,0,1,,Yes,22.03,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.35,69.35,0.0,0,22.03,91.38,2,Churned,1,2843,No
-Male,49,No,No,No,No,0,United States,California,Carlsbad,92008,"33.148116, -117.306043",33.148116,-117.306043,"35,582",Q3,No,0,71,,Yes,22.22,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.9,1355.1,42.18,0,1577.62,2890.54,3,Stayed,0,5308,No
-Female,22,Yes,No,No,No,0,United States,California,Carlsbad,92008,"33.148116, -117.306043",33.148116,-117.306043,"35,582",Q3,No,0,53,Offer B,Yes,8.33,No,Yes,Fiber Optic,73,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,100.3,5200.8,0.0,0,441.49,5642.29,4,Stayed,0,5377,No
-Male,75,No,Yes,Yes,No,0,United States,California,El Cajon,92019,"32.785165, -116.862648",32.785165,-116.862648,"40,995",Q3,Yes,8,37,,Yes,23.54,No,Yes,Fiber Optic,7,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,72.25,2575.45,0.0,0,870.98,3446.43,3,Stayed,0,4121,Yes
-Male,64,No,No,Yes,No,0,United States,California,El Cajon,92019,"32.785165, -116.862648",32.785165,-116.862648,"40,995",Q3,Yes,2,35,,Yes,23.85,Yes,Yes,Fiber Optic,10,No,No,No,Yes,Yes,No,No,No,Month-to-Month,Yes,Credit Card,91.5,3236.35,40.79,90,834.75,4120.31,4,Stayed,0,3617,Yes
-Female,32,No,No,No,No,0,United States,California,El Cajon,92019,"32.785165, -116.862648",32.785165,-116.862648,"40,995",Q3,No,0,20,,Yes,10.9,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.35,433.75,0.0,0,218.0,651.75,5,Stayed,0,5811,No
-Male,42,No,No,Yes,Yes,2,United States,California,El Cajon,92019,"32.785165, -116.862648",32.785165,-116.862648,"40,995",Q3,Yes,7,5,,Yes,17.37,Yes,Yes,DSL,15,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,64.4,316.9,0.0,0,86.85,403.75,3,Stayed,0,3260,Yes
-Female,67,No,Yes,Yes,Yes,2,United States,California,El Cajon,92020,"32.79697, -116.969082",32.79697,-116.969082,"55,277",Q3,Yes,1,62,,Yes,45.76,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,No,Yes,No,No,Two Year,Yes,Credit Card,96.1,6019.35,0.0,150,2837.12,9006.47,4,Stayed,0,5868,Yes
-Female,25,Yes,No,Yes,Yes,1,United States,California,El Cajon,92020,"32.79697, -116.969082",32.79697,-116.969082,"55,277",Q3,Yes,10,23,,Yes,9.84,Yes,Yes,Fiber Optic,71,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,85.6,1868.4,0.0,0,226.32,2094.72,3,Stayed,0,3513,Yes
-Male,52,No,No,Yes,Yes,2,United States,California,El Cajon,92020,"32.79697, -116.969082",32.79697,-116.969082,"55,277",Q3,Yes,9,46,Offer B,Yes,38.45,No,Yes,DSL,15,Yes,No,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,56.9,2560.1,0.0,0,1768.7,4328.8,4,Stayed,0,4258,Yes
-Male,20,Yes,No,Yes,Yes,1,United States,California,El Cajon,92020,"32.79697, -116.969082",32.79697,-116.969082,"55,277",Q3,Yes,1,48,Offer B,Yes,38.3,No,Yes,DSL,85,No,Yes,Yes,No,No,No,Yes,Yes,One Year,Yes,Credit Card,55.8,2651.2,0.0,0,1838.4,4489.6,4,Stayed,0,3446,Yes
-Male,75,No,Yes,No,No,0,United States,California,Lakeside,92040,"32.909873, -116.906774",32.909873,-116.906774,"42,277",Q3,No,0,72,,Yes,24.67,Yes,Yes,Fiber Optic,26,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,113.8,7845.8,0.0,0,1776.24,9622.04,3,Stayed,0,4598,No
-Female,37,No,No,Yes,Yes,1,United States,California,Lakeside,92040,"32.909873, -116.906774",32.909873,-116.906774,"42,277",Q3,Yes,5,35,,Yes,9.04,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.85,739.35,2.29,0,316.4,1053.46,3,Stayed,0,4177,Yes
-Male,49,No,No,No,Yes,5,United States,California,Lakeside,92040,"32.909873, -116.906774",32.909873,-116.906774,"42,277",Q3,No,0,14,,Yes,40.66,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.95,268.4,0.0,0,569.24,837.64,5,Stayed,0,5770,No
-Female,46,No,No,Yes,Yes,1,United States,California,Lakeside,92040,"32.909873, -116.906774",32.909873,-116.906774,"42,277",Q3,Yes,1,67,Offer A,Yes,14.83,Yes,Yes,DSL,24,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,69.9,4615.9,0.0,0,993.61,5609.51,3,Stayed,0,6079,Yes
-Female,74,No,Yes,Yes,No,0,United States,California,Palomar Mountain,92060,"33.309852, -116.823091",33.309852,-116.823091,234,Q3,Yes,3,60,,Yes,27.68,Yes,Yes,Fiber Optic,26,No,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Credit Card,100.5,6029.0,0.0,0,1660.8,7689.8,5,Stayed,0,6442,Yes
-Female,37,No,No,Yes,Yes,1,United States,California,Palomar Mountain,92060,"33.309852, -116.823091",33.309852,-116.823091,234,Q3,Yes,1,1,,No,0.0,No,Yes,DSL,19,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,30.5,30.5,0.0,0,0.0,30.5,1,Churned,1,5171,Yes
-Female,48,No,No,Yes,No,0,United States,California,Palomar Mountain,92060,"33.309852, -116.823091",33.309852,-116.823091,234,Q3,Yes,5,68,Offer A,Yes,9.76,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,No,No,No,No,One Year,No,Credit Card,86.45,5762.95,0.0,150,663.68,6576.63,5,Stayed,0,4480,Yes
-Female,80,No,Yes,No,No,0,United States,California,Ramona,92065,"33.044541, -116.833922",33.044541,-116.833922,"33,104",Q3,No,0,30,,Yes,41.93,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,104.1,3121.1,0.0,0,1257.9,4379.0,4,Stayed,0,5655,No
-Female,20,Yes,No,No,No,0,United States,California,Ramona,92065,"33.044541, -116.833922",33.044541,-116.833922,"33,104",Q3,No,0,36,,Yes,19.64,No,Yes,Fiber Optic,71,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.8,3565.65,30.26,0,707.04,4242.43,4,Stayed,0,2807,No
-Female,64,No,No,Yes,Yes,1,United States,California,Ramona,92065,"33.044541, -116.833922",33.044541,-116.833922,"33,104",Q3,Yes,1,53,Offer B,Yes,28.36,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.05,5566.4,0.0,0,1503.08,7069.48,3,Stayed,0,4190,Yes
-Female,26,Yes,No,No,Yes,2,United States,California,Ramona,92065,"33.044541, -116.833922",33.044541,-116.833922,"33,104",Q3,No,0,48,Offer B,No,0.0,No,Yes,DSL,48,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,45.55,2108.35,0.0,0,0.0,2108.35,3,Stayed,0,4106,No
-Male,66,No,Yes,No,No,0,United States,California,Santee,92071,"32.847336, -116.997605",32.847336,-116.997605,"53,510",Q3,No,0,8,Offer E,Yes,41.85,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,69.7,572.85,0.0,0,334.8,907.65,4,Stayed,0,5242,No
-Male,50,No,No,No,No,0,United States,California,Santee,92071,"32.847336, -116.997605",32.847336,-116.997605,"53,510",Q3,No,0,63,,Yes,35.35,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.5,1328.15,15.62,0,2227.05,3539.58,5,Stayed,0,5997,No
-Male,19,Yes,No,No,No,0,United States,California,Santee,92071,"32.847336, -116.997605",32.847336,-116.997605,"53,510",Q3,No,0,49,Offer B,Yes,6.26,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.9,1022.6,0.0,0,306.74,1329.34,3,Stayed,0,5240,No
-Male,79,No,Yes,No,No,0,United States,California,Valley Center,92082,"33.25283, -116.986079",33.25283,-116.986079,"14,575",Q3,No,0,71,Offer A,Yes,4.75,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.65,1766.75,0.0,0,337.25,2104.0,3,Stayed,0,4788,No
-Female,59,No,No,Yes,Yes,1,United States,California,Valley Center,92082,"33.25283, -116.986079",33.25283,-116.986079,"14,575",Q3,Yes,1,10,Offer D,Yes,25.89,No,Yes,DSL,22,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,65.5,616.9,0.0,0,258.9,875.8,5,Stayed,0,3137,Yes
-Male,53,No,No,No,No,0,United States,California,Valley Center,92082,"33.25283, -116.986079",33.25283,-116.986079,"14,575",Q3,No,0,15,,Yes,16.13,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,19.8,309.4,0.0,0,241.95,551.35,5,Stayed,0,2681,No
-Female,73,No,Yes,Yes,No,0,United States,California,Vista,92083,"33.17494, -117.242761",33.17494,-117.242761,"62,036",Q3,Yes,2,70,Offer A,Yes,15.9,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.55,1462.05,0.0,0,1113.0,2575.05,3,Stayed,0,5209,Yes
-Female,26,Yes,No,Yes,No,0,United States,California,Vista,92083,"33.17494, -117.242761",33.17494,-117.242761,"62,036",Q3,Yes,9,70,,Yes,23.52,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.45,1303.5,14.49,0,1646.4,2935.41,4,Stayed,0,5540,Yes
-Male,41,No,No,No,Yes,2,United States,California,Vista,92083,"33.17494, -117.242761",33.17494,-117.242761,"62,036",Q3,No,0,43,,No,0.0,No,Yes,DSL,25,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,40.45,1912.85,0.0,0,0.0,1912.85,3,Stayed,0,3176,No
-Female,50,No,No,No,No,0,United States,California,Vista,92083,"33.17494, -117.242761",33.17494,-117.242761,"62,036",Q3,No,0,12,,Yes,31.22,No,Yes,DSL,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.05,523.1,0.0,0,374.64,897.74,4,Stayed,0,5624,No
-Male,71,No,Yes,No,No,0,United States,California,Palm Desert,92260,"33.694501, -116.412711",33.694501,-116.412711,"29,340",Q3,No,0,11,,Yes,41.58,No,Yes,Fiber Optic,3,No,No,No,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,78.5,874.2,0.0,0,457.38,1331.58,3,Stayed,0,4333,No
-Female,55,No,No,Yes,No,0,United States,California,Palm Desert,92260,"33.694501, -116.412711",33.694501,-116.412711,"29,340",Q3,Yes,9,46,Offer B,Yes,35.46,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,24.45,1066.15,0.0,0,1631.16,2697.31,4,Stayed,0,2438,Yes
-Male,59,No,No,Yes,No,0,United States,California,Palm Desert,92260,"33.694501, -116.412711",33.694501,-116.412711,"29,340",Q3,Yes,1,51,,Yes,31.66,No,Yes,Cable,3,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,76.4,3966.3,0.0,0,1614.66,5580.96,3,Stayed,0,6385,Yes
-Female,23,Yes,No,Yes,Yes,2,United States,California,Palm Desert,92260,"33.694501, -116.412711",33.694501,-116.412711,"29,340",Q3,No,0,65,Offer B,Yes,4.75,Yes,Yes,DSL,69,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,82.5,5215.1,0.0,40,308.75,5563.85,3,Stayed,0,5314,Yes
-Female,30,No,No,No,No,0,United States,California,Palm Desert,92260,"33.694501, -116.412711",33.694501,-116.412711,"29,340",Q3,No,0,39,Offer C,Yes,1.57,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,20.15,826.0,25.92,0,61.23,861.31,3,Stayed,0,2007,No
-Female,65,No,Yes,No,No,0,United States,California,Adelanto,92301,"34.667815, -117.536183",34.667815,-117.536183,"18,980",Q3,No,0,72,Offer A,Yes,26.87,Yes,Yes,Fiber Optic,20,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,108.1,7774.05,0.0,0,1934.64,9708.69,5,Stayed,0,4474,No
-Female,22,Yes,No,Yes,No,0,United States,California,Adelanto,92301,"34.667815, -117.536183",34.667815,-117.536183,"18,980",Q3,Yes,3,61,,Yes,46.27,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.4,1182.55,0.0,0,2822.47,4005.02,3,Churned,1,4221,Yes
-Male,53,No,No,No,Yes,1,United States,California,Adelanto,92301,"34.667815, -117.536183",34.667815,-117.536183,"18,980",Q3,No,0,21,Offer D,Yes,31.26,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,24.7,467.15,0.0,0,656.46,1123.61,4,Stayed,0,5403,No
-Male,34,No,No,No,No,0,United States,California,Adelanto,92301,"34.667815, -117.536183",34.667815,-117.536183,"18,980",Q3,No,0,10,,Yes,15.45,No,Yes,Cable,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.8,436.2,0.0,0,154.5,590.7,3,Stayed,0,5586,No
-Male,38,No,No,Yes,Yes,2,United States,California,Adelanto,92301,"34.667815, -117.536183",34.667815,-117.536183,"18,980",Q3,Yes,1,24,Offer C,Yes,36.05,Yes,Yes,Cable,24,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,84.8,1990.5,48.23,0,865.2,2807.47,3,Stayed,0,2140,Yes
-Female,73,No,Yes,Yes,No,0,United States,California,Daggett,92327,"34.875144, -116.821698",34.875144,-116.821698,678,Q3,Yes,3,12,,Yes,37.15,No,Yes,DSL,13,Yes,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,79.2,943.85,0.0,20,445.8,1409.65,4,Stayed,0,3355,Yes
-Female,54,No,No,No,No,0,United States,California,Daggett,92327,"34.875144, -116.821698",34.875144,-116.821698,678,Q3,No,0,1,Offer E,Yes,29.78,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,69.55,69.55,0.0,0,29.78,99.33,1,Churned,1,2792,No
-Male,55,No,No,No,No,0,United States,California,Daggett,92327,"34.875144, -116.821698",34.875144,-116.821698,678,Q3,No,0,2,Offer E,Yes,27.17,Yes,Yes,Fiber Optic,23,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,90.75,174.75,0.0,0,54.34,229.09,3,Joined,0,4766,No
-Female,22,Yes,No,Yes,Yes,1,United States,California,Daggett,92327,"34.875144, -116.821698",34.875144,-116.821698,678,Q3,Yes,9,9,,Yes,30.83,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.35,191.1,0.0,0,277.47,468.57,3,Stayed,0,5352,Yes
-Female,71,No,Yes,No,No,0,United States,California,Aguanga,92536,"33.482243, -116.827173",33.482243,-116.827173,"2,433",Q3,No,0,18,,Yes,7.51,No,Yes,Fiber Optic,24,No,Yes,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,73.55,1359.45,0.0,0,135.18,1494.63,3,Stayed,0,5313,No
-Male,56,No,No,No,No,0,United States,California,Aguanga,92536,"33.482243, -116.827173",33.482243,-116.827173,"2,433",Q3,No,0,7,,Yes,34.49,No,Yes,Cable,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,51.0,354.05,0.0,0,241.43,595.48,1,Churned,1,3736,No
-Female,50,No,No,Yes,No,0,United States,California,Aguanga,92536,"33.482243, -116.827173",33.482243,-116.827173,"2,433",Q3,Yes,1,70,Offer A,Yes,29.72,Yes,Yes,DSL,12,Yes,No,No,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,65.2,4543.15,0.0,0,2080.4,6623.55,3,Stayed,0,6316,Yes
-Female,57,No,No,No,Yes,1,United States,California,Aguanga,92536,"33.482243, -116.827173",33.482243,-116.827173,"2,433",Q3,No,0,24,,Yes,34.24,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,19.75,498.1,0.0,0,821.76,1319.86,3,Stayed,0,2639,No
-Male,76,No,Yes,Yes,No,0,United States,California,Irvine,92618,"33.667145, -117.732135",33.667145,-117.732135,"6,301",Q3,No,0,64,,Yes,29.43,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.65,1740.8,0.0,0,1883.52,3624.32,5,Stayed,0,6469,Yes
-Female,54,No,No,Yes,No,0,United States,California,Irvine,92618,"33.667145, -117.732135",33.667145,-117.732135,"6,301",Q3,Yes,1,63,Offer B,Yes,21.15,Yes,Yes,Fiber Optic,24,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.55,5029.05,0.0,0,1332.45,6361.5,4,Stayed,0,4980,Yes
-Female,30,No,No,No,No,0,United States,California,Irvine,92618,"33.667145, -117.732135",33.667145,-117.732135,"6,301",Q3,No,0,29,,No,0.0,No,Yes,Cable,59,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,31.2,926.2,0.0,0,0.0,926.2,5,Stayed,0,4761,No
-Female,25,Yes,No,Yes,Yes,3,United States,California,Irvine,92618,"33.667145, -117.732135",33.667145,-117.732135,"6,301",Q3,Yes,9,65,,Yes,34.03,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,25.3,1748.55,0.0,0,2211.95,3960.5,4,Stayed,0,4533,Yes
-Female,73,No,Yes,No,No,0,United States,California,Fullerton,92835,"33.902211, -117.914922",33.902211,-117.914922,"21,157",Q3,No,0,7,,Yes,11.01,No,Yes,Cable,18,No,Yes,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,51.3,419.35,0.0,0,77.07,496.42,4,Stayed,0,3660,No
-Male,71,No,Yes,Yes,No,0,United States,California,Fullerton,92835,"33.902211, -117.914922",33.902211,-117.914922,"21,157",Q3,No,0,21,,Yes,22.3,No,Yes,Fiber Optic,9,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,86.55,1857.25,0.0,0,468.3,2325.55,5,Stayed,0,5318,Yes
-Male,25,Yes,No,Yes,No,0,United States,California,Fullerton,92835,"33.902211, -117.914922",33.902211,-117.914922,"21,157",Q3,Yes,1,71,,Yes,3.57,Yes,Yes,DSL,52,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,90.4,6668.05,0.0,0,253.47,6921.52,3,Stayed,0,5633,Yes
-Female,40,No,No,Yes,Yes,2,United States,California,Fullerton,92835,"33.902211, -117.914922",33.902211,-117.914922,"21,157",Q3,Yes,9,56,,Yes,29.06,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.95,1468.9,0.0,0,1627.36,3096.26,5,Stayed,0,5243,Yes
-Female,67,No,Yes,Yes,No,0,United States,California,Norco,92860,"33.925833, -117.559639",33.925833,-117.559639,"22,443",Q3,Yes,1,52,,Yes,4.11,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,109.1,5647.95,0.0,0,213.72,5861.67,5,Stayed,0,4428,Yes
-Female,52,No,No,No,No,0,United States,California,Norco,92860,"33.925833, -117.559639",33.925833,-117.559639,"22,443",Q3,No,0,12,Offer D,Yes,36.24,Yes,Yes,DSL,30,Yes,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,61.65,713.75,0.0,0,434.88,1148.63,1,Churned,1,5670,No
-Female,48,No,No,No,No,0,United States,California,Norco,92860,"33.925833, -117.559639",33.925833,-117.559639,"22,443",Q3,No,0,40,,Yes,26.03,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.65,830.25,0.0,0,1041.2,1871.45,4,Stayed,0,3878,No
-Male,46,No,No,No,No,0,United States,California,Norco,92860,"33.925833, -117.559639",33.925833,-117.559639,"22,443",Q3,No,0,20,Offer D,Yes,29.12,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.6,356.15,0.0,0,582.4,938.55,4,Stayed,0,5909,No
-Female,70,No,Yes,Yes,No,0,United States,California,Corona,92880,"33.918043, -117.617809",33.918043,-117.617809,"16,998",Q3,Yes,1,60,,Yes,4.06,Yes,Yes,Fiber Optic,11,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,116.05,6925.9,0.0,0,243.6,7169.5,3,Stayed,0,4734,Yes
-Female,55,No,No,No,No,0,United States,California,Corona,92880,"33.918043, -117.617809",33.918043,-117.617809,"16,998",Q3,No,0,32,,Yes,4.61,Yes,Yes,Fiber Optic,12,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,109.55,3608.0,0.0,0,147.52,3755.52,3,Stayed,0,5076,No
-Female,26,Yes,No,No,No,0,United States,California,Corona,92880,"33.918043, -117.617809",33.918043,-117.617809,"16,998",Q3,No,0,15,Offer D,Yes,20.11,No,Yes,Cable,73,Yes,Yes,Yes,Yes,No,No,Yes,Yes,One Year,No,Credit Card,65.6,1010.0,0.0,0,301.65,1311.65,3,Stayed,0,2976,No
-Male,63,No,No,Yes,No,0,United States,California,Corona,92880,"33.918043, -117.617809",33.918043,-117.617809,"16,998",Q3,Yes,1,61,,Yes,17.73,No,Yes,Fiber Optic,2,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,94.15,5731.85,0.0,0,1081.53,6813.38,3,Stayed,0,4806,Yes
-Male,69,No,Yes,No,No,0,United States,California,Armona,93202,"36.315979, -119.710852",36.315979,-119.710852,"2,872",Q3,No,0,1,Offer E,Yes,28.67,No,Yes,DSL,4,No,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,44.0,44.0,0.0,0,28.67,72.67,4,Joined,0,4320,No
-Male,26,Yes,No,Yes,No,0,United States,California,Armona,93202,"36.315979, -119.710852",36.315979,-119.710852,"2,872",Q3,Yes,1,10,Offer D,Yes,2.02,Yes,Yes,Fiber Optic,82,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,85.25,855.3,0.0,100,20.2,975.5,3,Churned,1,3573,Yes
-Female,63,No,No,No,No,0,United States,California,Armona,93202,"36.315979, -119.710852",36.315979,-119.710852,"2,872",Q3,No,0,4,Offer E,Yes,43.32,Yes,Yes,Fiber Optic,20,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,85.65,321.65,0.0,10,173.28,504.93,1,Churned,1,3223,No
-Female,58,No,No,No,No,0,United States,California,Armona,93202,"36.315979, -119.710852",36.315979,-119.710852,"2,872",Q3,No,0,2,,Yes,6.65,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.4,61.05,0.0,0,13.3,74.35,5,Joined,0,5816,No
-Male,79,No,Yes,Yes,No,0,United States,California,Earlimart,93219,"35.858054, -119.305858",35.858054,-119.305858,"9,318",Q3,Yes,7,17,,Yes,46.44,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,94.8,1563.9,0.0,0,789.48,2353.38,3,Stayed,0,4831,Yes
-Female,30,No,No,No,No,0,United States,California,Earlimart,93219,"35.858054, -119.305858",35.858054,-119.305858,"9,318",Q3,No,0,3,,Yes,26.26,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.55,222.3,0.0,0,78.78,301.08,1,Churned,1,2876,No
-Male,59,No,No,Yes,No,0,United States,California,Earlimart,93219,"35.858054, -119.305858",35.858054,-119.305858,"9,318",Q3,Yes,7,71,Offer A,Yes,46.53,Yes,Yes,DSL,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,91.25,6589.6,0.0,0,3303.63,9893.23,3,Stayed,0,5529,Yes
-Male,62,No,No,No,Yes,2,United States,California,Earlimart,93219,"35.858054, -119.305858",35.858054,-119.305858,"9,318",Q3,No,0,15,Offer D,Yes,1.63,No,Yes,DSL,11,No,No,Yes,Yes,No,No,No,No,One Year,No,Credit Card,55.2,864.55,0.0,80,24.45,969.0,4,Stayed,0,3608,No
-Female,70,No,Yes,Yes,No,0,United States,California,Kettleman City,93239,"35.996923, -120.000951",35.996923,-120.000951,"1,809",Q3,Yes,9,52,,Yes,27.74,Yes,Yes,Fiber Optic,18,No,Yes,Yes,No,Yes,Yes,No,No,One Year,Yes,Bank Withdrawal,106.5,5621.85,0.0,90,1442.48,7154.33,5,Stayed,0,4499,Yes
-Female,46,No,No,No,No,0,United States,California,Kettleman City,93239,"35.996923, -120.000951",35.996923,-120.000951,"1,809",Q3,No,0,10,Offer D,Yes,3.55,No,Yes,DSL,29,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,45.25,428.7,44.9,0,35.5,419.3,5,Stayed,0,5369,No
-Male,20,Yes,No,Yes,Yes,2,United States,California,Kettleman City,93239,"35.996923, -120.000951",35.996923,-120.000951,"1,809",Q3,No,0,43,,Yes,22.83,Yes,Yes,Fiber Optic,47,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,104.3,4451.85,0.0,0,981.69,5433.54,5,Stayed,0,3927,Yes
-Male,35,No,No,No,No,0,United States,California,Kettleman City,93239,"35.996923, -120.000951",35.996923,-120.000951,"1,809",Q3,No,0,2,,Yes,27.67,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.75,44.2,0.0,0,55.34,99.54,3,Joined,0,3976,No
-Female,70,No,Yes,No,No,0,United States,California,Posey,93260,"35.861928, -118.636698",35.861928,-118.636698,266,Q3,No,0,8,Offer E,Yes,44.63,Yes,Yes,Fiber Optic,29,No,No,No,No,No,Yes,No,Yes,Two Year,No,Bank Withdrawal,85.2,695.75,0.0,0,357.04,1052.79,4,Stayed,0,2565,No
-Female,19,Yes,No,No,No,0,United States,California,Posey,93260,"35.861928, -118.636698",35.861928,-118.636698,266,Q3,No,0,2,Offer E,No,0.0,No,Yes,DSL,76,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,34.7,62.25,0.0,0,0.0,62.25,1,Churned,1,3146,No
-Female,47,No,No,No,No,0,United States,California,Posey,93260,"35.861928, -118.636698",35.861928,-118.636698,266,Q3,No,0,57,,Yes,38.94,Yes,Yes,Fiber Optic,7,No,Yes,No,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,94.7,5468.95,0.0,0,2219.58,7688.53,4,Stayed,0,4507,No
-Male,21,Yes,No,No,Yes,3,United States,California,Posey,93260,"35.861928, -118.636698",35.861928,-118.636698,266,Q3,No,0,6,Offer E,Yes,38.28,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,26.35,184.05,0.0,0,229.68,413.73,3,Stayed,0,2189,No
-Male,79,No,Yes,Yes,No,0,United States,California,Springville,93265,"36.245926, -118.693138",36.245926,-118.693138,"3,546",Q3,Yes,5,16,,Yes,35.53,No,Yes,DSL,23,Yes,Yes,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,54.55,825.1,0.0,0,568.48,1393.58,3,Stayed,0,3324,Yes
-Female,57,No,No,Yes,No,0,United States,California,Springville,93265,"36.245926, -118.693138",36.245926,-118.693138,"3,546",Q3,Yes,9,61,Offer B,Yes,1.27,No,Yes,DSL,24,No,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,73.8,4616.05,49.51,30,77.47,4674.01,4,Stayed,0,6301,Yes
-Female,35,No,No,Yes,Yes,1,United States,California,Springville,93265,"36.245926, -118.693138",36.245926,-118.693138,"3,546",Q3,Yes,3,57,,Yes,1.54,Yes,Yes,DSL,15,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,65.2,3687.85,0.0,0,87.78,3775.63,3,Stayed,0,4491,Yes
-Male,57,No,No,Yes,Yes,2,United States,California,Springville,93265,"36.245926, -118.693138",36.245926,-118.693138,"3,546",Q3,Yes,9,64,Offer B,Yes,45.35,Yes,Yes,Fiber Optic,30,No,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,90.25,5629.15,0.0,0,2902.4,8531.55,4,Stayed,0,4799,Yes
-Female,72,No,Yes,No,No,0,United States,California,Visalia,93291,"36.391777, -119.372842",36.391777,-119.372842,"36,718",Q3,No,0,39,,Yes,10.03,Yes,Yes,Fiber Optic,13,No,No,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,99.75,4036.0,0.0,0,391.17,4427.17,3,Stayed,0,3860,No
-Male,19,Yes,No,Yes,No,0,United States,California,Visalia,93291,"36.391777, -119.372842",36.391777,-119.372842,"36,718",Q3,Yes,5,72,,Yes,32.36,Yes,Yes,DSL,52,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,85.15,6316.2,0.0,0,2329.92,8646.12,3,Stayed,0,6322,Yes
-Male,24,Yes,No,Yes,Yes,1,United States,California,Visalia,93291,"36.391777, -119.372842",36.391777,-119.372842,"36,718",Q3,Yes,3,61,,No,0.0,No,Yes,DSL,76,Yes,No,Yes,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,33.6,2117.2,0.0,110,0.0,2227.2,3,Stayed,0,6495,Yes
-Female,51,No,No,No,No,0,United States,California,Visalia,93291,"36.391777, -119.372842",36.391777,-119.372842,"36,718",Q3,No,0,1,Offer E,Yes,7.99,No,Yes,Cable,11,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,48.6,48.6,0.0,0,7.99,56.59,5,Joined,0,3704,No
-Female,76,No,Yes,No,No,0,United States,California,San Luis Obispo,93405,"35.236549, -120.727344",35.236549,-120.727344,"31,982",Q3,No,0,52,,Yes,11.01,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,No,Credit Card,108.1,5839.3,0.0,0,572.52,6411.82,4,Stayed,0,4251,No
-Male,24,Yes,No,Yes,Yes,2,United States,California,San Luis Obispo,93405,"35.236549, -120.727344",35.236549,-120.727344,"31,982",Q3,Yes,8,49,Offer B,No,0.0,No,Yes,DSL,47,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,39.2,1838.15,0.0,0,0.0,1838.15,4,Stayed,0,4810,Yes
-Male,53,No,No,Yes,No,0,United States,California,San Luis Obispo,93405,"35.236549, -120.727344",35.236549,-120.727344,"31,982",Q3,Yes,5,35,,No,0.0,No,Yes,DSL,30,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,53.15,1930.9,0.0,0,0.0,1930.9,3,Stayed,0,5638,Yes
-Male,70,No,Yes,Yes,No,0,United States,California,Cambria,93428,"35.591387, -121.032256",35.591387,-121.032256,"6,526",Q3,Yes,1,72,Offer A,No,0.0,No,Yes,DSL,7,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Two Year,Yes,Credit Card,64.95,4546.0,0.0,30,0.0,4576.0,3,Stayed,0,4049,Yes
-Female,40,No,No,Yes,No,0,United States,California,Cambria,93428,"35.591387, -121.032256",35.591387,-121.032256,"6,526",Q3,Yes,2,71,Offer A,No,0.0,No,Yes,Cable,29,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,58.25,4145.9,0.0,0,0.0,4145.9,5,Stayed,0,5224,Yes
-Female,43,No,No,Yes,No,0,United States,California,Cambria,93428,"35.591387, -121.032256",35.591387,-121.032256,"6,526",Q3,Yes,1,72,Offer A,Yes,24.89,Yes,Yes,Fiber Optic,5,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,117.15,8529.5,0.0,0,1792.08,10321.58,3,Stayed,0,4743,Yes
-Female,47,No,No,Yes,No,0,United States,California,Cambria,93428,"35.591387, -121.032256",35.591387,-121.032256,"6,526",Q3,Yes,9,49,Offer B,Yes,25.1,Yes,Yes,DSL,30,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,71.8,3472.05,0.0,0,1229.9,4701.95,4,Stayed,0,6193,Yes
-Female,72,No,Yes,No,No,0,United States,California,Caliente,93518,"35.358953, -118.527064",35.358953,-118.527064,"1,022",Q3,No,0,34,,No,0.0,No,Yes,DSL,28,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,56.25,1765.95,0.0,0,0.0,1765.95,3,Stayed,0,5597,No
-Female,39,No,No,No,No,0,United States,California,Caliente,93518,"35.358953, -118.527064",35.358953,-118.527064,"1,022",Q3,No,0,1,Offer E,Yes,9.05,No,Yes,Fiber Optic,21,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.7,75.7,0.0,0,9.05,84.75,3,Churned,1,4884,No
-Female,35,No,No,No,No,0,United States,California,Caliente,93518,"35.358953, -118.527064",35.358953,-118.527064,"1,022",Q3,No,0,27,,Yes,25.21,No,Yes,DSL,9,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,56.7,1652.95,0.0,0,680.67,2333.62,3,Stayed,0,4472,No
-Male,46,No,No,No,Yes,1,United States,California,Caliente,93518,"35.358953, -118.527064",35.358953,-118.527064,"1,022",Q3,No,0,6,,Yes,27.78,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.7,111.65,0.0,0,166.68,278.33,3,Stayed,0,2276,No
-Male,73,No,Yes,No,No,0,United States,California,Olancha,93549,"36.296851, -117.865469",36.296851,-117.865469,318,Q3,No,0,9,Offer E,Yes,24.85,No,Yes,Fiber Optic,15,No,No,No,No,No,Yes,No,No,Two Year,Yes,Bank Withdrawal,79.55,718.55,0.0,10,223.65,952.2,5,Stayed,0,5811,No
-Male,23,Yes,No,No,No,0,United States,California,Olancha,93549,"36.296851, -117.865469",36.296851,-117.865469,318,Q3,No,0,1,,Yes,35.28,No,Yes,Fiber Optic,51,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,71.35,71.35,0.0,0,35.28,106.63,3,Churned,1,5730,No
-Male,45,No,No,No,No,0,United States,California,Olancha,93549,"36.296851, -117.865469",36.296851,-117.865469,318,Q3,No,0,41,Offer B,Yes,1.08,No,Yes,Fiber Optic,6,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.25,3089.1,0.0,0,44.28,3133.38,3,Stayed,0,3277,No
-Male,56,No,No,Yes,Yes,3,United States,California,Olancha,93549,"36.296851, -117.865469",36.296851,-117.865469,318,Q3,Yes,3,4,,No,0.0,No,Yes,DSL,53,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,38.55,156.1,0.0,0,0.0,156.1,4,Stayed,0,3824,Yes
-Female,79,No,Yes,Yes,Yes,1,United States,California,Randsburg,93554,"35.405722, -117.773354",35.405722,-117.773354,117,Q3,Yes,5,14,,Yes,14.39,Yes,Yes,Fiber Optic,30,No,No,No,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,95.8,1346.3,0.0,0,201.46,1547.76,3,Stayed,0,3471,Yes
-Female,37,No,No,Yes,No,0,United States,California,Randsburg,93554,"35.405722, -117.773354",35.405722,-117.773354,117,Q3,Yes,1,5,,Yes,41.57,No,Yes,Cable,27,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,88.9,454.15,0.0,0,207.85,662.0,1,Churned,1,4356,Yes
-Male,57,No,No,No,No,0,United States,California,Randsburg,93554,"35.405722, -117.773354",35.405722,-117.773354,117,Q3,No,0,26,Offer C,Yes,13.34,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.3,511.25,0.0,0,346.84,858.09,5,Stayed,0,5712,No
-Female,32,No,No,Yes,Yes,2,United States,California,Randsburg,93554,"35.405722, -117.773354",35.405722,-117.773354,117,Q3,Yes,3,36,,Yes,19.73,No,Yes,DSL,19,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,51.05,1815.0,0.0,0,710.28,2525.28,3,Stayed,0,2161,Yes
-Male,72,No,Yes,Yes,No,0,United States,California,Prather,93651,"37.007238, -119.505661",37.007238,-119.505661,"1,314",Q3,Yes,2,34,,Yes,12.98,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Two Year,No,Credit Card,71.55,2427.35,0.0,0,441.32,2868.67,3,Stayed,0,3583,Yes
-Female,45,No,No,Yes,No,0,United States,California,Prather,93651,"37.007238, -119.505661",37.007238,-119.505661,"1,314",Q3,Yes,1,53,,Yes,41.74,Yes,Yes,Fiber Optic,24,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,98.4,5149.5,0.0,0,2212.22,7361.72,2,Churned,1,6481,Yes
-Male,30,No,No,Yes,No,0,United States,California,Prather,93651,"37.007238, -119.505661",37.007238,-119.505661,"1,314",Q3,Yes,9,70,,Yes,9.28,Yes,Yes,Fiber Optic,51,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,88.0,5986.45,0.0,0,649.6,6636.05,3,Stayed,0,4867,Yes
-Male,40,No,No,Yes,Yes,2,United States,California,Prather,93651,"37.007238, -119.505661",37.007238,-119.505661,"1,314",Q3,Yes,1,58,,Yes,29.93,Yes,Yes,Fiber Optic,24,No,No,No,No,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,82.5,4828.05,0.0,0,1735.94,6563.99,3,Stayed,0,4348,Yes
-Female,78,No,Yes,Yes,No,0,United States,California,Raisin City,93652,"36.594542, -119.905245",36.594542,-119.905245,265,Q3,Yes,10,19,,Yes,19.57,Yes,Yes,Fiber Optic,27,No,No,No,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,94.95,1760.25,0.0,0,371.83,2132.08,5,Stayed,0,5316,Yes
-Female,41,No,No,Yes,No,0,United States,California,Raisin City,93652,"36.594542, -119.905245",36.594542,-119.905245,265,Q3,Yes,3,61,,Yes,27.63,Yes,Yes,Fiber Optic,29,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.35,6751.35,0.0,0,1685.43,8436.78,5,Stayed,0,5632,Yes
-Male,38,No,No,Yes,No,0,United States,California,Raisin City,93652,"36.594542, -119.905245",36.594542,-119.905245,265,Q3,Yes,8,67,,Yes,28.06,Yes,Yes,DSL,15,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,70.9,4677.1,0.0,0,1880.02,6557.12,3,Stayed,0,4361,Yes
-Male,56,No,No,Yes,No,0,United States,California,Raisin City,93652,"36.594542, -119.905245",36.594542,-119.905245,265,Q3,Yes,1,72,Offer A,Yes,29.29,Yes,Yes,DSL,30,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,82.3,5980.55,0.0,140,2108.88,8229.43,3,Stayed,0,5219,Yes
-Female,77,No,Yes,No,No,0,United States,California,Fresno,93703,"36.768774, -119.762633",36.768774,-119.762633,"31,180",Q3,No,0,35,,No,0.0,No,Yes,Cable,26,No,No,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,39.85,1434.6,0.0,0,0.0,1434.6,4,Stayed,0,2030,No
-Male,45,No,No,No,No,0,United States,California,Fresno,93703,"36.768774, -119.762633",36.768774,-119.762633,"31,180",Q3,No,0,1,Offer E,Yes,32.44,No,Yes,DSL,12,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,44.4,44.4,0.0,0,32.44,76.84,1,Churned,1,3522,No
-Female,57,No,No,Yes,Yes,3,United States,California,Fresno,93703,"36.768774, -119.762633",36.768774,-119.762633,"31,180",Q3,Yes,8,68,,Yes,7.47,Yes,Yes,DSL,29,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,78.45,5333.35,0.0,0,507.96,5841.31,5,Stayed,0,5071,Yes
-Male,54,No,No,No,No,0,United States,California,Fresno,93703,"36.768774, -119.762633",36.768774,-119.762633,"31,180",Q3,No,0,14,Offer D,Yes,18.48,Yes,Yes,DSL,21,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.5,767.55,0.0,0,258.72,1026.27,4,Stayed,0,3520,No
-Male,69,No,Yes,Yes,No,0,United States,California,Fresno,93720,"36.878709, -119.7645",36.878709,-119.7645,"45,087",Q3,No,0,71,Offer A,Yes,22.19,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.85,1901.0,0.0,0,1575.49,3476.49,5,Stayed,0,4367,Yes
-Female,28,Yes,No,No,No,0,United States,California,Fresno,93720,"36.878709, -119.7645",36.878709,-119.7645,"45,087",Q3,No,0,13,Offer D,No,0.0,No,Yes,Cable,53,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,35.1,446.1,0.0,0,0.0,446.1,3,Churned,1,3104,No
-Female,59,No,No,No,No,0,United States,California,Fresno,93720,"36.878709, -119.7645",36.878709,-119.7645,"45,087",Q3,No,0,13,,No,0.0,No,Yes,Cable,7,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.85,394.1,0.0,0,0.0,394.1,3,Stayed,0,2444,No
-Female,47,No,No,Yes,No,0,United States,California,Fresno,93720,"36.878709, -119.7645",36.878709,-119.7645,"45,087",Q3,Yes,1,38,Offer C,Yes,10.54,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.25,814.75,0.0,0,400.52,1215.27,4,Stayed,0,4411,Yes
-Male,71,No,Yes,Yes,No,0,United States,California,Fresno,93725,"36.623632, -119.741322",36.623632,-119.741322,"21,010",Q3,Yes,8,7,,Yes,41.97,No,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,89.0,605.45,0.0,0,293.79,899.24,4,Stayed,0,5711,Yes
-Female,57,No,No,No,No,0,United States,California,Fresno,93725,"36.623632, -119.741322",36.623632,-119.741322,"21,010",Q3,No,0,65,,Yes,41.74,No,Yes,Cable,17,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.85,5459.2,0.0,0,2713.1,8172.3,4,Stayed,0,5434,No
-Male,32,No,No,Yes,No,0,United States,California,Fresno,93725,"36.623632, -119.741322",36.623632,-119.741322,"21,010",Q3,Yes,1,27,Offer C,Yes,41.48,No,Yes,DSL,15,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,53.8,1389.85,0.0,0,1119.96,2509.81,4,Stayed,0,2563,Yes
-Female,40,No,No,No,No,0,United States,California,Fresno,93725,"36.623632, -119.741322",36.623632,-119.741322,"21,010",Q3,No,0,42,,Yes,8.71,No,Yes,DSL,23,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.55,2077.95,0.0,0,365.82,2443.77,5,Stayed,0,3637,No
-Female,65,No,Yes,No,No,0,United States,California,Fresno,93726,"36.793601, -119.761131",36.793601,-119.761131,"39,148",Q3,No,0,57,Offer B,No,0.0,No,Yes,DSL,26,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,55.0,3094.05,0.0,0,0.0,3094.05,4,Stayed,0,4622,No
-Male,33,No,No,Yes,No,0,United States,California,Fresno,93726,"36.793601, -119.761131",36.793601,-119.761131,"39,148",Q3,No,0,5,Offer E,Yes,25.11,Yes,Yes,Fiber Optic,26,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.3,416.3,0.0,0,125.55,541.85,2,Churned,1,3819,Yes
-Female,54,No,No,Yes,No,0,United States,California,Fresno,93726,"36.793601, -119.761131",36.793601,-119.761131,"39,148",Q3,Yes,7,12,,No,0.0,No,Yes,DSL,27,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,33.15,444.75,0.0,0,0.0,444.75,3,Stayed,0,3882,Yes
-Male,44,No,No,No,Yes,1,United States,California,Fresno,93726,"36.793601, -119.761131",36.793601,-119.761131,"39,148",Q3,No,0,41,,Yes,13.76,No,Yes,Cable,11,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Credit Card,70.2,2894.55,0.0,0,564.16,3458.71,4,Stayed,0,5365,No
-Female,78,No,Yes,No,No,0,United States,California,Salinas,93905,"36.667794, -121.601306",36.667794,-121.601306,"58,548",Q3,No,0,72,Offer A,Yes,14.94,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,117.35,8436.25,0.0,0,1075.68,9511.93,4,Stayed,0,4008,No
-Male,63,No,No,No,No,0,United States,California,Salinas,93905,"36.667794, -121.601306",36.667794,-121.601306,"58,548",Q3,No,0,52,,Yes,32.02,Yes,Yes,DSL,28,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,85.15,4461.85,0.0,0,1665.04,6126.89,3,Stayed,0,4322,No
-Male,37,No,No,Yes,Yes,2,United States,California,Salinas,93905,"36.667794, -121.601306",36.667794,-121.601306,"58,548",Q3,Yes,1,44,,Yes,34.94,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.6,926.0,0.0,0,1537.36,2463.36,5,Stayed,0,2471,Yes
-Male,45,No,No,No,No,0,United States,California,Salinas,93905,"36.667794, -121.601306",36.667794,-121.601306,"58,548",Q3,No,0,57,,Yes,19.69,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,18.8,1094.35,0.0,0,1122.33,2216.68,5,Stayed,0,6466,No
-Male,71,No,Yes,No,No,0,United States,California,Carmel,93923,"36.460611, -121.852507",36.460611,-121.852507,"13,121",Q3,No,0,2,Offer E,Yes,37.97,No,Yes,DSL,9,No,No,Yes,No,No,No,No,Yes,Two Year,No,Mailed Check,49.95,107.1,0.0,0,75.94,183.04,5,Joined,0,5251,No
-Male,58,No,No,No,No,0,United States,California,Carmel,93923,"36.460611, -121.852507",36.460611,-121.852507,"13,121",Q3,No,0,1,Offer E,Yes,1.28,No,Yes,DSL,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.8,50.8,0.0,0,1.28,52.08,1,Churned,1,3718,No
-Female,45,No,No,Yes,No,0,United States,California,Carmel,93923,"36.460611, -121.852507",36.460611,-121.852507,"13,121",Q3,Yes,9,72,,Yes,49.51,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,25.25,1841.2,0.0,0,3564.72,5405.92,3,Stayed,0,4551,Yes
-Male,49,No,No,Yes,Yes,2,United States,California,Carmel,93923,"36.460611, -121.852507",36.460611,-121.852507,"13,121",Q3,Yes,10,48,,Yes,12.57,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,111.8,5443.65,0.0,0,603.36,6047.01,3,Stayed,0,3922,Yes
-Male,78,No,Yes,No,No,0,United States,California,Burlingame,94010,"37.57028, -122.365778",37.57028,-122.365778,"40,346",Q3,No,0,12,,Yes,43.4,Yes,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,73.3,828.05,0.0,0,520.8,1348.85,4,Stayed,0,5159,No
-Female,46,No,No,No,No,0,United States,California,Burlingame,94010,"37.57028, -122.365778",37.57028,-122.365778,"40,346",Q3,No,0,9,,Yes,29.7,Yes,Yes,Fiber Optic,17,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,83.3,803.3,0.0,0,267.3,1070.6,2,Churned,1,3520,No
-Female,53,No,No,No,No,0,United States,California,Burlingame,94010,"37.57028, -122.365778",37.57028,-122.365778,"40,346",Q3,No,0,9,Offer E,Yes,1.34,No,Yes,Fiber Optic,9,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.8,809.75,0.0,0,12.06,821.81,3,Churned,1,2578,No
-Female,25,Yes,No,No,No,0,United States,California,Burlingame,94010,"37.57028, -122.365778",37.57028,-122.365778,"40,346",Q3,No,0,3,,No,0.0,No,Yes,DSL,46,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,34.8,113.95,0.0,0,0.0,113.95,4,Joined,0,2496,No
-Female,80,No,Yes,No,No,0,United States,California,Mountain View,94043,"37.419725, -122.062947",37.419725,-122.062947,"27,822",Q3,No,0,45,Offer B,Yes,18.46,Yes,Yes,Cable,3,Yes,No,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,70.05,3062.45,0.0,0,830.7,3893.15,3,Stayed,0,4223,No
-Male,55,No,No,Yes,No,0,United States,California,Mountain View,94043,"37.419725, -122.062947",37.419725,-122.062947,"27,822",Q3,Yes,6,50,Offer B,Yes,42.21,Yes,Yes,Fiber Optic,14,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.85,5017.9,0.0,0,2110.5,7128.4,2,Churned,1,5812,Yes
-Male,46,No,No,No,No,0,United States,California,Mountain View,94043,"37.419725, -122.062947",37.419725,-122.062947,"27,822",Q3,No,0,13,,Yes,3.36,Yes,Yes,Fiber Optic,15,Yes,No,No,No,Yes,Yes,Yes,No,Month-to-Month,No,Mailed Check,98.15,1230.25,0.0,40,43.68,1313.93,1,Churned,1,5525,No
-Female,42,No,No,No,No,0,United States,California,Mountain View,94043,"37.419725, -122.062947",37.419725,-122.062947,"27,822",Q3,No,0,62,Offer B,Yes,32.29,Yes,Yes,Fiber Optic,26,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,94.0,5757.2,0.0,0,2001.98,7759.18,3,Stayed,0,4778,No
-Male,67,No,Yes,No,No,0,United States,California,San Gregorio,94074,"37.331762, -122.341444",37.331762,-122.341444,291,Q3,No,0,5,Offer E,Yes,18.38,No,Yes,Fiber Optic,15,No,Yes,No,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,85.55,408.5,0.0,0,91.9,500.4,4,Stayed,0,2850,No
-Female,19,Yes,No,No,No,0,United States,California,San Gregorio,94074,"37.331762, -122.341444",37.331762,-122.341444,291,Q3,No,0,2,,Yes,27.17,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.5,27.55,0.0,0,54.34,81.89,5,Joined,0,4836,No
-Female,20,Yes,No,Yes,No,0,United States,California,San Gregorio,94074,"37.331762, -122.341444",37.331762,-122.341444,291,Q3,Yes,7,47,,Yes,11.68,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,26.9,1250.85,0.0,0,548.96,1799.81,4,Stayed,0,2382,Yes
-Female,59,No,No,No,No,0,United States,California,San Gregorio,94074,"37.331762, -122.341444",37.331762,-122.341444,291,Q3,No,0,11,Offer D,Yes,29.16,No,Yes,DSL,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.65,472.25,0.0,0,320.76,793.01,3,Stayed,0,4492,No
-Female,74,No,Yes,Yes,Yes,1,United States,California,San Francisco,94103,"37.773147, -122.411287",37.773147,-122.411287,"23,036",Q3,Yes,9,61,Offer B,Yes,39.31,Yes,Yes,DSL,10,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,65.2,3965.05,0.0,0,2397.91,6362.96,4,Stayed,0,6238,Yes
-Male,38,No,No,No,No,0,United States,California,San Francisco,94103,"37.773147, -122.411287",37.773147,-122.411287,"23,036",Q3,No,0,4,,Yes,20.76,No,Yes,DSL,30,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,56.4,234.85,0.0,0,83.04,317.89,4,Stayed,0,5344,No
-Female,22,Yes,No,No,No,0,United States,California,San Francisco,94103,"37.773147, -122.411287",37.773147,-122.411287,"23,036",Q3,No,0,38,,Yes,40.64,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.05,678.2,0.0,0,1544.32,2222.52,3,Stayed,0,4539,No
-Female,53,No,No,No,No,0,United States,California,San Francisco,94103,"37.773147, -122.411287",37.773147,-122.411287,"23,036",Q3,No,0,17,Offer D,Yes,41.78,No,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.5,1165.6,0.0,0,710.26,1875.86,3,Stayed,0,3650,No
-Male,73,No,Yes,Yes,No,0,United States,California,San Francisco,94111,"37.801776, -122.402293",37.801776,-122.402293,"3,337",Q3,Yes,8,14,,Yes,45.46,Yes,Yes,Fiber Optic,4,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,75.1,1013.35,0.0,0,636.44,1649.79,4,Stayed,0,3771,Yes
-Male,42,No,No,No,No,0,United States,California,San Francisco,94111,"37.801776, -122.402293",37.801776,-122.402293,"3,337",Q3,No,0,12,,Yes,16.59,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.05,267.0,0.0,0,199.08,466.08,3,Stayed,0,4018,No
-Female,44,No,No,Yes,Yes,3,United States,California,San Francisco,94111,"37.801776, -122.402293",37.801776,-122.402293,"3,337",Q3,Yes,5,13,,Yes,35.19,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,25.0,332.5,0.0,0,457.47,789.97,4,Stayed,0,4734,Yes
-Female,40,No,No,Yes,Yes,2,United States,California,San Francisco,94111,"37.801776, -122.402293",37.801776,-122.402293,"3,337",Q3,Yes,4,44,Offer B,Yes,24.71,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,No,Yes,Yes,No,One Year,No,Bank Withdrawal,94.4,4295.35,0.0,40,1087.24,5422.59,5,Stayed,0,5019,Yes
-Female,75,No,Yes,Yes,No,0,United States,California,San Francisco,94129,"37.797526, -122.464531",37.797526,-122.464531,"2,240",Q3,Yes,2,72,Offer A,Yes,44.89,Yes,Yes,Fiber Optic,24,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Two Year,Yes,Credit Card,115.75,8443.7,0.0,120,3232.08,11795.78,3,Stayed,0,6205,Yes
-Female,56,No,No,No,No,0,United States,California,San Francisco,94129,"37.797526, -122.464531",37.797526,-122.464531,"2,240",Q3,No,0,1,,Yes,1.17,Yes,Yes,Fiber Optic,27,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.6,94.6,0.0,0,1.17,95.77,1,Churned,1,4033,No
-Female,54,No,No,Yes,Yes,1,United States,California,San Francisco,94129,"37.797526, -122.464531",37.797526,-122.464531,"2,240",Q3,Yes,1,32,Offer C,Yes,32.43,No,Yes,Cable,19,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,76.3,2404.15,0.0,0,1037.76,3441.91,3,Stayed,0,5324,Yes
-Female,40,No,No,No,No,0,United States,California,San Francisco,94129,"37.797526, -122.464531",37.797526,-122.464531,"2,240",Q3,No,0,34,Offer C,Yes,5.32,No,Yes,DSL,23,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,79.95,2727.3,0.0,0,180.88,2908.18,4,Stayed,0,3570,No
-Female,80,No,Yes,No,No,0,United States,California,Newark,94560,"37.504133, -122.032347",37.504133,-122.032347,"42,491",Q3,No,0,32,Offer C,Yes,31.57,No,Yes,Fiber Optic,4,No,No,No,No,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,90.95,2897.95,25.55,0,1010.24,3882.64,4,Stayed,0,5936,No
-Female,23,Yes,No,No,No,0,United States,California,Newark,94560,"37.504133, -122.032347",37.504133,-122.032347,"42,491",Q3,No,0,20,Offer D,Yes,10.97,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.5,413.0,0.0,0,219.4,632.4,3,Stayed,0,5409,No
-Female,63,No,No,No,No,0,United States,California,Newark,94560,"37.504133, -122.032347",37.504133,-122.032347,"42,491",Q3,No,0,55,Offer B,Yes,27.0,No,Yes,Cable,20,No,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Mailed Check,64.75,3617.1,0.0,0,1485.0,5102.1,3,Stayed,0,4634,No
-Female,26,Yes,No,Yes,Yes,3,United States,California,Newark,94560,"37.504133, -122.032347",37.504133,-122.032347,"42,491",Q3,Yes,7,38,Offer C,Yes,49.9,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.95,756.4,0.0,0,1896.2,2652.6,4,Stayed,0,3614,Yes
-Male,79,No,Yes,Yes,No,0,United States,California,Saint Helena,94574,"38.581354, -122.296283",38.581354,-122.296283,"9,423",Q3,Yes,7,67,Offer A,Yes,42.07,No,Yes,Cable,12,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,60.95,4119.4,17.19,0,2818.69,6920.9,3,Stayed,0,5792,Yes
-Female,51,No,No,No,No,0,United States,California,Saint Helena,94574,"38.581354, -122.296283",38.581354,-122.296283,"9,423",Q3,No,0,33,,Yes,20.29,Yes,Yes,Fiber Optic,30,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,83.35,2757.85,0.0,40,669.57,3467.42,2,Churned,1,5456,No
-Female,21,Yes,No,Yes,No,0,United States,California,Saint Helena,94574,"38.581354, -122.296283",38.581354,-122.296283,"9,423",Q3,Yes,1,33,,Yes,35.31,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.5,740.3,35.05,0,1165.23,1870.48,3,Churned,1,5194,Yes
-Female,31,No,No,No,No,0,United States,California,Saint Helena,94574,"38.581354, -122.296283",38.581354,-122.296283,"9,423",Q3,No,0,58,Offer B,Yes,38.62,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.35,1423.85,0.0,0,2239.96,3663.81,3,Stayed,0,6190,No
-Female,68,No,Yes,No,No,0,United States,California,San Leandro,94579,"37.687264, -122.15728",37.687264,-122.15728,"19,815",Q3,No,0,29,Offer C,Yes,8.88,Yes,Yes,DSL,22,Yes,Yes,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,58.55,1718.95,33.1,0,257.52,1943.37,3,Stayed,0,2044,No
-Female,28,Yes,No,No,No,0,United States,California,San Leandro,94579,"37.687264, -122.15728",37.687264,-122.15728,"19,815",Q3,No,0,35,Offer C,Yes,45.14,Yes,Yes,Fiber Optic,41,No,Yes,No,Yes,No,No,Yes,No,Month-to-Month,No,Credit Card,85.3,2917.5,23.89,130,1579.9,4603.51,2,Churned,1,2455,No
-Female,40,No,No,No,No,0,United States,California,San Leandro,94579,"37.687264, -122.15728",37.687264,-122.15728,"19,815",Q3,No,0,2,Offer E,Yes,43.27,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,20.0,40.9,0.0,0,86.54,127.44,4,Joined,0,2237,No
-Female,26,Yes,No,No,No,0,United States,California,San Leandro,94579,"37.687264, -122.15728",37.687264,-122.15728,"19,815",Q3,No,0,37,,Yes,45.06,Yes,Yes,Fiber Optic,82,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,100.3,3541.4,0.0,0,1667.22,5208.62,5,Stayed,0,4040,No
-Female,73,No,Yes,No,No,0,United States,California,Oakland,94609,"37.834341, -122.26437",37.834341,-122.26437,"21,097",Q3,No,0,14,,Yes,7.34,Yes,Yes,Fiber Optic,3,No,No,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,80.35,1058.1,32.71,0,102.76,1128.15,4,Stayed,0,3276,No
-Female,64,No,No,No,No,0,United States,California,Oakland,94609,"37.834341, -122.26437",37.834341,-122.26437,"21,097",Q3,No,0,19,Offer D,Yes,32.87,Yes,Yes,Fiber Optic,17,Yes,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,95.15,1789.25,0.0,120,624.53,2533.78,3,Churned,1,5830,No
-Female,36,No,No,No,No,0,United States,California,Oakland,94609,"37.834341, -122.26437",37.834341,-122.26437,"21,097",Q3,No,0,64,Offer B,Yes,15.93,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,24.4,1601.2,0.0,0,1019.52,2620.72,5,Stayed,0,5887,No
-Male,37,No,No,No,No,0,United States,California,Oakland,94609,"37.834341, -122.26437",37.834341,-122.26437,"21,097",Q3,No,0,64,,Yes,45.82,Yes,Yes,Fiber Optic,14,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.4,6692.65,0.0,0,2932.48,9625.13,4,Stayed,0,5617,No
-Female,70,No,Yes,No,No,0,United States,California,Berkeley,94709,"37.878554, -122.26609",37.878554,-122.26609,"10,147",Q3,No,0,18,,Yes,25.7,No,Yes,Fiber Optic,23,No,No,Yes,No,No,Yes,No,No,Two Year,Yes,Bank Withdrawal,84.95,1443.65,4.76,70,462.6,1971.49,4,Stayed,0,3878,No
-Female,61,No,No,No,No,0,United States,California,Berkeley,94709,"37.878554, -122.26609",37.878554,-122.26609,"10,147",Q3,No,0,7,,Yes,40.32,Yes,Yes,Fiber Optic,18,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.65,604.7,0.0,0,282.24,886.94,1,Churned,1,4513,No
-Male,30,No,No,Yes,Yes,2,United States,California,Berkeley,94709,"37.878554, -122.26609",37.878554,-122.26609,"10,147",Q3,Yes,1,27,,Yes,13.55,Yes,Yes,Cable,59,No,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,71.6,1957.1,0.0,140,365.85,2462.95,5,Stayed,0,3773,Yes
-Female,62,No,No,Yes,Yes,3,United States,California,Berkeley,94709,"37.878554, -122.26609",37.878554,-122.26609,"10,147",Q3,Yes,9,1,,Yes,30.09,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.35,20.35,0.0,0,30.09,50.44,5,Joined,0,4836,Yes
-Male,66,No,Yes,Yes,Yes,2,United States,California,Petaluma,94952,"38.237018, -122.77872",38.237018,-122.77872,"31,930",Q3,Yes,6,24,Offer C,Yes,4.06,Yes,Yes,Fiber Optic,28,Yes,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,79.85,1857.75,0.0,0,97.44,1955.19,3,Stayed,0,3412,Yes
-Female,33,No,No,Yes,No,0,United States,California,Petaluma,94952,"38.237018, -122.77872",38.237018,-122.77872,"31,930",Q3,Yes,6,34,,Yes,40.67,No,Yes,DSL,7,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.2,1815.3,0.0,0,1382.78,3198.08,5,Stayed,0,4352,Yes
-Female,26,Yes,No,No,No,0,United States,California,Petaluma,94952,"38.237018, -122.77872",38.237018,-122.77872,"31,930",Q3,No,0,54,,Yes,11.76,Yes,Yes,Fiber Optic,52,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,95.1,5064.85,0.0,0,635.04,5699.89,3,Stayed,0,4825,No
-Male,21,Yes,No,No,No,0,United States,California,Petaluma,94952,"38.237018, -122.77872",38.237018,-122.77872,"31,930",Q3,No,0,33,,Yes,14.48,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.35,689.75,0.0,0,477.84,1167.59,3,Stayed,0,2507,No
-Male,65,No,Yes,Yes,No,0,United States,California,Petaluma,94954,"38.235021, -122.557332",38.235021,-122.557332,"35,419",Q3,Yes,9,36,Offer C,Yes,47.16,No,Yes,DSL,28,No,No,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,54.1,1992.85,1.09,0,1697.76,3689.52,3,Stayed,0,4017,Yes
-Male,32,No,No,No,No,0,United States,California,Petaluma,94954,"38.235021, -122.557332",38.235021,-122.557332,"35,419",Q3,No,0,10,Offer D,Yes,7.65,No,Yes,DSL,17,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,62.25,612.95,0.0,0,76.5,689.45,3,Stayed,0,3415,No
-Male,23,Yes,No,No,No,0,United States,California,Petaluma,94954,"38.235021, -122.557332",38.235021,-122.557332,"35,419",Q3,No,0,41,,Yes,41.21,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,25.25,996.45,0.0,0,1689.61,2686.06,4,Stayed,0,3461,No
-Female,51,No,No,No,No,0,United States,California,Petaluma,94954,"38.235021, -122.557332",38.235021,-122.557332,"35,419",Q3,No,0,41,,Yes,6.16,Yes,Yes,DSL,12,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,80.55,3263.9,0.0,0,252.56,3516.46,3,Stayed,0,4176,No
-Female,76,No,Yes,Yes,Yes,1,United States,California,San Martin,95046,"37.084697, -121.606417",37.084697,-121.606417,"5,671",Q3,Yes,7,46,Offer B,Yes,20.42,Yes,Yes,Fiber Optic,16,Yes,Yes,No,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,110.2,4972.1,0.0,0,939.32,5911.42,3,Stayed,0,4162,Yes
-Male,63,No,No,Yes,No,0,United States,California,San Martin,95046,"37.084697, -121.606417",37.084697,-121.606417,"5,671",Q3,Yes,1,25,,Yes,35.27,No,Yes,Fiber Optic,4,No,No,No,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,90.4,2178.6,0.0,140,881.75,3200.35,3,Churned,1,5801,Yes
-Male,23,Yes,No,Yes,Yes,1,United States,California,San Martin,95046,"37.084697, -121.606417",37.084697,-121.606417,"5,671",Q3,No,0,34,Offer C,Yes,5.39,Yes,Yes,Cable,52,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,77.2,2753.8,0.0,0,183.26,2937.06,5,Stayed,0,3997,Yes
-Female,31,No,No,No,Yes,3,United States,California,San Martin,95046,"37.084697, -121.606417",37.084697,-121.606417,"5,671",Q3,No,0,43,,Yes,30.64,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,25.1,1070.15,0.0,0,1317.52,2387.67,4,Stayed,0,4797,No
-Male,74,No,Yes,Yes,No,0,United States,California,Scotts Valley,95066,"37.070177, -122.010077",37.070177,-122.010077,"14,574",Q3,Yes,9,71,Offer A,No,0.0,No,Yes,DSL,19,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,46.35,3353.4,18.64,0,0.0,3334.76,4,Stayed,0,5421,Yes
-Female,24,Yes,No,Yes,No,0,United States,California,Scotts Valley,95066,"37.070177, -122.010077",37.070177,-122.010077,"14,574",Q3,Yes,3,9,,Yes,6.78,No,Yes,Fiber Optic,59,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.75,769.1,0.0,0,61.02,830.12,5,Stayed,0,4654,Yes
-Female,47,No,No,Yes,Yes,1,United States,California,Scotts Valley,95066,"37.070177, -122.010077",37.070177,-122.010077,"14,574",Q3,Yes,7,69,,Yes,38.92,Yes,Yes,Fiber Optic,16,Yes,No,Yes,No,No,No,No,No,One Year,No,Bank Withdrawal,84.45,5848.6,0.0,40,2685.48,8574.08,3,Stayed,0,5629,Yes
-Female,53,No,No,No,Yes,1,United States,California,Scotts Valley,95066,"37.070177, -122.010077",37.070177,-122.010077,"14,574",Q3,No,0,26,,Yes,16.34,Yes,Yes,DSL,19,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,49.5,1265.65,0.0,150,424.84,1840.49,5,Stayed,0,4196,No
-Male,76,No,Yes,No,No,0,United States,California,Stockton,95215,"37.946282, -121.139499",37.946282,-121.139499,"23,789",Q3,No,0,45,Offer B,Yes,15.65,Yes,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,93.9,4200.25,0.0,0,704.25,4904.5,4,Stayed,0,3960,No
-Female,62,No,No,No,No,0,United States,California,Stockton,95215,"37.946282, -121.139499",37.946282,-121.139499,"23,789",Q3,No,0,3,,Yes,20.1,Yes,Yes,DSL,29,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,60.25,170.5,0.0,70,60.3,300.8,4,Joined,0,4830,No
-Male,53,No,No,No,Yes,2,United States,California,Stockton,95215,"37.946282, -121.139499",37.946282,-121.139499,"23,789",Q3,No,0,55,Offer B,Yes,39.29,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.1,1001.5,0.0,0,2160.95,3162.45,5,Stayed,0,4391,No
-Male,48,No,No,No,No,0,United States,California,Stockton,95215,"37.946282, -121.139499",37.946282,-121.139499,"23,789",Q3,No,0,16,,Yes,24.79,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.75,294.9,0.0,0,396.64,691.54,5,Stayed,0,5433,No
-Female,79,No,Yes,Yes,No,0,United States,California,Denair,95316,"37.524721, -120.757977",37.524721,-120.757977,"5,513",Q3,Yes,2,54,Offer B,Yes,43.71,Yes,Yes,Fiber Optic,12,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,115.6,6431.05,0.0,0,2360.34,8791.39,3,Stayed,0,4337,Yes
-Female,30,No,No,Yes,No,0,United States,California,Denair,95316,"37.524721, -120.757977",37.524721,-120.757977,"5,513",Q3,Yes,2,42,Offer B,Yes,10.79,Yes,Yes,Cable,41,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.25,2203.65,28.49,0,453.18,2628.34,2,Churned,1,4873,Yes
-Female,59,No,No,Yes,No,0,United States,California,Denair,95316,"37.524721, -120.757977",37.524721,-120.757977,"5,513",Q3,Yes,1,58,Offer B,Yes,26.36,Yes,Yes,DSL,8,Yes,No,No,Yes,No,No,No,No,One Year,Yes,Bank Withdrawal,61.05,3478.75,0.0,0,1528.88,5007.63,4,Stayed,0,4411,Yes
-Female,23,Yes,No,No,No,0,United States,California,Denair,95316,"37.524721, -120.757977",37.524721,-120.757977,"5,513",Q3,No,0,41,Offer B,Yes,10.09,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,20.0,810.3,0.0,0,413.69,1223.99,4,Stayed,0,5913,No
-Male,76,No,Yes,Yes,No,0,United States,California,Hilmar,95324,"37.394536, -120.890747",37.394536,-120.890747,"7,177",Q3,Yes,10,60,Offer B,Yes,17.05,No,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,97.95,5867.0,0.0,0,1023.0,6890.0,4,Stayed,0,6150,Yes
-Female,33,No,No,No,No,0,United States,California,Hilmar,95324,"37.394536, -120.890747",37.394536,-120.890747,"7,177",Q3,No,0,47,Offer B,Yes,3.47,No,Yes,DSL,12,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,74.45,3510.3,0.0,0,163.09,3673.39,3,Stayed,0,3459,No
-Female,54,No,No,No,No,0,United States,California,Hilmar,95324,"37.394536, -120.890747",37.394536,-120.890747,"7,177",Q3,No,0,11,,Yes,9.52,No,Yes,Fiber Optic,4,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.2,999.9,0.0,0,104.72,1104.62,3,Stayed,0,2405,No
-Female,50,No,No,No,No,0,United States,California,Hilmar,95324,"37.394536, -120.890747",37.394536,-120.890747,"7,177",Q3,No,0,1,,No,0.0,No,Yes,DSL,18,No,No,No,No,No,No,No,Yes,One Year,No,Credit Card,25.85,25.85,0.0,0,0.0,25.85,3,Joined,0,4467,No
-Male,73,No,Yes,Yes,No,0,United States,California,Long Barn,95335,"38.109125, -120.078597",38.109125,-120.078597,683,Q3,Yes,4,72,Offer A,Yes,33.68,Yes,Yes,DSL,10,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,77.35,5396.25,0.0,0,2424.96,7821.21,4,Stayed,0,6202,Yes
-Male,48,No,No,Yes,No,0,United States,California,Long Barn,95335,"38.109125, -120.078597",38.109125,-120.078597,683,Q3,Yes,1,53,Offer B,Yes,15.77,No,Yes,Fiber Optic,9,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,94.25,4867.95,0.0,0,835.81,5703.76,3,Churned,1,5414,Yes
-Male,36,No,No,Yes,Yes,3,United States,California,Long Barn,95335,"38.109125, -120.078597",38.109125,-120.078597,683,Q3,Yes,5,17,,Yes,33.24,Yes,Yes,DSL,76,Yes,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,70.35,1201.65,0.0,0,565.08,1766.73,3,Stayed,0,2704,Yes
-Male,55,No,No,No,No,0,United States,California,Long Barn,95335,"38.109125, -120.078597",38.109125,-120.078597,683,Q3,No,0,2,,Yes,7.8,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.65,31.2,0.0,0,15.6,46.8,5,Joined,0,4841,No
-Male,80,No,Yes,Yes,No,0,United States,California,Patterson,95363,"37.410236, -121.320337",37.410236,-121.320337,"15,536",Q3,Yes,7,10,,Yes,25.13,No,Yes,Fiber Optic,30,Yes,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,75.3,720.45,0.0,0,251.3,971.75,4,Stayed,0,4254,Yes
-Male,20,Yes,No,Yes,No,0,United States,California,Patterson,95363,"37.410236, -121.320337",37.410236,-121.320337,"15,536",Q3,Yes,1,14,Offer D,Yes,7.26,Yes,Yes,Fiber Optic,42,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.1,1235.55,0.0,0,101.64,1337.19,1,Churned,1,2177,Yes
-Female,25,Yes,No,Yes,Yes,3,United States,California,Patterson,95363,"37.410236, -121.320337",37.410236,-121.320337,"15,536",Q3,Yes,9,62,,Yes,36.54,Yes,Yes,DSL,41,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,70.45,4300.45,0.0,0,2265.48,6565.93,5,Stayed,0,5057,Yes
-Male,29,Yes,No,Yes,Yes,3,United States,California,Patterson,95363,"37.410236, -121.320337",37.410236,-121.320337,"15,536",Q3,Yes,6,32,,Yes,36.65,No,Yes,Fiber Optic,69,Yes,Yes,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,90.8,3023.85,0.0,0,1172.8,4196.65,3,Stayed,0,2722,Yes
-Male,74,No,Yes,No,No,0,United States,California,Snelling,95369,"37.521708, -120.426843",37.521708,-120.426843,"1,158",Q3,No,0,9,,Yes,7.11,No,Yes,DSL,12,No,No,No,Yes,No,No,No,Yes,Two Year,No,Mailed Check,49.2,447.9,0.0,0,63.99,511.89,4,Stayed,0,2145,No
-Female,36,No,No,Yes,No,0,United States,California,Snelling,95369,"37.521708, -120.426843",37.521708,-120.426843,"1,158",Q3,Yes,1,16,Offer D,No,0.0,No,Yes,DSL,29,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.95,810.2,0.0,0,0.0,810.2,1,Churned,1,4840,Yes
-Female,63,No,No,Yes,No,0,United States,California,Snelling,95369,"37.521708, -120.426843",37.521708,-120.426843,"1,158",Q3,Yes,1,61,,Yes,49.33,Yes,Yes,Fiber Optic,7,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.15,6010.05,0.0,0,3009.13,9019.18,3,Churned,1,5612,Yes
-Male,62,No,No,Yes,Yes,3,United States,California,Snelling,95369,"37.521708, -120.426843",37.521708,-120.426843,"1,158",Q3,Yes,3,61,,Yes,34.54,Yes,Yes,Fiber Optic,58,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99.9,6241.35,0.0,0,2106.94,8348.29,5,Stayed,0,5641,Yes
-Female,70,No,Yes,Yes,No,0,United States,California,Healdsburg,95448,"38.618347, -122.908422",38.618347,-122.908422,"17,979",Q3,Yes,7,72,Offer A,Yes,18.15,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,105.75,7629.85,0.0,80,1306.8,9016.65,5,Stayed,0,5832,Yes
-Female,47,No,No,Yes,No,0,United States,California,Healdsburg,95448,"38.618347, -122.908422",38.618347,-122.908422,"17,979",Q3,Yes,1,28,,Yes,37.66,No,Yes,Fiber Optic,20,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,92.35,2602.9,0.0,0,1054.48,3657.38,1,Churned,1,2990,Yes
-Male,23,Yes,No,Yes,Yes,2,United States,California,Healdsburg,95448,"38.618347, -122.908422",38.618347,-122.908422,"17,979",Q3,Yes,5,63,,Yes,28.92,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.65,1574.5,0.0,0,1821.96,3396.46,4,Stayed,0,4392,Yes
-Male,56,No,No,No,No,0,United States,California,Healdsburg,95448,"38.618347, -122.908422",38.618347,-122.908422,"17,979",Q3,No,0,65,,Yes,4.9,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.75,1654.75,41.74,0,318.5,1931.51,5,Stayed,0,5707,No
-Female,80,No,Yes,No,No,0,United States,California,Occidental,95465,"38.415003, -122.998726",38.415003,-122.998726,"1,880",Q3,No,0,57,Offer B,Yes,36.89,Yes,Yes,Fiber Optic,17,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,101.3,5779.6,0.0,0,2102.73,7882.33,4,Stayed,0,4421,No
-Female,54,No,No,No,No,0,United States,California,Occidental,95465,"38.415003, -122.998726",38.415003,-122.998726,"1,880",Q3,No,0,1,,Yes,36.05,No,Yes,DSL,30,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,74.1,74.1,0.0,0,36.05,110.15,5,Joined,0,2900,No
-Male,44,No,No,Yes,No,0,United States,California,Occidental,95465,"38.415003, -122.998726",38.415003,-122.998726,"1,880",Q3,Yes,6,53,,Yes,32.94,Yes,Yes,Fiber Optic,17,No,Yes,No,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,97.75,5043.2,0.0,0,1745.82,6789.02,3,Stayed,0,4488,Yes
-Female,35,No,No,Yes,Yes,2,United States,California,Occidental,95465,"38.415003, -122.998726",38.415003,-122.998726,"1,880",Q3,Yes,1,72,,Yes,17.89,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,107.45,7658.3,0.0,0,1288.08,8946.38,4,Stayed,0,4505,Yes
-Male,80,No,Yes,No,No,0,United States,California,Yorkville,95494,"38.888351, -123.239647",38.888351,-123.239647,335,Q3,No,0,65,Offer B,Yes,18.23,No,Yes,Fiber Optic,3,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99.1,6496.15,0.0,0,1184.95,7681.1,4,Stayed,0,4574,No
-Female,62,No,No,No,No,0,United States,California,Yorkville,95494,"38.888351, -123.239647",38.888351,-123.239647,335,Q3,No,0,1,Offer E,No,0.0,No,Yes,DSL,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,35.05,35.05,0.0,0,0.0,35.05,1,Churned,1,3706,No
-Male,55,No,No,Yes,No,0,United States,California,Yorkville,95494,"38.888351, -123.239647",38.888351,-123.239647,335,Q3,Yes,7,72,,Yes,4.32,Yes,Yes,Fiber Optic,18,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,110.6,7962.2,0.0,0,311.04,8273.24,3,Stayed,0,5444,Yes
-Female,41,No,No,Yes,Yes,1,United States,California,Yorkville,95494,"38.888351, -123.239647",38.888351,-123.239647,335,Q3,Yes,4,26,,Yes,24.44,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.25,493.95,0.0,0,635.44,1129.39,5,Stayed,0,5158,Yes
-Male,73,No,Yes,Yes,No,0,United States,California,Honeydew,95545,"40.342928, -124.063329",40.342928,-124.063329,82,Q3,Yes,5,69,,Yes,49.91,Yes,Yes,Fiber Optic,13,No,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,95.35,6382.0,0.0,0,3443.79,9825.79,3,Stayed,0,6132,Yes
-Male,42,No,No,No,No,0,United States,California,Honeydew,95545,"40.342928, -124.063329",40.342928,-124.063329,82,Q3,No,0,1,Offer E,Yes,48.96,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.45,19.45,0.0,0,48.96,68.41,2,Churned,1,5687,No
-Female,50,No,No,Yes,Yes,2,United States,California,Honeydew,95545,"40.342928, -124.063329",40.342928,-124.063329,82,Q3,Yes,5,59,Offer B,Yes,47.05,Yes,Yes,Cable,24,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,90.3,5194.05,0.0,0,2775.95,7970.0,3,Stayed,0,4617,Yes
-Male,55,No,No,No,No,0,United States,California,Honeydew,95545,"40.342928, -124.063329",40.342928,-124.063329,82,Q3,No,0,62,Offer B,Yes,41.13,Yes,Yes,Cable,12,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,69.4,4237.5,0.0,0,2550.06,6787.56,3,Stayed,0,6469,No
-Female,72,No,Yes,No,No,0,United States,California,Hydesville,95547,"40.557314, -124.081662",40.557314,-124.081662,"1,201",Q3,No,0,8,,Yes,2.18,No,Yes,Fiber Optic,13,No,No,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74.05,600.15,0.0,0,17.44,617.59,3,Stayed,0,4899,No
-Female,32,No,No,Yes,No,0,United States,California,Hydesville,95547,"40.557314, -124.081662",40.557314,-124.081662,"1,201",Q3,Yes,1,62,,Yes,48.58,No,Yes,Fiber Optic,13,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.15,6283.3,0.0,0,3011.96,9295.26,1,Churned,1,4120,Yes
-Male,62,No,No,No,No,0,United States,California,Hydesville,95547,"40.557314, -124.081662",40.557314,-124.081662,"1,201",Q3,No,0,2,,Yes,32.03,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.35,33.2,0.0,0,64.06,97.26,2,Churned,1,5627,No
-Male,35,No,No,Yes,No,0,United States,California,Hydesville,95547,"40.557314, -124.081662",40.557314,-124.081662,"1,201",Q3,Yes,4,60,Offer B,Yes,43.57,No,Yes,DSL,30,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,65.85,3928.3,0.0,0,2614.2,6542.5,3,Stayed,0,4053,Yes
-Female,74,No,Yes,No,No,0,United States,California,Klamath,95548,"41.572813, -124.035011",41.572813,-124.035011,"1,215",Q3,No,0,63,Offer B,Yes,41.8,Yes,Yes,Fiber Optic,16,No,No,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,89.6,5538.8,0.0,0,2633.4,8172.2,4,Stayed,0,4438,No
-Male,52,No,No,No,No,0,United States,California,Klamath,95548,"41.572813, -124.035011",41.572813,-124.035011,"1,215",Q3,No,0,28,,Yes,35.52,Yes,Yes,Fiber Optic,26,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.5,2659.4,0.0,0,994.56,3653.96,1,Churned,1,5433,No
-Female,21,Yes,No,Yes,No,0,United States,California,Klamath,95548,"41.572813, -124.035011",41.572813,-124.035011,"1,215",Q3,Yes,9,10,Offer D,Yes,49.6,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.95,187.75,0.0,0,496.0,683.75,4,Stayed,0,3831,Yes
-Female,50,No,No,Yes,No,0,United States,California,Klamath,95548,"41.572813, -124.035011",41.572813,-124.035011,"1,215",Q3,Yes,9,70,,Yes,5.46,Yes,Yes,Fiber Optic,30,No,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,104.3,7188.5,0.0,30,382.2,7600.7,4,Stayed,0,5583,Yes
-Male,69,No,Yes,Yes,No,0,United States,California,Redway,95560,"40.142256, -123.852927",40.142256,-123.852927,"1,851",Q3,Yes,10,71,,Yes,11.35,No,Yes,DSL,24,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,71.0,5012.1,0.0,0,805.85,5817.95,3,Stayed,0,5247,Yes
-Male,25,Yes,No,No,No,0,United States,California,Redway,95560,"40.142256, -123.852927",40.142256,-123.852927,"1,851",Q3,No,0,67,Offer A,Yes,33.88,Yes,Yes,Fiber Optic,71,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,116.2,7752.3,0.0,0,2269.96,10022.26,2,Churned,1,4495,No
-Male,45,No,No,No,No,0,United States,California,Redway,95560,"40.142256, -123.852927",40.142256,-123.852927,"1,851",Q3,No,0,50,Offer B,No,0.0,No,Yes,DSL,7,Yes,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,35.4,1748.9,0.0,0,0.0,1748.9,3,Stayed,0,5052,No
-Female,49,No,No,No,No,0,United States,California,Redway,95560,"40.142256, -123.852927",40.142256,-123.852927,"1,851",Q3,No,0,35,,Yes,30.5,Yes,Yes,Fiber Optic,8,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,113.2,3914.05,0.0,0,1067.5,4981.55,4,Stayed,0,5723,No
-Male,65,No,Yes,No,No,0,United States,California,Salyer,95563,"40.89866, -123.539754",40.89866,-123.539754,660,Q3,No,0,26,Offer C,Yes,25.04,Yes,Yes,Fiber Optic,9,No,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,93.6,2404.1,0.0,0,651.04,3055.14,5,Stayed,0,4030,No
-Male,44,No,No,No,No,0,United States,California,Salyer,95563,"40.89866, -123.539754",40.89866,-123.539754,660,Q3,No,0,2,,Yes,17.25,No,Yes,Cable,3,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,45.0,96.45,0.0,30,34.5,160.95,1,Churned,1,5704,No
-Female,61,No,No,Yes,Yes,3,United States,California,Salyer,95563,"40.89866, -123.539754",40.89866,-123.539754,660,Q3,Yes,2,33,,Yes,24.27,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.1,670.35,0.0,0,800.91,1471.26,3,Stayed,0,3700,Yes
-Female,26,Yes,No,No,No,0,United States,California,Salyer,95563,"40.89866, -123.539754",40.89866,-123.539754,660,Q3,No,0,59,Offer B,Yes,1.94,Yes,Yes,DSL,73,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,79.85,4786.1,0.0,0,114.46,4900.56,3,Stayed,0,6041,No
-Male,73,No,Yes,No,No,0,United States,California,Greenwood,95635,"38.921333, -120.897718",38.921333,-120.897718,"1,140",Q3,No,0,18,Offer D,Yes,47.34,Yes,Yes,DSL,7,Yes,Yes,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,58.4,964.9,0.0,0,852.12,1817.02,4,Stayed,0,2812,No
-Male,39,No,No,No,No,0,United States,California,Greenwood,95635,"38.921333, -120.897718",38.921333,-120.897718,"1,140",Q3,No,0,5,,Yes,45.25,No,Yes,DSL,22,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,70.0,347.4,0.0,10,226.25,583.65,2,Churned,1,2673,No
-Male,30,No,No,No,No,0,United States,California,Greenwood,95635,"38.921333, -120.897718",38.921333,-120.897718,"1,140",Q3,No,0,5,,No,0.0,No,Yes,Cable,59,Yes,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,43.25,219.0,0.0,0,0.0,219.0,2,Churned,1,5824,No
-Male,41,No,No,Yes,Yes,2,United States,California,Greenwood,95635,"38.921333, -120.897718",38.921333,-120.897718,"1,140",Q3,Yes,3,68,,Yes,31.4,No,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.25,7173.15,0.0,0,2135.2,9308.35,3,Stayed,0,5795,Yes
-Female,66,No,Yes,No,No,0,United States,California,Isleton,95641,"38.154823, -121.601358",38.154823,-121.601358,"2,010",Q3,No,0,72,,Yes,31.31,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,107.4,7748.75,0.0,0,2254.32,10003.07,4,Stayed,0,5294,No
-Male,31,No,No,No,No,0,United States,California,Isleton,95641,"38.154823, -121.601358",38.154823,-121.601358,"2,010",Q3,No,0,1,,Yes,6.89,Yes,Yes,Fiber Optic,12,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,84.5,84.5,0.0,0,6.89,91.39,2,Churned,1,4340,No
-Female,39,No,No,Yes,No,0,United States,California,Isleton,95641,"38.154823, -121.601358",38.154823,-121.601358,"2,010",Q3,No,0,46,Offer B,Yes,4.6,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,24.95,1165.9,0.0,0,211.6,1377.5,3,Stayed,0,3979,Yes
-Male,25,Yes,No,No,No,0,United States,California,Isleton,95641,"38.154823, -121.601358",38.154823,-121.601358,"2,010",Q3,No,0,1,,Yes,42.96,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.25,20.25,0.0,0,42.96,63.21,5,Joined,0,4769,No
-Female,68,No,Yes,Yes,No,0,United States,California,Knights Landing,95645,"38.875508, -121.765866",38.875508,-121.765866,"1,793",Q3,Yes,10,70,,Yes,38.5,Yes,Yes,Fiber Optic,25,Yes,No,No,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,90.85,6470.1,0.0,0,2695.0,9165.1,4,Stayed,0,5129,Yes
-Female,19,Yes,No,Yes,No,0,United States,California,Knights Landing,95645,"38.875508, -121.765866",38.875508,-121.765866,"1,793",Q3,Yes,1,22,,Yes,32.11,No,Yes,Fiber Optic,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.25,1554.0,0.0,0,706.42,2260.42,1,Churned,1,2159,Yes
-Male,30,No,No,No,No,0,United States,California,Knights Landing,95645,"38.875508, -121.765866",38.875508,-121.765866,"1,793",Q3,No,0,67,Offer A,No,0.0,No,Yes,Cable,85,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,49.35,3321.35,0.0,0,0.0,3321.35,3,Stayed,0,5905,No
-Male,61,No,No,No,No,0,United States,California,Knights Landing,95645,"38.875508, -121.765866",38.875508,-121.765866,"1,793",Q3,No,0,23,Offer D,Yes,8.5,Yes,Yes,Fiber Optic,6,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,96.9,2085.45,0.0,0,195.5,2280.95,4,Stayed,0,3875,No
-Male,75,No,Yes,No,No,0,United States,California,Pilot Hill,95664,"38.803731, -121.043799",38.803731,-121.043799,"1,173",Q3,No,0,21,Offer D,Yes,24.91,Yes,Yes,Fiber Optic,17,No,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,104.35,2271.85,0.0,130,523.11,2924.96,5,Stayed,0,4934,No
-Female,41,No,No,No,No,0,United States,California,Pilot Hill,95664,"38.803731, -121.043799",38.803731,-121.043799,"1,173",Q3,No,0,3,Offer E,Yes,24.63,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.75,58.85,0.0,0,73.89,132.74,3,Churned,1,2647,No
-Female,24,Yes,No,No,No,0,United States,California,Pilot Hill,95664,"38.803731, -121.043799",38.803731,-121.043799,"1,173",Q3,No,0,4,Offer E,Yes,19.84,No,Yes,Fiber Optic,73,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,82.85,319.6,0.0,0,79.36,398.96,3,Stayed,0,3154,No
-Male,34,No,No,Yes,No,0,United States,California,Pilot Hill,95664,"38.803731, -121.043799",38.803731,-121.043799,"1,173",Q3,Yes,9,10,Offer D,Yes,21.85,No,Yes,DSL,9,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.95,568.85,0.0,0,218.5,787.35,3,Stayed,0,3519,Yes
-Male,72,No,Yes,No,No,0,United States,California,Pine Grove,95665,"38.400264, -120.641274",38.400264,-120.641274,"4,354",Q3,No,0,54,,No,0.0,No,Yes,DSL,26,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,55.45,2966.95,0.0,0,0.0,2966.95,3,Stayed,0,4521,No
-Female,62,No,No,No,No,0,United States,California,Pine Grove,95665,"38.400264, -120.641274",38.400264,-120.641274,"4,354",Q3,No,0,5,Offer E,Yes,43.51,No,Yes,Fiber Optic,17,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.4,425.9,0.0,0,217.55,643.45,2,Churned,1,3716,No
-Female,44,No,No,No,No,0,United States,California,Pine Grove,95665,"38.400264, -120.641274",38.400264,-120.641274,"4,354",Q3,No,0,24,,Yes,25.81,Yes,Yes,Fiber Optic,3,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.35,1938.05,0.0,0,619.44,2557.49,3,Stayed,0,2198,No
-Female,19,Yes,No,Yes,No,0,United States,California,Pine Grove,95665,"38.400264, -120.641274",38.400264,-120.641274,"4,354",Q3,No,0,61,,Yes,10.21,No,Yes,Fiber Optic,69,Yes,Yes,No,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,93.7,5860.7,0.0,0,622.81,6483.51,3,Stayed,0,4300,Yes
-Female,69,No,Yes,No,No,0,United States,California,Rio Linda,95673,"38.688764, -121.457596",38.688764,-121.457596,"14,010",Q3,No,0,56,,Yes,46.67,Yes,Yes,Fiber Optic,18,Yes,Yes,No,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,96.85,5219.65,0.0,0,2613.52,7833.17,3,Stayed,0,5679,No
-Female,20,Yes,No,No,No,0,United States,California,Rio Linda,95673,"38.688764, -121.457596",38.688764,-121.457596,"14,010",Q3,No,0,1,,Yes,35.01,Yes,Yes,Fiber Optic,52,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,76.0,76.0,0.0,0,35.01,111.01,1,Churned,1,2567,No
-Male,43,No,No,Yes,Yes,2,United States,California,Rio Linda,95673,"38.688764, -121.457596",38.688764,-121.457596,"14,010",Q3,Yes,1,25,,Yes,15.76,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.6,411.15,0.0,0,394.0,805.15,4,Stayed,0,2888,Yes
-Female,42,No,No,No,No,0,United States,California,Rio Linda,95673,"38.688764, -121.457596",38.688764,-121.457596,"14,010",Q3,No,0,7,,Yes,8.29,No,Yes,DSL,21,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,62.8,418.3,0.0,0,58.03,476.33,4,Stayed,0,4080,No
-Male,67,No,Yes,No,No,0,United States,California,Vacaville,95687,"38.333133, -121.920151",38.333133,-121.920151,"63,157",Q3,No,0,64,,Yes,10.07,Yes,Yes,Fiber Optic,26,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,102.1,6688.1,0.0,0,644.48,7332.58,5,Stayed,0,6100,No
-Female,58,No,No,Yes,No,0,United States,California,Vacaville,95687,"38.333133, -121.920151",38.333133,-121.920151,"63,157",Q3,Yes,1,58,Offer B,No,0.0,No,Yes,Cable,11,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,55.5,3166.9,0.0,0,0.0,3166.9,3,Stayed,0,4080,Yes
-Male,63,No,No,Yes,No,0,United States,California,Vacaville,95687,"38.333133, -121.920151",38.333133,-121.920151,"63,157",Q3,Yes,7,51,Offer B,Yes,35.0,Yes,Yes,Fiber Optic,8,Yes,Yes,No,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,96.4,4911.05,0.0,0,1785.0,6696.05,3,Stayed,0,4745,Yes
-Male,62,No,No,Yes,Yes,2,United States,California,Vacaville,95687,"38.333133, -121.920151",38.333133,-121.920151,"63,157",Q3,Yes,8,4,,Yes,3.57,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.5,96.85,0.0,0,14.28,111.13,4,Stayed,0,5390,Yes
-Female,66,No,Yes,Yes,No,0,United States,California,Twin Bridges,95735,"38.805481, -120.13287",38.805481,-120.13287,25,Q3,Yes,5,15,Offer D,Yes,37.84,No,Yes,Fiber Optic,19,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,94.65,1285.05,0.0,0,567.6,1852.65,3,Stayed,0,5868,Yes
-Male,61,No,No,No,No,0,United States,California,Twin Bridges,95735,"38.805481, -120.13287",38.805481,-120.13287,25,Q3,No,0,27,,Yes,2.69,Yes,Yes,Cable,15,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,49.0,1291.35,0.0,0,72.63,1363.98,3,Stayed,0,5428,No
-Female,21,Yes,No,No,No,0,United States,California,Twin Bridges,95735,"38.805481, -120.13287",38.805481,-120.13287,25,Q3,No,0,68,Offer A,Yes,14.86,No,Yes,Cable,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,82.45,5646.6,0.0,90,1010.48,6747.08,3,Stayed,0,5308,No
-Male,34,No,No,No,No,0,United States,California,Twin Bridges,95735,"38.805481, -120.13287",38.805481,-120.13287,25,Q3,No,0,26,,Yes,37.59,Yes,Yes,Fiber Optic,8,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,92.4,2349.8,0.0,0,977.34,3327.14,3,Stayed,0,5461,No
-Male,79,No,Yes,No,No,0,United States,California,Granite Bay,95746,"38.749466, -121.184196",38.749466,-121.184196,"20,675",Q3,No,0,64,,Yes,4.99,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.05,1198.05,0.0,0,319.36,1517.41,4,Stayed,0,4309,No
-Female,74,No,Yes,Yes,No,0,United States,California,Granite Bay,95746,"38.749466, -121.184196",38.749466,-121.184196,"20,675",Q3,No,0,36,Offer C,Yes,11.32,Yes,Yes,Fiber Optic,16,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,91.95,3301.05,17.76,0,407.52,3690.81,5,Stayed,0,3273,Yes
-Female,35,No,No,No,No,0,United States,California,Granite Bay,95746,"38.749466, -121.184196",38.749466,-121.184196,"20,675",Q3,No,0,1,,No,0.0,No,Yes,Cable,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,25.1,25.1,0.0,0,0.0,25.1,1,Churned,1,4769,No
-Male,26,Yes,No,Yes,No,0,United States,California,Granite Bay,95746,"38.749466, -121.184196",38.749466,-121.184196,"20,675",Q3,Yes,5,8,Offer E,Yes,48.39,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.9,153.95,0.0,0,387.12,541.07,5,Stayed,0,3152,Yes
-Male,67,No,Yes,No,No,0,United States,California,Sacramento,95826,"38.542532, -121.378826",38.542532,-121.378826,"38,818",Q3,No,0,34,Offer C,Yes,13.56,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Two Year,No,Credit Card,69.15,2275.1,0.0,0,461.04,2736.14,3,Stayed,0,4478,No
-Male,53,No,No,No,No,0,United States,California,Sacramento,95826,"38.542532, -121.378826",38.542532,-121.378826,"38,818",Q3,No,0,1,,Yes,15.91,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.55,20.55,0.0,0,15.91,36.46,2,Churned,1,5636,No
-Female,28,Yes,No,No,No,0,United States,California,Sacramento,95826,"38.542532, -121.378826",38.542532,-121.378826,"38,818",Q3,No,0,1,,Yes,5.02,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.1,19.1,0.0,0,5.02,24.12,5,Joined,0,3313,No
-Male,43,No,No,Yes,Yes,1,United States,California,Sacramento,95826,"38.542532, -121.378826",38.542532,-121.378826,"38,818",Q3,Yes,9,40,,Yes,27.95,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.25,1006.9,44.51,0,1118.0,2080.39,5,Stayed,0,3217,Yes
-Female,68,No,Yes,Yes,No,0,United States,California,Challenge,95925,"39.461768, -121.195825",39.461768,-121.195825,262,Q3,Yes,4,31,Offer C,Yes,5.3,Yes,Yes,Fiber Optic,3,No,No,No,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.85,2633.4,0.0,0,164.3,2797.7,3,Stayed,0,5603,Yes
-Female,47,No,No,No,No,0,United States,California,Challenge,95925,"39.461768, -121.195825",39.461768,-121.195825,262,Q3,No,0,2,Offer E,Yes,42.55,No,Yes,DSL,30,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.05,102.75,0.0,0,85.1,187.85,1,Churned,1,5855,No
-Female,37,No,No,No,No,0,United States,California,Challenge,95925,"39.461768, -121.195825",39.461768,-121.195825,262,Q3,No,0,1,,Yes,26.41,No,Yes,Cable,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.3,45.3,0.0,0,26.41,71.71,1,Churned,1,2293,No
-Female,44,No,No,Yes,Yes,3,United States,California,Challenge,95925,"39.461768, -121.195825",39.461768,-121.195825,262,Q3,Yes,1,67,Offer A,Yes,46.9,No,Yes,Cable,28,No,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,50.55,3431.75,0.0,0,3142.3,6574.05,5,Stayed,0,5122,Yes
-Female,80,No,Yes,No,No,0,United States,California,Dunnigan,95937,"38.931425, -121.946081",38.931425,-121.946081,19,Q3,No,0,36,Offer C,Yes,41.57,Yes,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74.9,2659.45,0.0,0,1496.52,4155.97,3,Stayed,0,5041,No
-Female,44,No,No,Yes,No,0,United States,California,Dunnigan,95937,"38.931425, -121.946081",38.931425,-121.946081,19,Q3,Yes,1,8,Offer E,Yes,46.13,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.75,145.0,0.0,0,369.04,514.04,3,Churned,1,2247,Yes
-Female,45,No,No,Yes,No,0,United States,California,Dunnigan,95937,"38.931425, -121.946081",38.931425,-121.946081,19,Q3,Yes,1,5,,Yes,9.23,No,Yes,Fiber Optic,25,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,99.15,465.05,0.0,0,46.15,511.2,2,Churned,1,2283,Yes
-Female,36,No,No,Yes,Yes,3,United States,California,Dunnigan,95937,"38.931425, -121.946081",38.931425,-121.946081,19,Q3,Yes,1,27,,Yes,2.4,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.9,550.1,0.0,0,64.8,614.9,5,Stayed,0,4870,Yes
-Male,77,No,Yes,Yes,No,0,United States,California,North San Juan,95960,"39.423046, -120.984472",39.423046,-120.984472,565,Q3,Yes,5,64,,Yes,14.87,No,Yes,Fiber Optic,16,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,80.3,5017.7,0.0,0,951.68,5969.38,3,Stayed,0,4270,Yes
-Female,48,No,No,No,Yes,1,United States,California,North San Juan,95960,"39.423046, -120.984472",39.423046,-120.984472,565,Q3,No,0,63,,Yes,24.32,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.5,1215.1,0.0,0,1532.16,2747.26,5,Stayed,0,4370,No
-Male,39,No,No,Yes,No,0,United States,California,North San Juan,95960,"39.423046, -120.984472",39.423046,-120.984472,565,Q3,Yes,4,14,Offer D,Yes,21.34,No,Yes,DSL,24,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,48.8,664.4,0.0,0,298.76,963.16,5,Stayed,0,2168,Yes
-Male,48,No,No,Yes,Yes,2,United States,California,North San Juan,95960,"39.423046, -120.984472",39.423046,-120.984472,565,Q3,Yes,1,8,Offer E,Yes,6.78,No,Yes,DSL,24,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,43.45,345.5,0.0,0,54.24,399.74,3,Stayed,0,4184,Yes
-Male,75,No,Yes,Yes,No,0,United States,California,Palermo,95968,"39.435756, -121.552071",39.435756,-121.552071,"1,254",Q3,Yes,7,72,,Yes,11.23,Yes,Yes,Fiber Optic,20,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,97.25,7133.1,0.0,0,808.56,7941.66,5,Stayed,0,6156,Yes
-Male,55,No,No,No,No,0,United States,California,Palermo,95968,"39.435756, -121.552071",39.435756,-121.552071,"1,254",Q3,No,0,25,,Yes,5.27,No,Yes,Fiber Optic,4,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.9,2448.75,0.0,0,131.75,2580.5,1,Churned,1,2241,No
-Female,28,Yes,No,Yes,No,0,United States,California,Palermo,95968,"39.435756, -121.552071",39.435756,-121.552071,"1,254",Q3,Yes,5,3,,Yes,41.9,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.6,55.25,0.0,0,125.7,180.95,3,Joined,0,2941,Yes
-Male,35,No,No,Yes,Yes,2,United States,California,Palermo,95968,"39.435756, -121.552071",39.435756,-121.552071,"1,254",Q3,Yes,1,53,Offer B,Yes,37.57,Yes,Yes,DSL,15,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,64.15,3491.55,0.0,0,1991.21,5482.76,3,Stayed,0,5570,Yes
-Female,73,No,Yes,No,No,0,United States,California,Willows,95988,"39.493991, -122.286363",39.493991,-122.286363,"8,812",Q3,No,0,43,,No,0.0,No,Yes,DSL,18,Yes,Yes,No,No,No,No,No,No,Two Year,Yes,Credit Card,33.45,1500.25,0.0,40,0.0,1540.25,3,Stayed,0,4757,No
-Female,48,No,No,No,No,0,United States,California,Willows,95988,"39.493991, -122.286363",39.493991,-122.286363,"8,812",Q3,No,0,8,,Yes,37.79,No,Yes,Cable,25,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,49.85,365.55,13.01,10,302.32,664.86,3,Churned,1,2269,No
-Male,64,No,No,Yes,No,0,United States,California,Willows,95988,"39.493991, -122.286363",39.493991,-122.286363,"8,812",Q3,Yes,4,69,Offer A,Yes,44.33,No,Yes,Cable,18,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,75.75,5388.15,0.0,0,3058.77,8446.92,4,Stayed,0,5839,Yes
-Male,32,No,No,Yes,No,0,United States,California,Willows,95988,"39.493991, -122.286363",39.493991,-122.286363,"8,812",Q3,Yes,4,24,,Yes,27.38,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.75,483.15,16.56,0,657.12,1123.71,3,Stayed,0,3455,Yes
-Male,67,No,Yes,No,No,0,United States,California,Burney,96013,"40.946785, -121.719489",40.946785,-121.719489,"4,552",Q3,No,0,69,,Yes,20.62,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.3,1356.3,0.0,0,1422.78,2779.08,3,Stayed,0,4042,No
-Male,47,No,No,Yes,No,0,United States,California,Burney,96013,"40.946785, -121.719489",40.946785,-121.719489,"4,552",Q3,Yes,1,54,,Yes,35.46,Yes,Yes,Fiber Optic,23,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.3,5278.15,11.45,0,1914.84,7181.54,1,Churned,1,4019,Yes
-Male,33,No,No,No,No,0,United States,California,Burney,96013,"40.946785, -121.719489",40.946785,-121.719489,"4,552",Q3,No,0,3,Offer E,Yes,49.76,No,Yes,Fiber Optic,3,No,No,No,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,79.25,267.6,0.0,10,149.28,426.88,2,Churned,1,4183,No
-Male,26,Yes,No,Yes,Yes,3,United States,California,Burney,96013,"40.946785, -121.719489",40.946785,-121.719489,"4,552",Q3,No,0,25,Offer C,Yes,11.79,No,Yes,Fiber Optic,59,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,85.9,2199.05,0.0,0,294.75,2493.8,3,Stayed,0,3153,Yes
-Male,73,No,Yes,Yes,No,0,United States,California,Corning,96021,"39.913777, -122.289984",39.913777,-122.289984,"13,840",Q3,Yes,1,63,,Yes,37.12,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,108.5,6991.9,0.0,0,2338.56,9330.46,4,Stayed,0,6453,Yes
-Female,44,No,No,Yes,No,0,United States,California,Corning,96021,"39.913777, -122.289984",39.913777,-122.289984,"13,840",Q3,Yes,1,53,,Yes,30.09,No,Yes,Fiber Optic,11,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.1,5769.75,0.0,0,1594.77,7364.52,3,Churned,1,4471,Yes
-Female,62,No,No,No,No,0,United States,California,Corning,96021,"39.913777, -122.289984",39.913777,-122.289984,"13,840",Q3,No,0,5,,Yes,41.93,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.65,92.05,0.0,0,209.65,301.7,3,Stayed,0,2878,No
-Female,37,No,No,Yes,Yes,1,United States,California,Corning,96021,"39.913777, -122.289984",39.913777,-122.289984,"13,840",Q3,Yes,6,63,Offer B,Yes,25.32,No,Yes,DSL,11,Yes,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,50.65,3221.25,37.04,0,1595.16,4779.37,3,Stayed,0,4847,Yes
-Female,65,No,Yes,Yes,No,0,United States,California,Dorris,96023,"41.949216, -122.050062",41.949216,-122.050062,"1,162",Q3,Yes,10,48,,Yes,34.43,No,Yes,DSL,2,No,Yes,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,58.95,2789.7,0.0,0,1652.64,4442.34,3,Stayed,0,4815,Yes
-Female,49,No,No,No,No,0,United States,California,Dorris,96023,"41.949216, -122.050062",41.949216,-122.050062,"1,162",Q3,No,0,1,Offer E,Yes,16.15,Yes,Yes,Fiber Optic,12,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.85,93.85,0.0,0,16.15,110.0,3,Churned,1,3014,No
-Male,54,No,No,No,No,0,United States,California,Dorris,96023,"41.949216, -122.050062",41.949216,-122.050062,"1,162",Q3,No,0,12,Offer D,Yes,45.8,Yes,Yes,DSL,4,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,67.25,832.3,0.0,0,549.6,1381.9,3,Stayed,0,4334,No
-Male,22,Yes,No,Yes,Yes,2,United States,California,Dorris,96023,"41.949216, -122.050062",41.949216,-122.050062,"1,162",Q3,Yes,6,15,Offer D,Yes,24.36,Yes,Yes,DSL,59,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.65,867.1,32.65,0,365.4,1199.85,4,Stayed,0,3974,Yes
-Female,65,No,Yes,No,No,0,United States,California,Igo,96047,"40.524535, -122.647172",40.524535,-122.647172,911,Q3,No,0,46,,Yes,16.04,Yes,Yes,DSL,26,No,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,69.1,3255.35,0.0,0,737.84,3993.19,3,Stayed,0,3856,No
-Male,62,No,No,No,No,0,United States,California,Igo,96047,"40.524535, -122.647172",40.524535,-122.647172,911,Q3,No,0,66,Offer A,Yes,25.82,No,Yes,Cable,26,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,99.5,6710.5,0.0,0,1704.12,8414.62,2,Churned,1,4001,No
-Male,49,No,No,Yes,Yes,2,United States,California,Igo,96047,"40.524535, -122.647172",40.524535,-122.647172,911,Q3,Yes,5,12,Offer D,Yes,17.27,No,Yes,Cable,29,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,56.3,628.65,0.0,0,207.24,835.89,3,Stayed,0,2047,Yes
-Female,33,No,No,No,No,0,United States,California,Igo,96047,"40.524535, -122.647172",40.524535,-122.647172,911,Q3,No,0,25,,Yes,1.22,No,Yes,DSL,10,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,65.8,1679.65,29.29,0,30.5,1680.86,5,Stayed,0,3962,No
-Male,72,No,Yes,Yes,No,0,United States,California,Montgomery Creek,96065,"40.877552, -121.885884",40.877552,-121.885884,431,Q3,Yes,2,57,,Yes,48.16,Yes,Yes,DSL,10,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,71.1,4140.1,0.0,0,2745.12,6885.22,5,Stayed,0,5462,Yes
-Female,31,No,No,Yes,Yes,3,United States,California,Montgomery Creek,96065,"40.877552, -121.885884",40.877552,-121.885884,431,Q3,No,0,63,Offer B,Yes,41.84,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.35,1263.85,0.0,0,2635.92,3899.77,4,Stayed,0,4566,Yes
-Male,19,Yes,No,No,Yes,1,United States,California,Montgomery Creek,96065,"40.877552, -121.885884",40.877552,-121.885884,431,Q3,No,0,5,Offer E,Yes,29.15,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.45,106.9,0.0,0,145.75,252.65,3,Stayed,0,3353,No
-Male,60,No,No,No,No,0,United States,California,Montgomery Creek,96065,"40.877552, -121.885884",40.877552,-121.885884,431,Q3,No,0,24,,Yes,33.97,No,Yes,DSL,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,51.15,1275.7,0.0,0,815.28,2090.98,3,Stayed,0,5796,No
-Female,70,No,Yes,Yes,No,0,United States,California,Mount Shasta,96067,"41.33832, -122.290756",41.33832,-122.290756,"7,309",Q3,Yes,4,44,,Yes,44.44,No,Yes,Fiber Optic,6,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,85.15,3670.5,0.0,0,1955.36,5625.86,4,Stayed,0,2672,Yes
-Male,79,No,Yes,Yes,No,0,United States,California,Mount Shasta,96067,"41.33832, -122.290756",41.33832,-122.290756,"7,309",Q3,Yes,9,68,,No,0.0,No,Yes,Cable,28,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,41.95,2965.75,0.0,0,0.0,2965.75,3,Stayed,0,5607,Yes
-Male,24,Yes,No,No,No,0,United States,California,Mount Shasta,96067,"41.33832, -122.290756",41.33832,-122.290756,"7,309",Q3,No,0,17,,Yes,34.02,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,21.1,385.55,0.0,0,578.34,963.89,3,Stayed,0,2842,No
-Female,19,Yes,No,No,No,0,United States,California,Mount Shasta,96067,"41.33832, -122.290756",41.33832,-122.290756,"7,309",Q3,No,0,19,,No,0.0,No,Yes,DSL,59,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,39.7,710.05,0.0,110,0.0,820.05,5,Stayed,0,4034,No
-Male,77,No,Yes,Yes,No,0,United States,California,Vina,96092,"39.955164, -122.018567",39.955164,-122.018567,439,Q3,Yes,7,72,,Yes,5.51,No,Yes,Fiber Optic,2,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,84.8,6141.65,0.0,0,396.72,6538.37,4,Stayed,0,4240,Yes
-Male,39,No,No,Yes,No,0,United States,California,Vina,96092,"39.955164, -122.018567",39.955164,-122.018567,439,Q3,Yes,1,15,Offer D,Yes,34.63,Yes,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,1107.25,0.0,0,519.45,1626.7,2,Churned,1,2510,Yes
-Female,52,No,No,No,No,0,United States,California,Vina,96092,"39.955164, -122.018567",39.955164,-122.018567,439,Q3,No,0,6,Offer E,Yes,30.54,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,70.55,433.95,0.0,0,183.24,617.19,3,Stayed,0,4059,No
-Male,65,No,Yes,Yes,No,0,United States,California,Likely,96116,"41.266008, -120.490731",41.266008,-120.490731,277,Q3,Yes,1,63,,Yes,40.65,No,Yes,DSL,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,84.0,5329.55,0.0,0,2560.95,7890.5,3,Stayed,0,5688,Yes
-Female,68,No,Yes,No,No,0,United States,California,Likely,96116,"41.266008, -120.490731",41.266008,-120.490731,277,Q3,No,0,54,Offer B,Yes,45.43,Yes,Yes,Cable,2,No,Yes,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,72.1,3886.05,0.0,0,2453.22,6339.27,5,Stayed,0,4277,No
-Male,54,No,No,Yes,Yes,2,United States,California,Likely,96116,"41.266008, -120.490731",41.266008,-120.490731,277,Q3,Yes,7,13,,Yes,4.26,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.0,218.55,0.0,0,55.38,273.93,3,Stayed,0,5651,Yes
-Male,79,No,Yes,Yes,No,0,United States,California,Portola,96122,"39.786755, -120.445626",39.786755,-120.445626,"4,236",Q3,Yes,5,45,,Yes,44.91,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,24.7,1174.35,0.0,0,2020.95,3195.3,4,Stayed,0,5644,Yes
-Male,78,No,Yes,No,No,0,United States,California,Portola,96122,"39.786755, -120.445626",39.786755,-120.445626,"4,236",Q3,No,0,64,Offer B,Yes,19.2,Yes,Yes,Fiber Optic,18,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.5,6548.65,0.0,0,1228.8,7777.45,3,Stayed,0,5125,No
-Female,24,Yes,No,Yes,Yes,2,United States,California,Portola,96122,"39.786755, -120.445626",39.786755,-120.445626,"4,236",Q3,Yes,5,69,,Yes,23.47,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.35,1442.65,0.0,0,1619.43,3062.08,3,Stayed,0,5188,Yes
-Female,71,No,Yes,No,No,0,United States,California,Ravendale,96123,"40.845738, -120.322219",40.845738,-120.322219,61,Q3,No,0,45,,Yes,12.67,Yes,Yes,Fiber Optic,4,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,97.05,4385.05,0.0,0,570.15,4955.2,3,Stayed,0,4735,No
-Male,59,No,No,No,No,0,United States,California,Ravendale,96123,"40.845738, -120.322219",40.845738,-120.322219,61,Q3,No,0,40,,Yes,17.83,Yes,Yes,Fiber Optic,27,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.9,3369.05,0.0,0,713.2,4082.25,4,Stayed,0,2904,No
-Female,61,No,No,Yes,Yes,3,United States,California,Ravendale,96123,"40.845738, -120.322219",40.845738,-120.322219,61,Q3,No,0,23,,Yes,7.11,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,23.85,625.65,0.0,0,163.53,789.18,5,Stayed,0,5945,Yes
-Male,70,No,Yes,No,No,0,United States,California,Standish,96128,"40.346634, -120.386422",40.346634,-120.386422,408,Q3,No,0,16,Offer D,Yes,22.02,Yes,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74.45,1261.35,0.0,0,352.32,1613.67,5,Stayed,0,5111,No
-Female,25,Yes,No,No,No,0,United States,California,Standish,96128,"40.346634, -120.386422",40.346634,-120.386422,408,Q3,No,0,48,,Yes,13.67,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,24.35,1133.7,0.0,0,656.16,1789.86,5,Stayed,0,4200,No
-Female,56,No,No,Yes,Yes,3,United States,California,Standish,96128,"40.346634, -120.386422",40.346634,-120.386422,408,Q3,Yes,6,13,,Yes,27.62,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.85,272.35,0.0,0,359.06,631.41,4,Stayed,0,3163,Yes
-Male,47,No,No,No,No,0,United States,California,Standish,96128,"40.346634, -120.386422",40.346634,-120.386422,408,Q3,No,0,26,Offer C,Yes,3.26,No,Yes,DSL,6,No,No,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,59.45,1507.0,0.0,0,84.76,1591.76,4,Stayed,0,2074,No
-Male,73,No,Yes,Yes,No,0,United States,California,Tahoe City,96145,"39.178337, -120.162806",39.178337,-120.162806,"4,002",Q3,Yes,7,29,Offer C,Yes,36.75,Yes,Yes,Fiber Optic,12,No,No,No,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.3,2357.75,0.0,0,1065.75,3423.5,3,Stayed,0,2217,Yes
-Male,39,No,No,No,No,0,United States,California,Tahoe City,96145,"39.178337, -120.162806",39.178337,-120.162806,"4,002",Q3,No,0,68,,Yes,32.67,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,117.2,8035.95,0.0,0,2221.56,10257.51,3,Stayed,0,4629,No
-Male,48,No,No,Yes,No,0,United States,California,Tahoe City,96145,"39.178337, -120.162806",39.178337,-120.162806,"4,002",Q3,Yes,3,14,,Yes,22.14,Yes,Yes,DSL,11,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,66.6,979.5,0.0,0,309.96,1289.46,3,Stayed,0,3516,Yes
-Female,65,No,Yes,Yes,Yes,1,United States,California,Los Angeles,90014,"34.043144, -118.251977",34.043144,-118.251977,"3,524",Q3,Yes,4,68,,No,0.0,No,Yes,DSL,23,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,53.0,3656.25,0.0,0,0.0,3656.25,4,Stayed,0,5583,Yes
-Female,57,No,No,No,No,0,United States,California,Los Angeles,90014,"34.043144, -118.251977",34.043144,-118.251977,"3,524",Q3,No,0,46,,Yes,6.18,Yes,Yes,Cable,8,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,96.05,4399.5,0.0,80,284.28,4763.78,2,Churned,1,2712,No
-Male,39,No,No,Yes,No,0,United States,California,Los Angeles,90014,"34.043144, -118.251977",34.043144,-118.251977,"3,524",Q3,Yes,7,58,Offer B,Yes,5.69,Yes,Yes,Fiber Optic,10,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,100.35,5681.1,0.0,0,330.02,6011.12,3,Stayed,0,6432,Yes
-Female,34,No,No,Yes,No,0,United States,California,Los Angeles,90014,"34.043144, -118.251977",34.043144,-118.251977,"3,524",Q3,Yes,10,26,,No,0.0,No,Yes,Cable,28,Yes,Yes,Yes,No,Yes,No,No,No,One Year,No,Bank Withdrawal,47.85,1190.5,0.0,80,0.0,1270.5,4,Stayed,0,4362,Yes
-Male,79,No,Yes,Yes,No,0,United States,California,Los Angeles,90019,"34.049841, -118.33846",34.049841,-118.33846,"67,520",Q3,Yes,8,13,Offer D,Yes,48.15,Yes,Yes,Fiber Optic,6,Yes,Yes,No,No,No,Yes,Yes,Yes,Two Year,No,Credit Card,93.8,1261.0,0.0,0,625.95,1886.95,4,Stayed,0,5870,Yes
-Male,61,No,No,No,No,0,United States,California,Los Angeles,90019,"34.049841, -118.33846",34.049841,-118.33846,"67,520",Q3,No,0,71,,Yes,14.67,Yes,Yes,Fiber Optic,7,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,106.7,7382.25,0.0,0,1041.57,8423.82,3,Stayed,0,4479,No
-Female,21,Yes,No,No,No,0,United States,California,Los Angeles,90019,"34.049841, -118.33846",34.049841,-118.33846,"67,520",Q3,No,0,8,Offer E,Yes,1.28,Yes,Yes,Fiber Optic,42,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.6,548.9,0.0,0,10.24,559.14,5,Stayed,0,2142,No
-Female,40,No,No,Yes,No,0,United States,California,Los Angeles,90019,"34.049841, -118.33846",34.049841,-118.33846,"67,520",Q3,Yes,9,64,,Yes,49.39,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.55,1714.95,0.0,0,3160.96,4875.91,4,Stayed,0,4312,Yes
-Female,69,No,Yes,Yes,No,0,United States,California,Los Angeles,90026,"34.078991, -118.263804",34.078991,-118.263804,"73,686",Q3,Yes,5,22,Offer D,Yes,15.27,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,25.6,548.8,0.0,0,335.94,884.74,4,Stayed,0,2628,Yes
-Female,19,Yes,No,Yes,No,0,United States,California,Los Angeles,90026,"34.078991, -118.263804",34.078991,-118.263804,"73,686",Q3,Yes,1,34,,Yes,41.32,Yes,Yes,Cable,71,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,62.65,2274.9,0.0,0,1404.88,3679.78,1,Churned,1,3918,Yes
-Male,42,No,No,Yes,Yes,2,United States,California,Los Angeles,90026,"34.078991, -118.263804",34.078991,-118.263804,"73,686",Q3,Yes,3,49,Offer B,Yes,5.29,No,Yes,Cable,30,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,59.6,2970.3,0.0,0,259.21,3229.51,3,Stayed,0,4986,Yes
-Female,27,Yes,No,No,No,0,United States,California,Los Angeles,90026,"34.078991, -118.263804",34.078991,-118.263804,"73,686",Q3,No,0,4,Offer E,Yes,6.5,Yes,Yes,Fiber Optic,73,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.15,319.85,0.0,0,26.0,345.85,3,Stayed,0,2841,No
-Female,20,Yes,No,No,No,0,United States,California,Los Angeles,90026,"34.078991, -118.263804",34.078991,-118.263804,"73,686",Q3,No,0,1,,Yes,10.05,No,Yes,Fiber Optic,51,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.25,70.25,0.0,10,10.05,90.3,4,Joined,0,4063,No
-Male,73,No,Yes,Yes,No,0,United States,California,Los Angeles,90068,"34.137411, -118.328915",34.137411,-118.328915,"21,728",Q3,Yes,10,71,,No,0.0,No,Yes,Cable,28,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,52.3,3765.05,0.0,40,0.0,3805.05,5,Stayed,0,5491,Yes
-Female,76,No,Yes,Yes,No,0,United States,California,Los Angeles,90068,"34.137411, -118.328915",34.137411,-118.328915,"21,728",Q3,Yes,5,27,Offer C,Yes,3.43,Yes,Yes,DSL,21,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,83.85,2310.2,0.0,0,92.61,2402.81,5,Stayed,0,5907,Yes
-Female,19,Yes,No,No,No,0,United States,California,Los Angeles,90068,"34.137411, -118.328915",34.137411,-118.328915,"21,728",Q3,No,0,1,,Yes,44.36,No,Yes,DSL,58,Yes,Yes,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,54.9,54.9,0.0,0,44.36,99.26,1,Churned,1,2833,No
-Female,61,No,No,Yes,No,0,United States,California,Los Angeles,90068,"34.137411, -118.328915",34.137411,-118.328915,"21,728",Q3,Yes,10,34,,Yes,25.21,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.95,894.3,0.0,0,857.14,1751.44,3,Stayed,0,5408,Yes
-Female,21,Yes,No,No,No,0,United States,California,Los Angeles,90068,"34.137411, -118.328915",34.137411,-118.328915,"21,728",Q3,No,0,5,Offer E,Yes,29.74,Yes,Yes,Fiber Optic,42,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,82.75,417.75,0.0,0,148.7,566.45,4,Stayed,0,5269,No
-Male,65,No,Yes,No,No,0,United States,California,Beverly Hills,90210,"34.099891, -118.414338",34.099891,-118.414338,"21,397",Q3,No,0,14,,Yes,37.62,Yes,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.6,1273.3,0.0,0,526.68,1799.98,3,Stayed,0,3502,No
-Female,43,No,No,Yes,No,0,United States,California,Beverly Hills,90210,"34.099891, -118.414338",34.099891,-118.414338,"21,397",Q3,Yes,2,18,Offer D,Yes,44.97,No,Yes,Cable,7,No,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,54.4,957.1,0.0,0,809.46,1766.56,5,Stayed,0,4948,Yes
-Female,61,No,No,Yes,Yes,1,United States,California,Beverly Hills,90210,"34.099891, -118.414338",34.099891,-118.414338,"21,397",Q3,Yes,9,46,,Yes,47.5,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.4,967.85,0.0,0,2185.0,3152.85,4,Stayed,0,2320,Yes
-Male,34,No,No,No,No,0,United States,California,Beverly Hills,90210,"34.099891, -118.414338",34.099891,-118.414338,"21,397",Q3,No,0,52,,Yes,6.8,Yes,Yes,DSL,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,89.25,4652.4,0.0,0,353.6,5006.0,3,Stayed,0,4624,No
-Female,32,No,No,Yes,No,0,United States,California,Beverly Hills,90210,"34.099891, -118.414338",34.099891,-118.414338,"21,397",Q3,Yes,10,59,Offer B,Yes,45.75,No,Yes,Fiber Optic,11,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,100.05,6034.85,0.0,0,2699.25,8734.1,3,Stayed,0,4521,Yes
-Female,68,No,Yes,Yes,No,0,United States,California,South Gate,90280,"33.944624, -118.192615",33.944624,-118.192615,"96,267",Q3,Yes,1,54,,Yes,22.05,No,Yes,Fiber Optic,17,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99.1,5437.1,0.0,0,1190.7,6627.8,5,Stayed,0,4118,Yes
-Male,57,No,No,Yes,No,0,United States,California,South Gate,90280,"33.944624, -118.192615",33.944624,-118.192615,"96,267",Q3,No,0,66,Offer A,Yes,6.22,Yes,Yes,DSL,26,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,84.0,5714.25,0.0,0,410.52,6124.77,4,Stayed,0,5825,Yes
-Female,45,No,No,Yes,No,0,United States,California,South Gate,90280,"33.944624, -118.192615",33.944624,-118.192615,"96,267",Q3,Yes,2,41,Offer B,Yes,9.85,No,Yes,Fiber Optic,14,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.45,4162.05,0.0,0,403.85,4565.9,3,Stayed,0,2719,Yes
-Female,20,Yes,No,Yes,Yes,2,United States,California,South Gate,90280,"33.944624, -118.192615",33.944624,-118.192615,"96,267",Q3,Yes,9,58,,Yes,39.05,No,Yes,Fiber Optic,76,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,99.25,5846.65,0.0,0,2264.9,8111.55,3,Stayed,0,4098,Yes
-Male,22,Yes,No,Yes,No,0,United States,California,South Gate,90280,"33.944624, -118.192615",33.944624,-118.192615,"96,267",Q3,Yes,10,72,,Yes,15.09,Yes,Yes,Fiber Optic,85,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,106.3,7565.35,0.0,0,1086.48,8651.83,5,Stayed,0,4634,Yes
-Female,65,No,Yes,No,No,0,United States,California,Long Beach,90814,"33.771612, -118.143866",33.771612,-118.143866,"19,034",Q3,No,0,50,,Yes,47.99,Yes,Yes,Fiber Optic,22,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.4,4113.7,0.0,0,2399.5,6513.2,3,Stayed,0,4977,No
-Male,23,Yes,No,No,No,0,United States,California,Long Beach,90814,"33.771612, -118.143866",33.771612,-118.143866,"19,034",Q3,No,0,7,Offer E,Yes,18.83,Yes,Yes,Fiber Optic,26,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.2,602.55,0.0,0,131.81,734.36,1,Churned,1,3905,No
-Male,38,No,No,Yes,No,0,United States,California,Long Beach,90814,"33.771612, -118.143866",33.771612,-118.143866,"19,034",Q3,Yes,9,16,,Yes,23.31,No,Yes,DSL,27,Yes,No,Yes,No,Yes,No,No,Yes,Two Year,No,Credit Card,64.25,1024.0,0.0,0,372.96,1396.96,4,Stayed,0,5511,Yes
-Female,35,No,No,Yes,Yes,1,United States,California,Long Beach,90814,"33.771612, -118.143866",33.771612,-118.143866,"19,034",Q3,Yes,3,71,Offer A,Yes,34.53,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,No,No,No,No,One Year,Yes,Credit Card,95.15,6770.85,0.0,0,2451.63,9222.48,3,Stayed,0,5647,Yes
-Male,38,No,No,Yes,Yes,2,United States,California,Long Beach,90814,"33.771612, -118.143866",33.771612,-118.143866,"19,034",Q3,Yes,6,14,Offer D,Yes,26.99,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.75,309.35,6.49,0,377.86,680.72,3,Stayed,0,3958,Yes
-Male,70,No,Yes,No,No,0,United States,California,Glendale,91203,"34.153338, -118.262974",34.153338,-118.262974,"14,493",Q3,No,0,55,,Yes,29.3,Yes,Yes,Fiber Optic,10,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,116.5,6382.55,0.0,0,1611.5,7994.05,4,Stayed,0,4222,No
-Male,37,No,No,No,No,0,United States,California,Glendale,91203,"34.153338, -118.262974",34.153338,-118.262974,"14,493",Q3,No,0,2,,Yes,2.96,Yes,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,73.25,131.05,0.0,0,5.92,136.97,1,Churned,1,2919,No
-Female,62,No,No,No,No,0,United States,California,Glendale,91203,"34.153338, -118.262974",34.153338,-118.262974,"14,493",Q3,No,0,1,Offer E,Yes,48.25,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.2,20.2,0.0,0,48.25,68.45,1,Churned,1,4197,No
-Female,25,Yes,No,No,No,0,United States,California,Glendale,91203,"34.153338, -118.262974",34.153338,-118.262974,"14,493",Q3,No,0,1,,Yes,47.36,No,Yes,Cable,41,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.3,45.3,0.0,0,47.36,92.66,5,Joined,0,3575,No
-Male,33,No,No,No,No,0,United States,California,Glendale,91203,"34.153338, -118.262974",34.153338,-118.262974,"14,493",Q3,No,0,1,Offer E,Yes,46.23,No,Yes,DSL,25,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,47.95,47.95,0.0,0,46.23,94.18,4,Joined,0,5092,No
-Female,75,No,Yes,Yes,No,0,United States,California,Agoura Hills,91301,"34.129058, -118.759788",34.129058,-118.759788,"25,303",Q3,Yes,7,3,,No,0.0,No,Yes,DSL,3,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.75,82.85,0.0,0,0.0,82.85,5,Joined,0,4133,Yes
-Male,53,No,No,Yes,No,0,United States,California,Agoura Hills,91301,"34.129058, -118.759788",34.129058,-118.759788,"25,303",Q3,No,0,65,,Yes,41.88,Yes,Yes,Fiber Optic,7,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,108.65,6937.95,0.0,0,2722.2,9660.15,1,Churned,1,6120,Yes
-Male,62,No,No,Yes,Yes,3,United States,California,Agoura Hills,91301,"34.129058, -118.759788",34.129058,-118.759788,"25,303",Q3,Yes,1,2,,Yes,5.67,Yes,Yes,DSL,53,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,56.7,113.55,0.0,0,11.34,124.89,1,Churned,1,5560,Yes
-Female,61,No,No,No,No,0,United States,California,Agoura Hills,91301,"34.129058, -118.759788",34.129058,-118.759788,"25,303",Q3,No,0,13,Offer D,Yes,33.13,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.65,244.8,0.0,0,430.69,675.49,3,Stayed,0,2024,No
-Female,34,No,No,No,No,0,United States,California,Agoura Hills,91301,"34.129058, -118.759788",34.129058,-118.759788,"25,303",Q3,No,0,3,,No,0.0,No,Yes,DSL,22,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,29.2,98.5,0.0,0,0.0,98.5,4,Joined,0,4699,No
-Male,65,No,Yes,Yes,No,0,United States,California,Newhall,91321,"34.370378, -118.504118",34.370378,-118.504118,"30,742",Q3,Yes,8,41,Offer B,Yes,46.46,No,Yes,Fiber Optic,2,No,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.55,3851.45,0.0,40,1904.86,5796.31,3,Stayed,0,4914,Yes
-Female,72,No,Yes,Yes,No,0,United States,California,Newhall,91321,"34.370378, -118.504118",34.370378,-118.504118,"30,742",Q3,Yes,1,70,,Yes,33.74,Yes,Yes,Fiber Optic,24,No,Yes,No,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,105.55,7195.35,0.0,0,2361.8,9557.15,4,Stayed,0,4605,Yes
-Male,28,Yes,No,No,No,0,United States,California,Newhall,91321,"34.370378, -118.504118",34.370378,-118.504118,"30,742",Q3,No,0,10,Offer D,Yes,34.44,No,Yes,Cable,69,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,45.55,402.6,0.0,0,344.4,747.0,1,Churned,1,4097,No
-Male,19,Yes,No,No,No,0,United States,California,Newhall,91321,"34.370378, -118.504118",34.370378,-118.504118,"30,742",Q3,No,0,59,Offer B,Yes,48.12,Yes,Yes,Fiber Optic,51,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,111.35,6519.75,0.0,0,2839.08,9358.83,5,Stayed,0,6047,No
-Female,33,No,No,Yes,Yes,1,United States,California,Newhall,91321,"34.370378, -118.504118",34.370378,-118.504118,"30,742",Q3,No,0,59,,Yes,13.27,Yes,Yes,DSL,15,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,76.45,4519.5,30.22,0,782.93,5272.21,4,Stayed,0,5978,Yes
-Male,79,No,Yes,Yes,No,0,United States,California,Burbank,91504,"34.213049, -118.317651",34.213049,-118.317651,"25,882",Q3,Yes,1,30,Offer C,Yes,48.02,Yes,Yes,Fiber Optic,24,No,No,No,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,101.5,2917.65,0.0,0,1440.6,4358.25,5,Stayed,0,4828,Yes
-Male,40,No,No,No,Yes,1,United States,California,Burbank,91504,"34.213049, -118.317651",34.213049,-118.317651,"25,882",Q3,No,0,1,,Yes,26.85,No,Yes,Fiber Optic,11,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,84.6,84.6,0.0,0,26.85,111.45,2,Churned,1,2484,No
-Male,50,No,No,No,No,0,United States,California,Burbank,91504,"34.213049, -118.317651",34.213049,-118.317651,"25,882",Q3,No,0,27,,Yes,20.29,No,Yes,DSL,21,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,55.45,1477.65,0.0,0,547.83,2025.48,3,Stayed,0,3616,No
-Female,33,No,No,No,No,0,United States,California,Burbank,91504,"34.213049, -118.317651",34.213049,-118.317651,"25,882",Q3,No,0,1,Offer E,Yes,18.0,Yes,Yes,Fiber Optic,23,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,79.15,79.15,0.0,60,18.0,157.15,4,Joined,0,2742,No
-Male,37,No,No,No,Yes,1,United States,California,Burbank,91504,"34.213049, -118.317651",34.213049,-118.317651,"25,882",Q3,No,0,1,Offer E,Yes,8.66,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.3,19.3,0.0,0,8.66,27.96,3,Joined,0,4136,No
-Male,69,No,Yes,Yes,Yes,1,United States,California,Burbank,91506,"34.169706, -118.323548",34.169706,-118.323548,"18,539",Q3,Yes,1,29,Offer C,Yes,49.36,Yes,Yes,Fiber Optic,19,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,103.95,2964.8,0.0,0,1431.44,4396.24,4,Stayed,0,3733,Yes
-Female,47,No,No,No,No,0,United States,California,Burbank,91506,"34.169706, -118.323548",34.169706,-118.323548,"18,539",Q3,No,0,29,,Yes,4.53,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,25.15,702.0,0.0,0,131.37,833.37,4,Stayed,0,5491,No
-Male,60,No,No,Yes,No,0,United States,California,Burbank,91506,"34.169706, -118.323548",34.169706,-118.323548,"18,539",Q3,Yes,1,67,,Yes,21.17,No,Yes,Cable,13,Yes,No,Yes,Yes,No,No,No,No,Two Year,Yes,Bank Withdrawal,60.4,3953.7,0.0,40,1418.39,5412.09,3,Stayed,0,5356,Yes
-Male,22,Yes,No,Yes,Yes,1,United States,California,Burbank,91506,"34.169706, -118.323548",34.169706,-118.323548,"18,539",Q3,Yes,1,71,,Yes,33.69,No,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,100.2,7209.0,0.0,0,2391.99,9600.99,3,Stayed,0,5502,Yes
-Male,42,No,No,No,No,0,United States,California,Burbank,91506,"34.169706, -118.323548",34.169706,-118.323548,"18,539",Q3,No,0,13,,Yes,16.35,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.95,257.0,0.0,0,212.55,469.55,3,Stayed,0,5221,No
-Male,69,No,Yes,Yes,No,0,United States,California,Covina,91723,"34.084747, -117.886844",34.084747,-117.886844,"17,554",Q3,Yes,2,38,Offer C,No,0.0,No,Yes,Cable,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.85,955.75,0.0,0,0.0,955.75,3,Stayed,0,3511,Yes
-Male,37,No,No,No,No,0,United States,California,Covina,91723,"34.084747, -117.886844",34.084747,-117.886844,"17,554",Q3,No,0,1,,Yes,11.35,No,Yes,DSL,9,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,48.55,48.55,0.0,0,11.35,59.9,1,Churned,1,5687,No
-Male,25,Yes,No,Yes,Yes,1,United States,California,Covina,91723,"34.084747, -117.886844",34.084747,-117.886844,"17,554",Q3,Yes,1,4,Offer E,Yes,24.57,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,19.9,76.65,0.0,0,98.28,174.93,4,Stayed,0,2347,Yes
-Male,40,No,No,No,No,0,United States,California,Covina,91723,"34.084747, -117.886844",34.084747,-117.886844,"17,554",Q3,No,0,68,,Yes,49.42,Yes,Yes,Fiber Optic,7,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,102.1,7149.35,0.0,0,3360.56,10509.91,3,Stayed,0,5228,No
-Female,56,No,No,Yes,Yes,2,United States,California,Covina,91723,"34.084747, -117.886844",34.084747,-117.886844,"17,554",Q3,Yes,1,58,,Yes,29.5,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.15,1509.9,0.0,0,1711.0,3220.9,4,Stayed,0,6444,Yes
-Female,77,No,Yes,Yes,No,0,United States,California,Glendora,91741,"34.14649, -117.849815",34.14649,-117.849815,"24,973",Q3,Yes,9,17,,Yes,3.83,Yes,Yes,Fiber Optic,20,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,92.55,1614.7,0.0,0,65.11,1679.81,3,Stayed,0,3689,Yes
-Male,34,No,No,No,No,0,United States,California,Glendora,91741,"34.14649, -117.849815",34.14649,-117.849815,"24,973",Q3,No,0,26,,Yes,24.16,Yes,Yes,Fiber Optic,22,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.5,2088.8,0.0,0,628.16,2716.96,3,Churned,1,2729,No
-Male,46,No,No,No,No,0,United States,California,Glendora,91741,"34.14649, -117.849815",34.14649,-117.849815,"24,973",Q3,No,0,50,Offer B,Yes,19.8,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Credit Card,114.35,5791.1,0.0,10,990.0,6791.1,3,Stayed,0,5068,No
-Male,64,No,No,Yes,No,0,United States,California,Glendora,91741,"34.14649, -117.849815",34.14649,-117.849815,"24,973",Q3,Yes,1,7,,Yes,21.09,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,20.65,150.0,0.0,0,147.63,297.63,5,Stayed,0,2874,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,Glendora,91741,"34.14649, -117.849815",34.14649,-117.849815,"24,973",Q3,Yes,1,8,Offer E,Yes,23.68,No,Yes,DSL,41,Yes,No,No,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,65.5,564.35,0.0,0,189.44,753.79,3,Stayed,0,2985,Yes
-Female,65,No,Yes,Yes,No,0,United States,California,West Covina,91791,"34.061634, -117.893169",34.061634,-117.893169,"30,458",Q3,Yes,10,65,Offer B,Yes,36.49,No,Yes,Fiber Optic,9,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,105.85,6725.5,0.0,0,2371.85,9097.35,4,Stayed,0,4872,Yes
-Male,52,No,No,Yes,No,0,United States,California,West Covina,91791,"34.061634, -117.893169",34.061634,-117.893169,"30,458",Q3,Yes,6,18,,Yes,1.51,No,Yes,Fiber Optic,28,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,95.15,1779.95,10.17,0,27.18,1796.96,3,Churned,1,4643,Yes
-Female,56,No,No,Yes,No,0,United States,California,West Covina,91791,"34.061634, -117.893169",34.061634,-117.893169,"30,458",Q3,Yes,4,51,Offer B,Yes,47.18,No,Yes,Cable,12,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,60.5,3145.15,0.0,0,2406.18,5551.33,3,Stayed,0,4207,Yes
-Male,27,Yes,No,Yes,No,0,United States,California,West Covina,91791,"34.061634, -117.893169",34.061634,-117.893169,"30,458",Q3,Yes,4,9,Offer E,Yes,26.03,Yes,Yes,Cable,59,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,69.05,653.95,0.0,0,234.27,888.22,4,Stayed,0,2907,Yes
-Female,53,No,No,Yes,Yes,2,United States,California,West Covina,91791,"34.061634, -117.893169",34.061634,-117.893169,"30,458",Q3,Yes,2,48,Offer B,Yes,36.18,No,Yes,Fiber Optic,29,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99.7,4977.2,0.0,0,1736.64,6713.84,3,Stayed,0,5921,Yes
-Male,65,No,Yes,Yes,No,0,United States,California,La Mesa,91941,"32.759327, -116.99726",32.759327,-116.99726,"44,652",Q3,Yes,1,30,,Yes,2.86,Yes,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,77.9,2351.45,0.0,0,85.8,2437.25,3,Stayed,0,2009,Yes
-Female,44,No,No,Yes,No,0,United States,California,La Mesa,91941,"32.759327, -116.99726",32.759327,-116.99726,"44,652",Q3,Yes,8,68,,No,0.0,No,Yes,DSL,15,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,60.3,4109.0,0.0,0,0.0,4109.0,4,Stayed,0,4864,Yes
-Female,56,No,No,Yes,Yes,6,United States,California,La Mesa,91941,"32.759327, -116.99726",32.759327,-116.99726,"44,652",Q3,Yes,6,49,Offer B,Yes,8.18,Yes,Yes,Fiber Optic,53,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.4,4613.95,0.0,0,400.82,5014.77,5,Stayed,0,6136,Yes
-Female,20,Yes,No,No,No,0,United States,California,La Mesa,91941,"32.759327, -116.99726",32.759327,-116.99726,"44,652",Q3,No,0,13,Offer D,Yes,46.68,No,Yes,DSL,59,Yes,No,No,Yes,No,No,Yes,Yes,One Year,No,Credit Card,55.15,742.9,0.0,0,606.84,1349.74,4,Stayed,0,3161,No
-Female,32,No,No,Yes,Yes,3,United States,California,La Mesa,91941,"32.759327, -116.99726",32.759327,-116.99726,"44,652",Q3,Yes,9,57,Offer B,Yes,26.67,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.1,1087.7,0.0,0,1520.19,2607.89,5,Stayed,0,5506,Yes
-Male,77,No,Yes,Yes,No,0,United States,California,Lemon Grove,91945,"32.733564, -117.033713",32.733564,-117.033713,"24,961",Q3,Yes,5,54,Offer B,Yes,32.56,Yes,Yes,Fiber Optic,16,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,110.45,6077.75,0.0,0,1758.24,7835.99,4,Stayed,0,4425,Yes
-Male,42,No,No,Yes,Yes,3,United States,California,Lemon Grove,91945,"32.733564, -117.033713",32.733564,-117.033713,"24,961",Q3,Yes,1,52,Offer B,Yes,40.33,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.8,1229.1,0.0,0,2097.16,3326.26,5,Stayed,0,5320,Yes
-Female,25,Yes,No,Yes,No,0,United States,California,Lemon Grove,91945,"32.733564, -117.033713",32.733564,-117.033713,"24,961",Q3,Yes,1,46,Offer B,Yes,44.74,Yes,Yes,DSL,82,Yes,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,53.1,2459.8,0.0,0,2058.04,4517.84,3,Stayed,0,3358,Yes
-Female,21,Yes,No,No,No,0,United States,California,Lemon Grove,91945,"32.733564, -117.033713",32.733564,-117.033713,"24,961",Q3,No,0,61,Offer B,Yes,15.44,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.95,6423.0,0.0,0,941.84,7364.84,4,Stayed,0,4148,No
-Female,45,No,No,Yes,Yes,1,United States,California,Lemon Grove,91945,"32.733564, -117.033713",32.733564,-117.033713,"24,961",Q3,Yes,5,69,Offer A,Yes,46.45,Yes,Yes,Fiber Optic,26,No,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,108.75,7493.05,0.0,100,3205.05,10798.1,4,Stayed,0,5874,Yes
-Male,77,No,Yes,No,No,0,United States,California,National City,91950,"32.67102, -117.095235",32.67102,-117.095235,"62,355",Q3,No,0,55,Offer B,No,0.0,No,Yes,DSL,30,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.85,2479.05,0.0,0,0.0,2479.05,3,Stayed,0,5829,No
-Male,60,No,No,Yes,No,0,United States,California,National City,91950,"32.67102, -117.095235",32.67102,-117.095235,"62,355",Q3,Yes,7,29,,Yes,32.46,No,Yes,DSL,7,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,75.55,2054.4,0.0,0,941.34,2995.74,5,Stayed,0,5625,Yes
-Female,52,No,No,Yes,Yes,2,United States,California,National City,91950,"32.67102, -117.095235",32.67102,-117.095235,"62,355",Q3,Yes,9,5,,No,0.0,No,Yes,DSL,19,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,34.25,163.55,0.0,0,0.0,163.55,5,Stayed,0,5100,Yes
-Male,29,Yes,No,No,No,0,United States,California,National City,91950,"32.67102, -117.095235",32.67102,-117.095235,"62,355",Q3,No,0,41,Offer B,Yes,21.64,No,Yes,Fiber Optic,59,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,99.65,4220.35,0.0,0,887.24,5107.59,5,Stayed,0,2640,No
-Female,57,No,No,Yes,No,0,United States,California,National City,91950,"32.67102, -117.095235",32.67102,-117.095235,"62,355",Q3,Yes,7,72,Offer A,Yes,2.56,Yes,Yes,Fiber Optic,24,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,97.85,6841.3,0.0,0,184.32,7025.62,4,Stayed,0,4508,Yes
-Female,73,No,Yes,Yes,No,0,United States,California,Del Mar,92014,"32.948262, -117.256086",32.948262,-117.256086,"13,945",Q3,Yes,3,66,,Yes,6.94,Yes,Yes,Fiber Optic,23,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,108.1,7181.95,0.0,0,458.04,7639.99,3,Stayed,0,5360,Yes
-Female,22,Yes,No,No,No,0,United States,California,Del Mar,92014,"32.948262, -117.256086",32.948262,-117.256086,"13,945",Q3,No,0,56,,Yes,35.59,No,Yes,Fiber Optic,69,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,73.85,4092.85,0.0,0,1993.04,6085.89,3,Churned,1,5276,No
-Female,20,Yes,No,Yes,Yes,1,United States,California,Del Mar,92014,"32.948262, -117.256086",32.948262,-117.256086,"13,945",Q3,Yes,2,72,,Yes,45.66,Yes,Yes,DSL,47,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,90.95,6652.45,0.0,0,3287.52,9939.97,3,Stayed,0,5096,Yes
-Female,70,No,Yes,Yes,No,0,United States,California,Ranchita,92066,"33.215251, -116.53633",33.215251,-116.53633,339,Q3,Yes,1,50,Offer B,Yes,9.18,Yes,Yes,Fiber Optic,2,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,108.75,5431.9,0.0,0,459.0,5890.9,3,Stayed,0,5211,Yes
-Male,33,No,No,Yes,No,0,United States,California,Ranchita,92066,"33.215251, -116.53633",33.215251,-116.53633,339,Q3,Yes,3,45,,Yes,39.82,Yes,Yes,DSL,13,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,78.75,3600.65,0.0,0,1791.9,5392.55,3,Stayed,0,2595,Yes
-Female,50,No,No,Yes,No,0,United States,California,Ranchita,92066,"33.215251, -116.53633",33.215251,-116.53633,339,Q3,Yes,5,53,Offer B,Yes,46.24,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.05,990.45,0.0,0,2450.72,3441.17,5,Stayed,0,6160,Yes
-Male,36,No,No,Yes,Yes,1,United States,California,Ranchita,92066,"33.215251, -116.53633",33.215251,-116.53633,339,Q3,Yes,10,68,Offer A,Yes,34.62,Yes,Yes,Fiber Optic,18,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,101.05,6770.5,0.0,0,2354.16,9124.66,4,Stayed,0,5570,Yes
-Female,71,No,Yes,Yes,No,0,United States,California,Santa Ysabel,92070,"33.174725, -116.743329",33.174725,-116.743329,"1,143",Q3,Yes,1,60,Offer B,Yes,36.71,Yes,Yes,Fiber Optic,25,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,105.9,6401.25,0.0,110,2202.6,8713.85,5,Stayed,0,5084,Yes
-Female,22,Yes,No,Yes,Yes,1,United States,California,Santa Ysabel,92070,"33.174725, -116.743329",33.174725,-116.743329,"1,143",Q3,Yes,6,66,,Yes,23.2,Yes,Yes,DSL,59,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,67.45,4508.65,41.67,0,1531.2,5998.18,3,Stayed,0,4172,Yes
-Male,62,No,No,No,No,0,United States,California,Santa Ysabel,92070,"33.174725, -116.743329",33.174725,-116.743329,"1,143",Q3,No,0,22,,Yes,20.46,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.6,422.5,0.0,0,450.12,872.62,5,Stayed,0,2203,No
-Male,47,No,No,No,No,0,United States,California,Santa Ysabel,92070,"33.174725, -116.743329",33.174725,-116.743329,"1,143",Q3,No,0,39,,Yes,35.13,No,Yes,Fiber Optic,29,No,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,81.9,3219.75,0.0,0,1370.07,4589.82,4,Stayed,0,3446,No
-Female,54,No,No,Yes,Yes,3,United States,California,Santa Ysabel,92070,"33.174725, -116.743329",33.174725,-116.743329,"1,143",Q3,Yes,3,5,,Yes,47.06,No,Yes,Cable,52,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,49.4,232.55,0.0,10,235.3,477.85,4,Stayed,0,5756,Yes
-Female,75,No,Yes,No,No,0,United States,California,Pioneertown,92268,"34.201108, -116.593456",34.201108,-116.593456,354,Q3,No,0,50,Offer B,Yes,17.65,Yes,Yes,Fiber Optic,29,No,No,Yes,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,104.95,5222.35,0.0,0,882.5,6104.85,5,Stayed,0,5570,No
-Male,23,Yes,No,Yes,No,0,United States,California,Pioneertown,92268,"34.201108, -116.593456",34.201108,-116.593456,354,Q3,Yes,5,70,Offer A,Yes,45.24,Yes,Yes,Fiber Optic,42,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,98.7,6858.9,0.0,0,3166.8,10025.7,3,Stayed,0,5582,Yes
-Male,50,No,No,No,No,0,United States,California,Pioneertown,92268,"34.201108, -116.593456",34.201108,-116.593456,354,Q3,No,0,47,,Yes,47.73,Yes,Yes,Fiber Optic,25,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Credit Card,100.75,4669.2,0.0,0,2243.31,6912.51,3,Stayed,0,2508,No
-Female,42,No,No,No,No,0,United States,California,Pioneertown,92268,"34.201108, -116.593456",34.201108,-116.593456,354,Q3,No,0,42,Offer B,Yes,32.16,No,Yes,DSL,8,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,54.55,2455.05,0.0,0,1350.72,3805.77,3,Stayed,0,5387,No
-Male,53,No,No,Yes,No,0,United States,California,Pioneertown,92268,"34.201108, -116.593456",34.201108,-116.593456,354,Q3,Yes,2,44,Offer B,Yes,21.39,Yes,Yes,Fiber Optic,10,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,84.8,3626.35,43.96,0,941.16,4523.55,4,Stayed,0,2770,Yes
-Male,78,No,Yes,Yes,No,0,United States,California,Helendale,92342,"34.757783, -117.33997",34.757783,-117.33997,"4,948",Q3,Yes,5,61,Offer B,Yes,46.65,Yes,Yes,Fiber Optic,23,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,85.55,5251.75,0.0,0,2845.65,8097.4,4,Stayed,0,4845,Yes
-Male,35,No,No,Yes,No,0,United States,California,Helendale,92342,"34.757783, -117.33997",34.757783,-117.33997,"4,948",Q3,Yes,1,28,,Yes,27.34,No,Yes,Fiber Optic,16,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,92.9,2768.35,0.0,0,765.52,3533.87,3,Stayed,0,2037,Yes
-Female,19,Yes,No,No,No,0,United States,California,Helendale,92342,"34.757783, -117.33997",34.757783,-117.33997,"4,948",Q3,No,0,46,,Yes,40.32,No,Yes,Cable,51,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.95,2168.9,0.0,0,1854.72,4023.62,5,Stayed,0,2626,No
-Male,29,Yes,No,No,No,0,United States,California,Helendale,92342,"34.757783, -117.33997",34.757783,-117.33997,"4,948",Q3,No,0,3,,Yes,27.34,No,Yes,Fiber Optic,71,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Credit Card,73.6,232.5,0.0,10,82.02,324.52,5,Joined,0,5510,No
-Female,66,No,Yes,Yes,No,0,United States,California,Lytle Creek,92358,"34.238162, -117.534306",34.238162,-117.534306,"1,090",Q3,Yes,4,72,Offer A,Yes,32.37,Yes,Yes,Fiber Optic,22,Yes,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,78.5,5602.25,0.0,0,2330.64,7932.89,3,Stayed,0,6072,Yes
-Male,61,No,No,No,No,0,United States,California,Lytle Creek,92358,"34.238162, -117.534306",34.238162,-117.534306,"1,090",Q3,No,0,7,,Yes,47.03,Yes,Yes,Fiber Optic,2,No,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,99.8,673.25,0.0,10,329.21,1012.46,1,Churned,1,2031,No
-Female,58,No,No,No,No,0,United States,California,Lytle Creek,92358,"34.238162, -117.534306",34.238162,-117.534306,"1,090",Q3,No,0,71,Offer A,Yes,17.9,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,118.65,8477.6,0.0,0,1270.9,9748.5,3,Stayed,0,4296,No
-Male,37,No,No,Yes,No,0,United States,California,Lytle Creek,92358,"34.238162, -117.534306",34.238162,-117.534306,"1,090",Q3,Yes,6,72,Offer A,Yes,46.16,Yes,Yes,Fiber Optic,14,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,110.9,8240.85,0.0,0,3323.52,11564.37,3,Stayed,0,4938,Yes
-Male,71,No,Yes,Yes,No,0,United States,California,Oro Grande,92368,"34.647959, -117.296957",34.647959,-117.296957,909,Q3,Yes,3,65,Offer B,Yes,27.14,Yes,Yes,Fiber Optic,26,Yes,Yes,No,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,92.7,5968.4,0.0,0,1764.1,7732.5,3,Stayed,0,5205,Yes
-Male,42,No,No,Yes,No,0,United States,California,Oro Grande,92368,"34.647959, -117.296957",34.647959,-117.296957,909,Q3,Yes,1,1,,Yes,12.04,No,Yes,Cable,5,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.0,95.0,0.0,0,12.04,107.04,1,Churned,1,4489,Yes
-Female,42,No,No,No,No,0,United States,California,Oro Grande,92368,"34.647959, -117.296957",34.647959,-117.296957,909,Q3,No,0,44,Offer B,Yes,13.45,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,19.9,868.1,0.0,0,591.8,1459.9,5,Stayed,0,2809,No
-Female,53,No,No,Yes,Yes,3,United States,California,Oro Grande,92368,"34.647959, -117.296957",34.647959,-117.296957,909,Q3,Yes,8,55,Offer B,Yes,38.51,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,21.0,1210.3,0.0,0,2118.05,3328.35,3,Stayed,0,5046,Yes
-Female,69,No,Yes,No,No,0,United States,California,San Clemente,92672,"33.429488, -117.609432",33.429488,-117.609432,"34,946",Q3,No,0,67,Offer A,Yes,2.57,No,Yes,Fiber Optic,21,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,92.45,6140.85,0.0,0,172.19,6313.04,4,Stayed,0,5857,No
-Male,55,No,No,No,No,0,United States,California,San Clemente,92672,"33.429488, -117.609432",33.429488,-117.609432,"34,946",Q3,No,0,38,Offer C,Yes,42.24,No,Yes,DSL,22,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,70.6,2708.2,0.0,0,1605.12,4313.32,3,Stayed,0,4993,No
-Male,38,No,No,Yes,No,0,United States,California,San Clemente,92672,"33.429488, -117.609432",33.429488,-117.609432,"34,946",Q3,Yes,7,8,,Yes,22.34,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.55,161.15,0.0,0,178.72,339.87,5,Stayed,0,4909,Yes
-Female,63,No,No,No,Yes,1,United States,California,San Clemente,92672,"33.429488, -117.609432",33.429488,-117.609432,"34,946",Q3,No,0,26,Offer C,Yes,2.48,No,Yes,Fiber Optic,19,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.45,2715.3,0.0,0,64.48,2779.78,5,Stayed,0,5980,No
-Male,76,No,Yes,Yes,Yes,2,United States,California,Laguna Niguel,92677,"33.529047, -117.701175",33.529047,-117.701175,"62,103",Q3,Yes,5,71,Offer A,Yes,30.16,No,Yes,Fiber Optic,19,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,86.7,6179.35,0.0,0,2141.36,8320.71,3,Stayed,0,4485,Yes
-Male,19,Yes,No,Yes,No,0,United States,California,Laguna Niguel,92677,"33.529047, -117.701175",33.529047,-117.701175,"62,103",Q3,Yes,9,3,Offer E,Yes,14.1,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,23.6,89.05,0.0,0,42.3,131.35,5,Joined,0,5587,Yes
-Female,39,No,No,Yes,Yes,2,United States,California,Laguna Niguel,92677,"33.529047, -117.701175",33.529047,-117.701175,"62,103",Q3,Yes,4,12,,Yes,39.59,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.25,274.7,0.0,0,475.08,749.78,3,Stayed,0,2646,Yes
-Female,45,No,No,No,Yes,1,United States,California,Laguna Niguel,92677,"33.529047, -117.701175",33.529047,-117.701175,"62,103",Q3,No,0,1,Offer E,Yes,32.95,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,24.0,24.0,0.0,0,32.95,56.95,4,Joined,0,2559,No
-Female,77,No,Yes,No,No,0,United States,California,Anaheim,92801,"33.844983, -117.952151",33.844983,-117.952151,"60,553",Q3,No,0,21,,Yes,37.4,Yes,Yes,Fiber Optic,16,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.4,2025.1,0.0,0,785.4,2810.5,4,Stayed,0,5691,No
-Male,30,No,No,No,No,0,United States,California,Anaheim,92801,"33.844983, -117.952151",33.844983,-117.952151,"60,553",Q3,No,0,9,Offer E,Yes,40.71,No,Yes,Fiber Optic,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.5,597.9,0.0,0,366.39,964.29,3,Stayed,0,3198,No
-Male,40,No,No,Yes,No,0,United States,California,Anaheim,92801,"33.844983, -117.952151",33.844983,-117.952151,"60,553",Q3,Yes,2,4,,Yes,28.47,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,70.5,294.2,0.0,10,113.88,418.08,5,Stayed,0,2896,Yes
-Male,29,Yes,No,Yes,No,0,United States,California,Anaheim,92801,"33.844983, -117.952151",33.844983,-117.952151,"60,553",Q3,Yes,2,71,Offer A,Yes,40.63,Yes,Yes,DSL,69,Yes,Yes,No,Yes,No,No,Yes,Yes,Two Year,No,Bank Withdrawal,65.15,4681.75,4.7,0,2884.73,7561.78,3,Stayed,0,4384,Yes
-Male,72,No,Yes,Yes,No,0,United States,California,Anaheim,92806,"33.83796, -117.870494",33.83796,-117.870494,"34,398",Q3,Yes,1,71,Offer A,Yes,46.82,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,115.05,8016.6,0.0,0,3324.22,11340.82,4,Stayed,0,4438,Yes
-Female,28,Yes,No,No,No,0,United States,California,Anaheim,92806,"33.83796, -117.870494",33.83796,-117.870494,"34,398",Q3,No,0,1,,Yes,4.13,No,Yes,Fiber Optic,51,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,75.3,75.3,0.0,0,4.13,79.43,1,Churned,1,3244,No
-Male,61,No,No,No,No,0,United States,California,Anaheim,92806,"33.83796, -117.870494",33.83796,-117.870494,"34,398",Q3,No,0,54,Offer B,Yes,27.62,No,Yes,Cable,24,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,69.9,3883.3,0.0,0,1491.48,5374.78,4,Stayed,0,6092,No
-Female,42,No,No,No,No,0,United States,California,Anaheim,92806,"33.83796, -117.870494",33.83796,-117.870494,"34,398",Q3,No,0,3,Offer E,Yes,1.64,Yes,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.95,212.4,27.6,0,4.92,189.72,5,Joined,0,3641,No
-Female,76,No,Yes,No,No,0,United States,California,Fullerton,92832,"33.868316, -117.929029",33.868316,-117.929029,"24,502",Q3,No,0,14,,Yes,48.01,No,Yes,Fiber Optic,2,Yes,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,78.85,1043.8,0.0,50,672.14,1765.94,3,Stayed,0,5327,No
-Male,28,Yes,No,Yes,No,0,United States,California,Fullerton,92832,"33.868316, -117.929029",33.868316,-117.929029,"24,502",Q3,Yes,1,5,,Yes,5.2,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.1,85.1,0.0,0,26.0,111.1,3,Stayed,0,2894,Yes
-Female,55,No,No,Yes,No,0,United States,California,Fullerton,92832,"33.868316, -117.929029",33.868316,-117.929029,"24,502",Q3,Yes,5,67,,No,0.0,No,Yes,Cable,30,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,35.7,2545.7,0.0,0,0.0,2545.7,3,Stayed,0,5655,Yes
-Male,56,No,No,Yes,No,0,United States,California,Fullerton,92832,"33.868316, -117.929029",33.868316,-117.929029,"24,502",Q3,Yes,1,42,Offer B,Yes,20.65,Yes,Yes,DSL,25,Yes,No,No,No,No,No,No,Yes,One Year,No,Credit Card,56.1,2386.85,28.83,0,867.3,3225.32,4,Stayed,0,5904,Yes
-Male,79,No,Yes,No,No,0,United States,California,Garden Grove,92845,"33.782955, -118.026456",33.782955,-118.026456,"15,878",Q3,No,0,21,,Yes,23.23,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.5,429.55,0.0,0,487.83,917.38,4,Stayed,0,5766,No
-Female,52,No,No,Yes,No,0,United States,California,Garden Grove,92845,"33.782955, -118.026456",33.782955,-118.026456,"15,878",Q3,Yes,1,1,,Yes,25.88,Yes,Yes,Fiber Optic,9,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,102.45,102.45,0.0,0,25.88,128.33,1,Churned,1,4811,Yes
-Male,36,No,No,No,No,0,United States,California,Garden Grove,92845,"33.782955, -118.026456",33.782955,-118.026456,"15,878",Q3,No,0,1,,Yes,37.44,No,Yes,DSL,9,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.6,45.6,0.0,0,37.44,83.04,3,Joined,0,2352,No
-Female,44,No,No,No,No,0,United States,California,Garden Grove,92845,"33.782955, -118.026456",33.782955,-118.026456,"15,878",Q3,No,0,48,Offer B,Yes,34.96,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,25.05,1171.5,16.38,0,1678.08,2833.2,4,Stayed,0,3642,No
-Female,72,No,Yes,Yes,No,0,United States,California,Corona,92882,"33.819385, -117.600213",33.819385,-117.600213,"60,294",Q3,Yes,7,56,Offer B,Yes,27.56,Yes,Yes,Fiber Optic,29,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,76.85,4275.75,0.0,120,1543.36,5939.11,3,Stayed,0,6035,Yes
-Female,42,No,No,No,No,0,United States,California,Corona,92882,"33.819385, -117.600213",33.819385,-117.600213,"60,294",Q3,No,0,47,Offer B,Yes,35.97,Yes,Yes,Fiber Optic,25,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,106.4,5127.95,0.0,0,1690.59,6818.54,1,Churned,1,4804,No
-Male,28,Yes,No,Yes,No,0,United States,California,Corona,92882,"33.819385, -117.600213",33.819385,-117.600213,"60,294",Q3,Yes,1,38,,Yes,22.05,No,Yes,Cable,73,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,81.0,3084.9,0.0,0,837.9,3922.8,4,Stayed,0,3067,Yes
-Male,57,No,No,No,No,0,United States,California,Corona,92882,"33.819385, -117.600213",33.819385,-117.600213,"60,294",Q3,No,0,56,,Yes,21.61,No,Yes,Cable,27,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,52.7,3019.7,0.0,0,1210.16,4229.86,3,Stayed,0,4753,No
-Female,77,No,Yes,No,No,0,United States,California,Ventura,93003,"34.279221, -119.221437",34.279221,-119.221437,"46,894",Q3,No,0,49,Offer B,Yes,36.47,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,103.0,5166.2,0.0,0,1787.03,6953.23,4,Stayed,0,5023,No
-Female,20,Yes,No,Yes,No,0,United States,California,Ventura,93003,"34.279221, -119.221437",34.279221,-119.221437,"46,894",Q3,Yes,1,9,Offer E,Yes,6.35,No,Yes,Cable,69,Yes,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,65.0,663.05,0.0,0,57.15,720.2,1,Churned,1,3983,Yes
-Female,20,Yes,No,No,No,0,United States,California,Ventura,93003,"34.279221, -119.221437",34.279221,-119.221437,"46,894",Q3,No,0,6,Offer E,Yes,20.26,No,Yes,Fiber Optic,26,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.15,567.45,0.0,0,121.56,689.01,1,Churned,1,3578,No
-Female,43,No,No,Yes,No,0,United States,California,Ventura,93003,"34.279221, -119.221437",34.279221,-119.221437,"46,894",Q3,Yes,1,59,,Yes,29.6,No,Yes,Fiber Optic,12,Yes,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,81.25,4639.45,0.0,0,1746.4,6385.85,3,Stayed,0,4709,Yes
-Female,65,No,Yes,No,No,0,United States,California,Santa Barbara,93103,"34.438581, -119.685368",34.438581,-119.685368,"20,893",Q3,No,0,46,Offer B,Yes,11.93,No,Yes,Fiber Optic,26,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,91.3,4126.35,0.0,0,548.78,4675.13,4,Stayed,0,3191,No
-Male,42,No,No,No,No,0,United States,California,Santa Barbara,93103,"34.438581, -119.685368",34.438581,-119.685368,"20,893",Q3,No,0,1,Offer E,Yes,17.27,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,71.55,71.55,0.0,0,17.27,88.82,1,Churned,1,5739,No
-Female,48,No,No,Yes,No,0,United States,California,Santa Barbara,93103,"34.438581, -119.685368",34.438581,-119.685368,"20,893",Q3,Yes,9,46,,Yes,13.05,Yes,Yes,DSL,15,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55.0,2473.95,31.39,0,600.3,3042.86,3,Stayed,0,5928,Yes
-Female,34,No,No,Yes,No,0,United States,California,Santa Barbara,93103,"34.438581, -119.685368",34.438581,-119.685368,"20,893",Q3,No,0,70,,Yes,40.91,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.85,1328.35,33.29,0,2863.7,4158.76,4,Stayed,0,4311,Yes
-Female,72,No,Yes,Yes,No,0,United States,California,Frazier Park,93225,"34.827662, -118.999073",34.827662,-118.999073,"4,498",Q3,Yes,8,58,Offer B,Yes,47.34,Yes,Yes,Fiber Optic,28,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.4,5749.8,0.0,0,2745.72,8495.52,5,Stayed,0,4005,Yes
-Male,32,No,No,No,No,0,United States,California,Frazier Park,93225,"34.827662, -118.999073",34.827662,-118.999073,"4,498",Q3,No,0,10,Offer D,Yes,45.69,No,Yes,Fiber Optic,11,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,95.1,865.1,43.25,0,456.9,1278.75,3,Stayed,0,5787,No
-Female,37,No,No,Yes,No,0,United States,California,Frazier Park,93225,"34.827662, -118.999073",34.827662,-118.999073,"4,498",Q3,Yes,2,9,,Yes,42.39,No,Yes,Cable,16,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,65.6,593.3,0.0,0,381.51,974.81,3,Stayed,0,2205,Yes
-Male,46,No,No,No,No,0,United States,California,Frazier Park,93225,"34.827662, -118.999073",34.827662,-118.999073,"4,498",Q3,No,0,59,,Yes,9.7,No,Yes,DSL,6,No,No,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,61.35,3645.5,0.0,0,572.3,4217.8,3,Stayed,0,6250,No
-Female,65,No,Yes,Yes,No,0,United States,California,Lamont,93241,"35.245035, -118.905553",35.245035,-118.905553,"15,364",Q3,Yes,2,20,,Yes,38.85,No,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,91.0,1859.5,0.0,0,777.0,2636.5,5,Stayed,0,3748,Yes
-Male,40,No,No,Yes,No,0,United States,California,Lamont,93241,"35.245035, -118.905553",35.245035,-118.905553,"15,364",Q3,Yes,10,65,Offer B,Yes,17.43,Yes,Yes,DSL,30,Yes,Yes,No,No,No,Yes,Yes,Yes,Two Year,Yes,Mailed Check,69.55,4459.15,23.61,0,1132.95,5568.49,3,Stayed,0,5420,Yes
-Male,61,No,No,Yes,No,0,United States,California,Lamont,93241,"35.245035, -118.905553",35.245035,-118.905553,"15,364",Q3,Yes,10,35,,Yes,13.39,Yes,Yes,DSL,20,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,73.45,2661.1,0.0,0,468.65,3129.75,4,Stayed,0,4719,Yes
-Female,42,No,No,Yes,No,0,United States,California,Lamont,93241,"35.245035, -118.905553",35.245035,-118.905553,"15,364",Q3,Yes,1,32,,Yes,45.26,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.3,593.2,0.0,0,1448.32,2041.52,5,Stayed,0,5817,Yes
-Male,65,No,Yes,Yes,No,0,United States,California,Lindsay,93247,"36.205465, -119.085807",36.205465,-119.085807,"15,508",Q3,Yes,7,62,Offer B,Yes,27.49,Yes,Yes,Fiber Optic,3,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.8,5629.55,0.0,0,1704.38,7333.93,3,Stayed,0,4981,Yes
-Female,47,No,No,No,No,0,United States,California,Lindsay,93247,"36.205465, -119.085807",36.205465,-119.085807,"15,508",Q3,No,0,4,,Yes,45.4,No,Yes,DSL,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,45.65,191.05,0.0,0,181.6,372.65,1,Churned,1,2864,No
-Male,39,No,No,Yes,No,0,United States,California,Lindsay,93247,"36.205465, -119.085807",36.205465,-119.085807,"15,508",Q3,Yes,6,63,,Yes,44.55,Yes,Yes,DSL,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,89.4,5597.65,0.0,0,2806.65,8404.3,3,Stayed,0,5004,Yes
-Male,45,No,No,No,No,0,United States,California,Lindsay,93247,"36.205465, -119.085807",36.205465,-119.085807,"15,508",Q3,No,0,45,,Yes,19.39,No,Yes,DSL,16,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.9,2298.55,0.0,0,872.55,3171.1,3,Stayed,0,5274,No
-Female,73,No,Yes,Yes,No,0,United States,California,Atascadero,93422,"35.453912, -120.69461",35.453912,-120.69461,"29,539",Q3,Yes,9,39,,Yes,20.15,Yes,Yes,Fiber Optic,21,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.25,3949.15,0.0,0,785.85,4735.0,4,Stayed,0,3172,Yes
-Female,23,Yes,No,No,No,0,United States,California,Atascadero,93422,"35.453912, -120.69461",35.453912,-120.69461,"29,539",Q3,No,0,58,Offer B,Yes,47.9,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.7,1519.0,0.0,0,2778.2,4297.2,4,Stayed,0,5138,No
-Male,37,No,No,Yes,No,0,United States,California,Atascadero,93422,"35.453912, -120.69461",35.453912,-120.69461,"29,539",Q3,Yes,8,14,Offer D,Yes,45.57,Yes,Yes,Fiber Optic,10,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,82.65,1185.0,0.0,0,637.98,1822.98,5,Stayed,0,4965,Yes
-Female,39,No,No,No,No,0,United States,California,Atascadero,93422,"35.453912, -120.69461",35.453912,-120.69461,"29,539",Q3,No,0,1,,Yes,12.46,No,Yes,DSL,14,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.35,45.35,0.0,0,12.46,57.81,4,Joined,0,3980,No
-Male,79,No,Yes,Yes,No,0,United States,California,Santa Maria,93458,"34.95934, -120.490081",34.95934,-120.490081,"43,684",Q3,Yes,7,72,Offer A,Yes,11.26,Yes,Yes,Cable,3,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,73.45,5329.0,0.0,0,810.72,6139.72,3,Stayed,0,5540,Yes
-Male,26,Yes,No,Yes,No,0,United States,California,Santa Maria,93458,"34.95934, -120.490081",34.95934,-120.490081,"43,684",Q3,Yes,9,70,Offer A,Yes,41.05,No,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,101.0,7085.5,0.0,0,2873.5,9959.0,3,Stayed,0,5025,Yes
-Male,57,No,No,Yes,Yes,3,United States,California,Santa Maria,93458,"34.95934, -120.490081",34.95934,-120.490081,"43,684",Q3,No,0,71,Offer A,Yes,23.41,Yes,Yes,DSL,53,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,85.45,6300.85,0.0,0,1662.11,7962.96,4,Stayed,0,5280,Yes
-Male,33,No,No,No,No,0,United States,California,Santa Maria,93458,"34.95934, -120.490081",34.95934,-120.490081,"43,684",Q3,No,0,46,Offer B,No,0.0,No,Yes,DSL,13,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,60.75,2893.4,0.0,0,0.0,2893.4,4,Stayed,0,2694,No
-Female,77,No,Yes,Yes,Yes,2,United States,California,Edwards,93523,"34.966777, -117.961179",34.966777,-117.961179,"7,685",Q3,Yes,8,11,,Yes,17.66,Yes,Yes,Fiber Optic,13,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,78.1,864.85,0.0,0,194.26,1059.11,5,Stayed,0,2333,Yes
-Female,56,No,No,No,No,0,United States,California,Edwards,93523,"34.966777, -117.961179",34.966777,-117.961179,"7,685",Q3,No,0,3,,No,0.0,No,Yes,Cable,25,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.6,155.35,0.0,0,0.0,155.35,1,Churned,1,4800,No
-Male,47,No,No,Yes,Yes,2,United States,California,Edwards,93523,"34.966777, -117.961179",34.966777,-117.961179,"7,685",Q3,Yes,3,7,,Yes,49.98,No,Yes,Cable,25,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,71.35,515.75,0.0,0,349.86,865.61,3,Stayed,0,3459,Yes
-Female,21,Yes,No,Yes,Yes,3,United States,California,Edwards,93523,"34.966777, -117.961179",34.966777,-117.961179,"7,685",Q3,Yes,5,42,Offer B,Yes,6.37,Yes,Yes,Fiber Optic,69,Yes,Yes,No,No,Yes,No,No,No,One Year,Yes,Credit Card,94.45,3923.8,0.0,140,267.54,4331.34,3,Stayed,0,5643,Yes
-Male,67,No,Yes,No,No,0,United States,California,Keeler,93530,"36.560498, -117.962461",36.560498,-117.962461,71,Q3,No,0,49,Offer B,Yes,43.19,Yes,Yes,Cable,10,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,81.35,4060.9,0.0,0,2116.31,6177.21,4,Stayed,0,4537,No
-Female,22,Yes,No,No,No,0,United States,California,Keeler,93530,"36.560498, -117.962461",36.560498,-117.962461,71,Q3,No,0,3,,Yes,3.12,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.85,57.2,0.0,0,9.36,66.56,4,Joined,0,5634,No
-Male,58,No,No,Yes,Yes,3,United States,California,Keeler,93530,"36.560498, -117.962461",36.560498,-117.962461,71,Q3,Yes,8,28,,No,0.0,No,Yes,DSL,52,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,60.0,1682.05,0.0,0,0.0,1682.05,5,Stayed,0,2797,Yes
-Female,19,Yes,No,No,No,0,United States,California,Keeler,93530,"36.560498, -117.962461",36.560498,-117.962461,71,Q3,No,0,14,,Yes,36.22,No,Yes,Cable,59,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.1,709.5,0.0,0,507.08,1216.58,3,Stayed,0,2331,No
-Male,79,No,Yes,Yes,No,0,United States,California,Lancaster,93535,"34.712708, -117.889656",34.712708,-117.889656,"57,794",Q3,Yes,10,69,Offer A,No,0.0,No,Yes,DSL,12,Yes,Yes,No,No,Yes,Yes,Yes,No,Two Year,No,Credit Card,56.55,3952.65,0.0,40,0.0,3992.65,3,Stayed,0,4162,Yes
-Female,38,No,No,No,No,0,United States,California,Lancaster,93535,"34.712708, -117.889656",34.712708,-117.889656,"57,794",Q3,No,0,22,,Yes,18.01,No,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,89.25,1907.85,0.0,0,396.22,2304.07,1,Churned,1,3161,No
-Male,21,Yes,No,No,No,0,United States,California,Lancaster,93535,"34.712708, -117.889656",34.712708,-117.889656,"57,794",Q3,No,0,1,,Yes,29.33,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.75,19.75,0.0,0,29.33,49.08,3,Churned,1,4851,No
-Male,46,No,No,Yes,Yes,2,United States,California,Lancaster,93535,"34.712708, -117.889656",34.712708,-117.889656,"57,794",Q3,Yes,4,7,,No,0.0,No,Yes,DSL,28,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,49.65,305.55,0.0,0,0.0,305.55,3,Stayed,0,2750,Yes
-Male,66,No,Yes,No,No,0,United States,California,Tehachapi,93561,"35.073777, -118.652112",35.073777,-118.652112,"25,805",Q3,No,0,19,,Yes,29.8,No,Yes,Fiber Optic,16,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,87.3,1637.3,0.0,0,566.2,2203.5,3,Stayed,0,4447,No
-Male,30,No,No,No,No,0,United States,California,Tehachapi,93561,"35.073777, -118.652112",35.073777,-118.652112,"25,805",Q3,No,0,38,Offer C,Yes,31.27,Yes,Yes,Fiber Optic,85,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.25,3777.15,0.0,0,1188.26,4965.41,1,Churned,1,5274,No
-Female,59,No,No,Yes,Yes,3,United States,California,Tehachapi,93561,"35.073777, -118.652112",35.073777,-118.652112,"25,805",Q3,Yes,6,3,Offer E,No,0.0,No,Yes,Cable,53,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,40.3,92.5,0.0,0,0.0,92.5,4,Joined,0,5651,Yes
-Female,62,No,No,Yes,Yes,2,United States,California,Tehachapi,93561,"35.073777, -118.652112",35.073777,-118.652112,"25,805",Q3,Yes,8,29,,Yes,5.35,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,26.1,692.55,0.0,0,155.15,847.7,3,Stayed,0,2828,Yes
-Male,72,No,Yes,Yes,No,0,United States,California,Bass Lake,93604,"37.458367, -119.345011",37.458367,-119.345011,613,Q3,Yes,9,67,Offer A,Yes,48.68,Yes,Yes,Fiber Optic,17,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,102.9,6989.7,0.0,0,3261.56,10251.26,3,Stayed,0,5869,Yes
-Female,41,No,No,No,No,0,United States,California,Bass Lake,93604,"37.458367, -119.345011",37.458367,-119.345011,613,Q3,No,0,1,,Yes,34.04,No,Yes,DSL,23,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,52.2,52.2,0.0,0,34.04,86.24,1,Churned,1,4138,No
-Female,44,No,No,No,Yes,1,United States,California,Bass Lake,93604,"37.458367, -119.345011",37.458367,-119.345011,613,Q3,No,0,14,Offer D,Yes,44.14,No,Yes,DSL,24,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,59.8,824.85,0.0,0,617.96,1442.81,4,Stayed,0,5962,No
-Female,27,Yes,No,No,No,0,United States,California,Bass Lake,93604,"37.458367, -119.345011",37.458367,-119.345011,613,Q3,No,0,10,,Yes,12.39,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.9,247.0,0.0,0,123.9,370.9,5,Stayed,0,4905,No
-Male,75,No,Yes,Yes,No,0,United States,California,Cantua Creek,93608,"36.488056, -120.407691",36.488056,-120.407691,"1,766",Q3,Yes,4,72,Offer A,Yes,5.6,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Mailed Check,114.5,8331.95,0.0,0,403.2,8735.15,3,Stayed,0,6051,Yes
-Female,26,Yes,No,No,No,0,United States,California,Cantua Creek,93608,"36.488056, -120.407691",36.488056,-120.407691,"1,766",Q3,No,0,8,Offer E,Yes,19.68,Yes,Yes,Fiber Optic,41,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.35,847.3,0.0,0,157.44,1004.74,1,Churned,1,2363,No
-Male,40,No,No,Yes,No,0,United States,California,Cantua Creek,93608,"36.488056, -120.407691",36.488056,-120.407691,"1,766",Q3,Yes,5,72,Offer A,Yes,24.24,Yes,Yes,DSL,27,Yes,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,55.3,3983.6,0.0,0,1745.28,5728.88,4,Stayed,0,6259,Yes
-Female,39,No,No,No,Yes,3,United States,California,Cantua Creek,93608,"36.488056, -120.407691",36.488056,-120.407691,"1,766",Q3,No,0,1,Offer E,Yes,9.0,No,Yes,Cable,53,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,49.9,49.9,0.0,0,9.0,58.9,3,Joined,0,5969,No
-Female,65,No,Yes,No,No,0,United States,California,Caruthers,93609,"36.5276, -119.865999",36.5276,-119.865999,"5,446",Q3,No,0,38,,Yes,4.09,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,20.2,735.9,0.0,0,155.42,891.32,3,Stayed,0,4947,No
-Female,59,No,No,Yes,No,0,United States,California,Caruthers,93609,"36.5276, -119.865999",36.5276,-119.865999,"5,446",Q3,Yes,5,34,,Yes,12.3,Yes,Yes,DSL,26,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,60.85,2003.6,0.0,0,418.2,2421.8,4,Stayed,0,3012,Yes
-Male,61,No,No,Yes,No,0,United States,California,Caruthers,93609,"36.5276, -119.865999",36.5276,-119.865999,"5,446",Q3,Yes,8,17,Offer D,Yes,14.69,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.9,329.75,0.0,0,249.73,579.48,3,Stayed,0,3526,Yes
-Female,44,No,No,No,No,0,United States,California,Caruthers,93609,"36.5276, -119.865999",36.5276,-119.865999,"5,446",Q3,No,0,20,,Yes,22.75,Yes,Yes,Cable,11,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,68.9,1370.35,0.0,0,455.0,1825.35,5,Stayed,0,3265,No
-Male,71,No,Yes,Yes,No,0,United States,California,Chowchilla,93610,"37.100948, -120.270136",37.100948,-120.270136,"19,391",Q3,Yes,8,40,,Yes,28.56,No,Yes,DSL,18,No,No,No,No,No,Yes,Yes,No,One Year,No,Bank Withdrawal,55.8,2283.3,0.0,50,1142.4,3475.7,3,Stayed,0,3587,Yes
-Female,54,No,No,Yes,No,0,United States,California,Chowchilla,93610,"37.100948, -120.270136",37.100948,-120.270136,"19,391",Q3,Yes,4,24,,Yes,31.62,Yes,Yes,DSL,12,Yes,Yes,No,No,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,78.4,1832.4,0.0,130,758.88,2721.28,3,Stayed,0,2506,Yes
-Male,22,Yes,No,Yes,Yes,3,United States,California,Chowchilla,93610,"37.100948, -120.270136",37.100948,-120.270136,"19,391",Q3,Yes,5,32,Offer C,Yes,35.05,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.45,674.55,0.0,0,1121.6,1796.15,4,Stayed,0,4363,Yes
-Female,42,No,No,No,No,0,United States,California,Chowchilla,93610,"37.100948, -120.270136",37.100948,-120.270136,"19,391",Q3,No,0,1,Offer E,Yes,28.18,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.25,20.25,0.0,0,28.18,48.43,4,Joined,0,5854,No
-Female,70,No,Yes,No,No,0,United States,California,Del Rey,93616,"36.657462, -119.595293",36.657462,-119.595293,"1,965",Q3,No,0,59,,Yes,24.27,Yes,Yes,Fiber Optic,9,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99.5,5890.0,0.0,0,1431.93,7321.93,5,Stayed,0,5513,No
-Female,22,Yes,No,No,No,0,United States,California,Del Rey,93616,"36.657462, -119.595293",36.657462,-119.595293,"1,965",Q3,No,0,34,,Yes,20.75,No,Yes,DSL,27,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,67.65,2339.3,0.0,0,705.5,3044.8,3,Stayed,0,4263,No
-Female,56,No,No,Yes,Yes,2,United States,California,Del Rey,93616,"36.657462, -119.595293",36.657462,-119.595293,"1,965",Q3,Yes,6,27,Offer C,Yes,46.66,No,Yes,Fiber Optic,28,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,74.4,1972.35,0.0,0,1259.82,3232.17,3,Stayed,0,4331,Yes
-Male,31,No,No,No,Yes,1,United States,California,Del Rey,93616,"36.657462, -119.595293",36.657462,-119.595293,"1,965",Q3,No,0,64,Offer B,Yes,22.41,No,Yes,Fiber Optic,24,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.15,6171.2,0.0,0,1434.24,7605.44,5,Stayed,0,4590,No
-Male,79,No,Yes,Yes,No,0,United States,California,Five Points,93624,"36.397745, -120.119911",36.397745,-120.119911,"1,852",Q3,Yes,9,15,,Yes,22.83,Yes,Yes,Fiber Optic,26,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.5,1392.25,0.0,0,342.45,1734.7,4,Stayed,0,2394,Yes
-Male,58,No,No,No,No,0,United States,California,Five Points,93624,"36.397745, -120.119911",36.397745,-120.119911,"1,852",Q3,No,0,62,Offer B,Yes,22.64,Yes,Yes,Fiber Optic,9,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,96.75,6125.4,0.0,0,1403.68,7529.08,2,Churned,1,5016,No
-Male,58,No,No,Yes,No,0,United States,California,Five Points,93624,"36.397745, -120.119911",36.397745,-120.119911,"1,852",Q3,Yes,1,28,Offer C,Yes,9.62,Yes,Yes,Fiber Optic,24,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,106.1,2847.4,0.0,0,269.36,3116.76,1,Churned,1,3770,Yes
-Male,22,Yes,No,Yes,Yes,1,United States,California,Five Points,93624,"36.397745, -120.119911",36.397745,-120.119911,"1,852",Q3,Yes,1,72,Offer A,Yes,23.7,Yes,Yes,Fiber Optic,59,No,No,Yes,No,No,Yes,Yes,No,Two Year,Yes,Credit Card,90.8,6511.8,0.0,60,1706.4,8278.2,3,Stayed,0,6188,Yes
-Male,66,No,Yes,Yes,No,0,United States,California,Kerman,93630,"36.727418, -120.123526",36.727418,-120.123526,"14,062",Q3,Yes,1,16,,Yes,15.44,No,Yes,Fiber Optic,20,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,91.55,1540.05,0.0,0,247.04,1787.09,5,Stayed,0,4045,Yes
-Male,61,No,No,No,No,0,United States,California,Kerman,93630,"36.727418, -120.123526",36.727418,-120.123526,"14,062",Q3,No,0,6,,Yes,11.97,No,Yes,Fiber Optic,27,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.35,489.45,0.0,0,71.82,561.27,3,Churned,1,4694,No
-Male,28,Yes,No,Yes,Yes,2,United States,California,Kerman,93630,"36.727418, -120.123526",36.727418,-120.123526,"14,062",Q3,Yes,3,47,Offer B,Yes,15.68,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.55,1160.45,0.0,0,736.96,1897.41,4,Stayed,0,3629,Yes
-Male,25,Yes,No,Yes,Yes,1,United States,California,Kerman,93630,"36.727418, -120.123526",36.727418,-120.123526,"14,062",Q3,Yes,6,33,,Yes,5.86,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.45,600.25,0.0,0,193.38,793.63,5,Stayed,0,3470,Yes
-Male,77,No,Yes,No,No,0,United States,California,Madera,93637,"36.902954, -120.194274",36.902954,-120.194274,"28,434",Q3,No,0,57,,Yes,2.21,Yes,Yes,Fiber Optic,11,Yes,No,No,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,93.75,5625.55,0.0,0,125.97,5751.52,3,Stayed,0,4276,No
-Male,54,No,No,Yes,No,0,United States,California,Madera,93637,"36.902954, -120.194274",36.902954,-120.194274,"28,434",Q3,Yes,1,40,Offer B,Yes,22.56,Yes,Yes,Cable,4,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.3,4113.1,0.0,0,902.4,5015.5,1,Churned,1,2576,Yes
-Female,20,Yes,No,Yes,Yes,2,United States,California,Madera,93637,"36.902954, -120.194274",36.902954,-120.194274,"28,434",Q3,Yes,3,48,Offer B,Yes,13.26,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.55,883.35,0.0,0,636.48,1519.83,5,Stayed,0,5461,Yes
-Female,54,No,No,No,No,0,United States,California,Madera,93637,"36.902954, -120.194274",36.902954,-120.194274,"28,434",Q3,No,0,59,Offer B,Yes,39.42,Yes,Yes,Fiber Optic,12,Yes,Yes,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,99.45,5623.7,0.0,30,2325.78,7979.48,3,Stayed,0,5247,No
-Male,66,No,Yes,Yes,No,0,United States,California,Fresno,93704,"36.799648, -119.801247",36.799648,-119.801247,"26,580",Q3,Yes,1,72,Offer A,Yes,18.74,Yes,Yes,Fiber Optic,14,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,109.75,7932.5,0.0,140,1349.28,9421.78,4,Stayed,0,4265,Yes
-Male,27,Yes,No,No,No,0,United States,California,Fresno,93704,"36.799648, -119.801247",36.799648,-119.801247,"26,580",Q3,No,0,36,Offer C,Yes,42.51,No,Yes,Cable,52,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,79.2,2854.95,0.0,40,1530.36,4425.31,3,Stayed,0,4830,No
-Male,21,Yes,No,No,Yes,1,United States,California,Fresno,93704,"36.799648, -119.801247",36.799648,-119.801247,"26,580",Q3,No,0,39,Offer C,Yes,14.72,Yes,Yes,Fiber Optic,85,No,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,100.55,3895.35,0.0,0,574.08,4469.43,3,Stayed,0,3124,No
-Female,28,Yes,No,No,No,0,United States,California,Fresno,93704,"36.799648, -119.801247",36.799648,-119.801247,"26,580",Q3,No,0,67,Offer A,Yes,35.99,No,Yes,DSL,73,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Credit Card,60.5,3870.0,0.0,0,2411.33,6281.33,3,Stayed,0,4363,No
-Male,66,No,Yes,Yes,No,0,United States,California,Fresno,93722,"36.78979, -119.929894",36.78979,-119.929894,"60,889",Q3,Yes,1,34,,Yes,2.07,Yes,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.55,2425.4,0.0,0,70.38,2495.78,5,Stayed,0,5381,Yes
-Male,44,No,No,Yes,No,0,United States,California,Fresno,93722,"36.78979, -119.929894",36.78979,-119.929894,"60,889",Q3,Yes,1,71,,No,0.0,No,Yes,Cable,25,No,Yes,No,No,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,49.35,3515.25,0.0,100,0.0,3615.25,1,Churned,1,4879,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,Fresno,93722,"36.78979, -119.929894",36.78979,-119.929894,"60,889",Q3,Yes,7,15,,Yes,34.63,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.55,295.95,0.0,0,519.45,815.4,5,Stayed,0,3009,Yes
-Female,34,No,No,Yes,No,0,United States,California,Fresno,93722,"36.78979, -119.929894",36.78979,-119.929894,"60,889",Q3,Yes,1,4,,Yes,29.14,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.6,93.45,0.0,0,116.56,210.01,4,Stayed,0,4580,Yes
-Male,71,No,Yes,Yes,No,0,United States,California,Fresno,93728,"36.757345, -119.818274",36.757345,-119.818274,"16,346",Q3,Yes,1,19,,Yes,30.44,No,Yes,DSL,26,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,66.4,1286.05,0.0,0,578.36,1864.41,4,Stayed,0,4533,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,Fresno,93728,"36.757345, -119.818274",36.757345,-119.818274,"16,346",Q3,Yes,3,72,,Yes,44.92,Yes,Yes,DSL,69,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,89.8,6510.45,0.0,0,3234.24,9744.69,3,Stayed,0,5762,Yes
-Male,24,Yes,No,Yes,Yes,1,United States,California,Fresno,93728,"36.757345, -119.818274",36.757345,-119.818274,"16,346",Q3,Yes,1,72,,Yes,22.78,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.35,1354.4,0.0,0,1640.16,2994.56,3,Stayed,0,4949,Yes
-Male,44,No,No,No,No,0,United States,California,Fresno,93728,"36.757345, -119.818274",36.757345,-119.818274,"16,346",Q3,No,0,27,,Yes,21.66,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.3,595.05,0.0,0,584.82,1179.87,5,Stayed,0,3159,No
-Female,65,No,Yes,No,No,0,United States,California,Monterey,93940,"36.362741, -121.869685",36.362741,-121.869685,"32,857",Q3,No,0,35,,Yes,16.91,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.55,2419.0,0.0,0,591.85,3010.85,4,Stayed,0,5873,No
-Male,61,No,No,Yes,No,0,United States,California,Monterey,93940,"36.362741, -121.869685",36.362741,-121.869685,"32,857",Q3,Yes,6,62,,No,0.0,No,Yes,Cable,4,No,No,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,39.0,2337.45,0.0,0,0.0,2337.45,4,Stayed,0,4987,Yes
-Male,39,No,No,No,No,0,United States,California,Monterey,93940,"36.362741, -121.869685",36.362741,-121.869685,"32,857",Q3,No,0,24,Offer C,Yes,25.68,Yes,Yes,Fiber Optic,6,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.65,2404.85,0.0,0,616.32,3021.17,3,Stayed,0,5207,No
-Male,29,Yes,No,Yes,No,0,United States,California,Monterey,93940,"36.362741, -121.869685",36.362741,-121.869685,"32,857",Q3,Yes,4,72,Offer A,Yes,35.71,Yes,Yes,Fiber Optic,58,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,115.15,8349.45,0.0,0,2571.12,10920.57,4,Stayed,0,5398,Yes
-Female,74,No,Yes,No,No,0,United States,California,Redwood City,94062,"37.410567, -122.297152",37.410567,-122.297152,"25,569",Q3,No,0,35,,Yes,32.92,Yes,Yes,Fiber Optic,22,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,110.8,3836.3,0.0,110,1152.2,5098.5,3,Stayed,0,2125,No
-Male,21,Yes,No,Yes,No,0,United States,California,Redwood City,94062,"37.410567, -122.297152",37.410567,-122.297152,"25,569",Q3,Yes,1,55,Offer B,Yes,10.61,Yes,Yes,Fiber Optic,76,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.15,5743.05,0.0,0,583.55,6326.6,1,Churned,1,4369,Yes
-Male,53,No,No,No,No,0,United States,California,Redwood City,94062,"37.410567, -122.297152",37.410567,-122.297152,"25,569",Q3,No,0,30,Offer C,Yes,41.66,Yes,Yes,Fiber Optic,28,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.3,2679.7,0.0,0,1249.8,3929.5,3,Stayed,0,4219,No
-Female,63,No,No,No,No,0,United States,California,Redwood City,94062,"37.410567, -122.297152",37.410567,-122.297152,"25,569",Q3,No,0,52,,No,0.0,No,Yes,DSL,7,Yes,Yes,No,Yes,No,No,No,No,Two Year,No,Credit Card,39.1,1982.1,0.0,130,0.0,2112.1,3,Stayed,0,4247,No
-Male,80,No,Yes,Yes,No,0,United States,California,Alameda,94501,"37.774633, -122.274434",37.774633,-122.274434,"58,555",Q3,Yes,3,71,Offer A,Yes,37.25,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.45,1789.65,0.0,0,2644.75,4434.4,5,Stayed,0,5341,Yes
-Female,55,No,No,No,No,0,United States,California,Alameda,94501,"37.774633, -122.274434",37.774633,-122.274434,"58,555",Q3,No,0,24,,Yes,47.31,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,21.05,531.55,0.0,0,1135.44,1666.99,5,Stayed,0,2050,No
-Female,38,No,No,No,No,0,United States,California,Alameda,94501,"37.774633, -122.274434",37.774633,-122.274434,"58,555",Q3,No,0,12,,Yes,18.12,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.45,246.25,0.0,0,217.44,463.69,4,Stayed,0,4788,No
-Male,62,No,No,Yes,Yes,3,United States,California,Alameda,94501,"37.774633, -122.274434",37.774633,-122.274434,"58,555",Q3,No,0,46,,Yes,7.67,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.75,856.5,0.0,0,352.82,1209.32,4,Stayed,0,2610,Yes
-Male,75,No,Yes,No,No,0,United States,California,Alamo,94507,"37.855717, -121.994813",37.855717,-121.994813,"15,187",Q3,No,0,67,Offer A,Yes,39.89,Yes,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,75.7,5060.85,0.0,0,2672.63,7733.48,4,Stayed,0,5823,No
-Female,56,No,No,Yes,No,0,United States,California,Alamo,94507,"37.855717, -121.994813",37.855717,-121.994813,"15,187",Q3,Yes,6,72,,No,0.0,No,Yes,DSL,4,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,65.5,4919.7,0.0,0,0.0,4919.7,3,Stayed,0,4119,Yes
-Female,30,No,No,Yes,No,0,United States,California,Alamo,94507,"37.855717, -121.994813",37.855717,-121.994813,"15,187",Q3,Yes,1,71,Offer A,Yes,26.58,Yes,Yes,Cable,27,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,80.45,5662.25,0.0,0,1887.18,7549.43,5,Stayed,0,4518,Yes
-Male,38,No,No,Yes,Yes,2,United States,California,Alamo,94507,"37.855717, -121.994813",37.855717,-121.994813,"15,187",Q3,Yes,1,69,,Yes,42.9,No,Yes,Fiber Optic,24,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,106.35,7261.75,0.0,0,2960.1,10221.85,4,Stayed,0,6315,Yes
-Female,70,No,Yes,No,No,0,United States,California,Fremont,94538,"37.505768, -121.962472",37.505768,-121.962472,"56,126",Q3,No,0,26,,Yes,19.21,No,Yes,Fiber Optic,15,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,78.8,2006.1,0.0,0,499.46,2505.56,3,Stayed,0,4509,No
-Male,36,No,No,No,No,0,United States,California,Fremont,94538,"37.505768, -121.962472",37.505768,-121.962472,"56,126",Q3,No,0,1,,Yes,10.41,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,45.7,45.7,0.0,0,10.41,56.11,3,Churned,1,3571,No
-Male,61,No,No,Yes,Yes,1,United States,California,Fremont,94538,"37.505768, -121.962472",37.505768,-121.962472,"56,126",Q3,Yes,5,6,Offer E,Yes,49.2,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.6,260.8,0.0,0,295.2,556.0,2,Churned,1,4525,Yes
-Male,50,No,No,Yes,Yes,3,United States,California,Fremont,94538,"37.505768, -121.962472",37.505768,-121.962472,"56,126",Q3,Yes,5,35,Offer C,Yes,1.53,No,Yes,Fiber Optic,57,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,89.7,3165.6,0.0,0,53.55,3219.15,4,Stayed,0,2775,Yes
-Male,70,No,Yes,Yes,Yes,1,United States,California,Orinda,94563,"37.873916, -122.20522",37.873916,-122.20522,"17,964",Q3,Yes,7,34,,Yes,11.74,Yes,Yes,Fiber Optic,12,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,108.9,3625.2,0.0,30,399.16,4054.36,3,Stayed,0,5151,Yes
-Male,21,Yes,No,Yes,No,0,United States,California,Orinda,94563,"37.873916, -122.20522",37.873916,-122.20522,"17,964",Q3,Yes,1,1,Offer E,Yes,37.83,No,Yes,Fiber Optic,51,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.8,84.8,0.0,0,37.83,122.63,3,Churned,1,2627,Yes
-Female,22,Yes,No,No,No,0,United States,California,Orinda,94563,"37.873916, -122.20522",37.873916,-122.20522,"17,964",Q3,No,0,39,,Yes,25.33,No,Yes,DSL,82,Yes,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,47.85,1886.4,0.0,70,987.87,2944.27,3,Stayed,0,5531,No
-Male,49,No,No,Yes,No,0,United States,California,Orinda,94563,"37.873916, -122.20522",37.873916,-122.20522,"17,964",Q3,Yes,3,9,,Yes,22.41,Yes,Yes,Fiber Optic,21,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,88.05,801.3,0.0,0,201.69,1002.99,3,Stayed,0,2715,Yes
-Female,69,No,Yes,No,No,0,United States,California,Vallejo,94591,"38.105733, -122.186338",38.105733,-122.186338,"51,665",Q3,No,0,62,,Yes,19.52,Yes,Yes,Fiber Optic,3,No,No,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,84.45,4959.15,0.0,0,1210.24,6169.39,4,Stayed,0,4166,No
-Male,59,No,No,No,No,0,United States,California,Vallejo,94591,"38.105733, -122.186338",38.105733,-122.186338,"51,665",Q3,No,0,21,Offer D,Yes,34.39,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.0,417.7,0.0,0,722.19,1139.89,3,Stayed,0,2366,No
-Female,62,No,No,No,No,0,United States,California,Vallejo,94591,"38.105733, -122.186338",38.105733,-122.186338,"51,665",Q3,No,0,39,,Yes,6.77,No,Yes,DSL,17,No,No,No,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,59.3,2209.15,0.0,0,264.03,2473.18,4,Stayed,0,5843,No
-Male,42,No,No,No,No,0,United States,California,Vallejo,94591,"38.105733, -122.186338",38.105733,-122.186338,"51,665",Q3,No,0,25,Offer C,Yes,40.11,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,69.75,1729.35,0.0,100,1002.75,2832.1,4,Stayed,0,3080,No
-Male,80,No,Yes,No,No,0,United States,California,Berkeley,94708,"37.897743, -122.263124",37.897743,-122.263124,"10,737",Q3,No,0,11,Offer D,Yes,26.84,No,Yes,Fiber Optic,15,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,79.15,827.7,0.0,140,295.24,1262.94,5,Stayed,0,3355,No
-Male,60,No,No,No,No,0,United States,California,Berkeley,94708,"37.897743, -122.263124",37.897743,-122.263124,"10,737",Q3,No,0,4,,Yes,30.44,Yes,Yes,Cable,10,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.4,206.6,0.0,0,121.76,328.36,1,Churned,1,4399,No
-Female,39,No,No,Yes,Yes,3,United States,California,Berkeley,94708,"37.897743, -122.263124",37.897743,-122.263124,"10,737",Q3,Yes,8,50,Offer B,Yes,10.21,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.75,3557.7,0.0,0,510.5,4068.2,5,Stayed,0,4539,Yes
-Female,46,No,No,No,No,0,United States,California,Berkeley,94708,"37.897743, -122.263124",37.897743,-122.263124,"10,737",Q3,No,0,11,,Yes,36.52,No,Yes,Fiber Optic,20,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,76.4,838.7,0.0,0,401.72,1240.42,4,Stayed,0,4033,No
-Male,72,No,Yes,No,No,0,United States,California,Cotati,94931,"38.326215, -122.718742",38.326215,-122.718742,"7,936",Q3,No,0,60,,Yes,10.2,Yes,Yes,DSL,29,Yes,Yes,No,No,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,71.75,4374.55,0.0,10,612.0,4996.55,3,Stayed,0,4964,No
-Female,50,No,No,No,No,0,United States,California,Cotati,94931,"38.326215, -122.718742",38.326215,-122.718742,"7,936",Q3,No,0,1,Offer E,Yes,6.08,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.65,19.65,0.0,0,6.08,25.73,3,Churned,1,5881,No
-Female,26,Yes,No,No,No,0,United States,California,Cotati,94931,"38.326215, -122.718742",38.326215,-122.718742,"7,936",Q3,No,0,1,,Yes,35.25,No,Yes,Fiber Optic,30,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,74.9,0.0,0,35.25,110.15,1,Churned,1,5919,No
-Female,21,Yes,No,Yes,Yes,1,United States,California,Cotati,94931,"38.326215, -122.718742",38.326215,-122.718742,"7,936",Q3,Yes,8,61,,Yes,42.11,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.1,1143.8,0.0,0,2568.71,3712.51,4,Stayed,0,4376,Yes
-Female,70,No,Yes,Yes,Yes,1,United States,California,Aromas,95004,"36.878364, -121.629781",36.878364,-121.629781,"3,373",Q3,Yes,1,12,Offer D,No,0.0,No,Yes,DSL,14,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,29.3,355.9,0.0,0,0.0,355.9,4,Stayed,0,3353,Yes
-Male,44,No,No,No,No,0,United States,California,Aromas,95004,"36.878364, -121.629781",36.878364,-121.629781,"3,373",Q3,No,0,5,Offer E,Yes,40.15,Yes,Yes,Fiber Optic,19,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.85,462.8,0.0,0,200.75,663.55,3,Churned,1,5701,No
-Female,35,No,No,Yes,Yes,5,United States,California,Aromas,95004,"36.878364, -121.629781",36.878364,-121.629781,"3,373",Q3,Yes,2,59,,Yes,48.07,Yes,Yes,Fiber Optic,53,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.65,5580.8,0.0,0,2836.13,8416.93,3,Stayed,0,5266,Yes
-Female,30,No,No,Yes,No,0,United States,California,Aromas,95004,"36.878364, -121.629781",36.878364,-121.629781,"3,373",Q3,Yes,5,68,Offer A,Yes,28.36,Yes,Yes,Fiber Optic,82,No,No,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,89.95,5974.3,0.0,0,1928.48,7902.78,4,Stayed,0,5672,Yes
-Female,80,No,Yes,No,No,0,United States,California,Santa Cruz,95065,"37.031404, -121.981865",37.031404,-121.981865,"8,365",Q3,No,0,8,,Yes,39.01,No,Yes,Fiber Optic,28,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,87.1,713.6,0.0,0,312.08,1025.68,5,Stayed,0,3950,No
-Female,19,Yes,No,No,No,0,United States,California,Santa Cruz,95065,"37.031404, -121.981865",37.031404,-121.981865,"8,365",Q3,No,0,1,,Yes,40.48,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.95,20.95,0.0,0,40.48,61.43,1,Churned,1,4285,No
-Male,32,No,No,No,No,0,United States,California,Santa Cruz,95065,"37.031404, -121.981865",37.031404,-121.981865,"8,365",Q3,No,0,42,,Yes,48.41,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.55,839.4,12.16,0,2033.22,2860.46,3,Stayed,0,5293,No
-Female,26,Yes,No,Yes,Yes,1,United States,California,Santa Cruz,95065,"37.031404, -121.981865",37.031404,-121.981865,"8,365",Q3,Yes,8,72,Offer A,Yes,38.99,Yes,Yes,Cable,73,Yes,No,Yes,No,Yes,No,Yes,Yes,Two Year,Yes,Bank Withdrawal,71.45,5025.85,0.0,0,2807.28,7833.13,3,Stayed,0,5656,Yes
-Female,75,No,Yes,No,No,0,United States,California,Saratoga,95070,"37.257772, -122.051824",37.257772,-122.051824,"30,589",Q3,No,0,53,,Yes,16.74,No,Yes,Fiber Optic,15,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,73.8,4003.85,0.0,0,887.22,4891.07,3,Stayed,0,6469,No
-Female,24,Yes,No,No,No,0,United States,California,Saratoga,95070,"37.257772, -122.051824",37.257772,-122.051824,"30,589",Q3,No,0,63,,Yes,37.76,Yes,Yes,Fiber Optic,48,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,97.45,6253.0,0.0,0,2378.88,8631.88,3,Stayed,0,4769,No
-Male,31,No,No,No,No,0,United States,California,Saratoga,95070,"37.257772, -122.051824",37.257772,-122.051824,"30,589",Q3,No,0,5,,Yes,7.83,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.25,109.8,0.0,0,39.15,148.95,3,Stayed,0,5064,No
-Female,56,No,No,Yes,No,0,United States,California,Saratoga,95070,"37.257772, -122.051824",37.257772,-122.051824,"30,589",Q3,Yes,3,16,Offer D,Yes,10.5,No,Yes,Fiber Optic,2,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.65,1461.15,0.0,0,168.0,1629.15,5,Stayed,0,3050,Yes
-Male,69,No,Yes,Yes,Yes,1,United States,California,San Jose,95130,"37.277592, -121.986477",37.277592,-121.986477,"13,481",Q3,Yes,9,64,,Yes,37.09,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,24.4,1548.65,0.0,0,2373.76,3922.41,3,Stayed,0,4772,Yes
-Male,28,Yes,No,No,No,0,United States,California,San Jose,95130,"37.277592, -121.986477",37.277592,-121.986477,"13,481",Q3,No,0,9,Offer E,Yes,49.14,Yes,Yes,Fiber Optic,58,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.35,758.6,0.0,0,442.26,1200.86,2,Churned,1,2752,No
-Female,29,Yes,No,Yes,No,0,United States,California,San Jose,95130,"37.277592, -121.986477",37.277592,-121.986477,"13,481",Q3,Yes,4,23,,Yes,11.4,No,Yes,DSL,58,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,66.25,1533.8,23.92,0,262.2,1772.08,4,Stayed,0,2072,Yes
-Female,35,No,No,No,No,0,United States,California,San Jose,95130,"37.277592, -121.986477",37.277592,-121.986477,"13,481",Q3,No,0,18,Offer D,Yes,34.12,No,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.8,1221.65,0.0,0,614.16,1835.81,4,Stayed,0,2421,No
-Female,69,No,Yes,No,No,0,United States,California,Stockton,95204,"37.974498, -121.319568",37.974498,-121.319568,"30,476",Q3,No,0,1,,Yes,22.34,No,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.2,70.2,0.0,0,22.34,92.54,5,Joined,0,2422,No
-Female,24,Yes,No,No,No,0,United States,California,Stockton,95204,"37.974498, -121.319568",37.974498,-121.319568,"30,476",Q3,No,0,3,Offer E,Yes,25.75,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.85,63.75,0.0,0,77.25,141.0,1,Churned,1,3398,No
-Female,30,No,No,No,No,0,United States,California,Stockton,95204,"37.974498, -121.319568",37.974498,-121.319568,"30,476",Q3,No,0,13,,Yes,37.03,Yes,Yes,DSL,52,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,88.95,1161.75,0.0,0,481.39,1643.14,3,Stayed,0,5407,No
-Female,34,No,No,No,No,0,United States,California,Stockton,95204,"37.974498, -121.319568",37.974498,-121.319568,"30,476",Q3,No,0,15,,Yes,31.68,No,Yes,Cable,23,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,48.85,736.8,0.0,0,475.2,1212.0,5,Stayed,0,5584,No
-Female,72,No,Yes,No,No,0,United States,California,Stockton,95210,"38.033219, -121.297433",38.033219,-121.297433,"40,611",Q3,No,0,69,,Yes,23.4,Yes,Yes,Fiber Optic,27,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,110.25,7467.55,0.0,0,1614.6,9082.15,3,Stayed,0,4948,No
-Male,32,No,No,No,No,0,United States,California,Stockton,95210,"38.033219, -121.297433",38.033219,-121.297433,"40,611",Q3,No,0,3,Offer E,Yes,11.94,Yes,Yes,Cable,30,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,100.95,329.95,0.0,10,35.82,375.77,1,Churned,1,5351,No
-Female,21,Yes,No,Yes,No,0,United States,California,Stockton,95210,"38.033219, -121.297433",38.033219,-121.297433,"40,611",Q3,Yes,6,32,Offer C,Yes,19.3,No,Yes,Fiber Optic,47,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.5,2324.7,0.0,0,617.6,2942.3,3,Stayed,0,3131,Yes
-Female,23,Yes,No,No,No,0,United States,California,Stockton,95210,"38.033219, -121.297433",38.033219,-121.297433,"40,611",Q3,No,0,60,,Yes,35.47,Yes,Yes,Fiber Optic,51,No,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,104.7,6333.8,0.0,150,2128.2,8612.0,5,Stayed,0,6186,No
-Female,67,No,Yes,Yes,Yes,1,United States,California,Copperopolis,95228,"37.943954, -120.67108",37.943954,-120.67108,"2,633",Q3,Yes,6,66,,Yes,39.38,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.9,6891.45,0.0,0,2599.08,9490.53,4,Stayed,0,4892,Yes
-Female,62,No,No,No,No,0,United States,California,Copperopolis,95228,"37.943954, -120.67108",37.943954,-120.67108,"2,633",Q3,No,0,53,Offer B,Yes,10.32,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,18.7,1005.7,0.0,0,546.96,1552.66,5,Stayed,0,4116,No
-Male,40,No,No,Yes,Yes,1,United States,California,Copperopolis,95228,"37.943954, -120.67108",37.943954,-120.67108,"2,633",Q3,Yes,10,2,Offer E,Yes,39.35,No,Yes,Fiber Optic,24,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,97.1,184.15,0.0,0,78.7,262.85,3,Joined,0,5745,Yes
-Male,55,No,No,Yes,No,0,United States,California,Copperopolis,95228,"37.943954, -120.67108",37.943954,-120.67108,"2,633",Q3,Yes,6,18,Offer D,Yes,31.79,No,Yes,Fiber Optic,19,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,78.2,1468.75,0.0,0,572.22,2040.97,5,Stayed,0,2831,Yes
-Male,69,No,Yes,No,No,0,United States,California,Big Oak Flat,95305,"37.818589, -120.256995",37.818589,-120.256995,167,Q3,No,0,6,Offer E,Yes,19.74,No,Yes,DSL,7,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.7,276.5,0.0,0,118.44,394.94,3,Stayed,0,4270,No
-Male,42,No,No,No,No,0,United States,California,Big Oak Flat,95305,"37.818589, -120.256995",37.818589,-120.256995,167,Q3,No,0,15,Offer D,Yes,45.92,No,Yes,Fiber Optic,12,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.35,1553.95,0.0,0,688.8,2242.75,2,Churned,1,3025,No
-Female,62,No,No,No,No,0,United States,California,Big Oak Flat,95305,"37.818589, -120.256995",37.818589,-120.256995,167,Q3,No,0,7,Offer E,Yes,46.79,Yes,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,541.15,0.0,0,327.53,868.68,1,Churned,1,5159,No
-Male,24,Yes,No,No,No,0,United States,California,Big Oak Flat,95305,"37.818589, -120.256995",37.818589,-120.256995,167,Q3,No,0,60,Offer B,Yes,30.92,No,Yes,DSL,26,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,61.4,3638.25,0.0,0,1855.2,5493.45,3,Stayed,0,6209,No
-Male,66,No,Yes,Yes,No,0,United States,California,Coulterville,95311,"37.722127, -120.110174",37.722127,-120.110174,"2,271",Q3,Yes,10,67,,Yes,44.9,Yes,Yes,Fiber Optic,20,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,83.85,5588.8,0.0,0,3008.3,8597.1,3,Stayed,0,5261,Yes
-Male,56,No,No,No,No,0,United States,California,Coulterville,95311,"37.722127, -120.110174",37.722127,-120.110174,"2,271",Q3,No,0,57,Offer B,No,0.0,No,Yes,DSL,30,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,53.75,3196.0,0.0,0,0.0,3196.0,4,Stayed,0,5594,No
-Male,57,No,No,Yes,Yes,2,United States,California,Coulterville,95311,"37.722127, -120.110174",37.722127,-120.110174,"2,271",Q3,Yes,4,42,Offer B,Yes,9.33,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.25,854.9,0.0,0,391.86,1246.76,4,Stayed,0,4439,Yes
-Female,60,No,No,No,No,0,United States,California,Coulterville,95311,"37.722127, -120.110174",37.722127,-120.110174,"2,271",Q3,No,0,61,Offer B,Yes,14.52,Yes,Yes,Fiber Optic,27,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,89.2,5500.6,0.0,0,885.72,6386.32,3,Stayed,0,5536,No
-Male,70,No,Yes,Yes,No,0,United States,California,El Portal,95318,"37.654551, -119.822984",37.654551,-119.822984,579,Q3,Yes,3,23,Offer D,Yes,31.53,No,Yes,Fiber Optic,20,Yes,Yes,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.0,2024.1,0.0,0,725.19,2749.29,3,Stayed,0,4999,Yes
-Female,38,No,No,No,No,0,United States,California,El Portal,95318,"37.654551, -119.822984",37.654551,-119.822984,579,Q3,No,0,35,Offer C,Yes,36.42,No,Yes,Fiber Optic,2,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99.25,3532.0,0.0,0,1274.7,4806.7,3,Stayed,0,3244,No
-Female,19,Yes,No,Yes,Yes,2,United States,California,El Portal,95318,"37.654551, -119.822984",37.654551,-119.822984,579,Q3,Yes,5,23,,Yes,27.24,No,Yes,Fiber Optic,82,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,84.4,1936.85,0.0,0,626.52,2563.37,3,Stayed,0,2177,Yes
-Male,19,Yes,No,Yes,Yes,2,United States,California,El Portal,95318,"37.654551, -119.822984",37.654551,-119.822984,579,Q3,Yes,7,54,Offer B,Yes,41.58,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,24.05,1230.9,0.0,0,2245.32,3476.22,4,Stayed,0,4039,Yes
-Female,77,No,Yes,Yes,No,0,United States,California,Gustine,95322,"37.147198, -121.120161",37.147198,-121.120161,"7,872",Q3,Yes,6,39,,Yes,9.13,No,Yes,Fiber Optic,18,Yes,Yes,No,No,Yes,Yes,No,Yes,One Year,No,Mailed Check,99.1,3877.95,0.0,0,356.07,4234.02,3,Stayed,0,4599,Yes
-Female,58,No,No,No,No,0,United States,California,Gustine,95322,"37.147198, -121.120161",37.147198,-121.120161,"7,872",Q3,No,0,1,Offer E,Yes,46.17,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.1,70.1,0.0,0,46.17,116.27,3,Churned,1,2007,No
-Male,60,No,No,Yes,No,0,United States,California,Gustine,95322,"37.147198, -121.120161",37.147198,-121.120161,"7,872",Q3,No,0,35,Offer C,Yes,5.06,Yes,Yes,Cable,20,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,69.15,2490.15,0.0,0,177.1,2667.25,3,Stayed,0,3945,Yes
-Female,27,Yes,No,Yes,Yes,1,United States,California,Gustine,95322,"37.147198, -121.120161",37.147198,-121.120161,"7,872",Q3,Yes,1,52,Offer B,Yes,3.41,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,19.85,1070.5,0.0,0,177.32,1247.82,4,Stayed,0,5432,Yes
-Female,71,No,Yes,No,No,0,United States,California,Le Grand,95333,"37.249377, -120.249581",37.249377,-120.249581,"3,256",Q3,No,0,26,,Yes,33.74,No,Yes,Fiber Optic,7,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,85.8,2193.65,0.0,0,877.24,3070.89,3,Stayed,0,5700,No
-Male,26,Yes,No,No,No,0,United States,California,Le Grand,95333,"37.249377, -120.249581",37.249377,-120.249581,"3,256",Q3,No,0,37,Offer C,Yes,38.72,Yes,Yes,Fiber Optic,59,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,104.5,3778.0,0.0,0,1432.64,5210.64,3,Stayed,0,4812,No
-Male,42,No,No,Yes,No,0,United States,California,Le Grand,95333,"37.249377, -120.249581",37.249377,-120.249581,"3,256",Q3,Yes,2,66,,Yes,7.61,No,Yes,DSL,10,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,85.9,5595.3,0.0,0,502.26,6097.56,3,Stayed,0,5137,Yes
-Male,36,No,No,No,No,0,United States,California,Le Grand,95333,"37.249377, -120.249581",37.249377,-120.249581,"3,256",Q3,No,0,37,,Yes,34.37,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.15,785.75,0.0,0,1271.69,2057.44,5,Stayed,0,4422,No
-Female,70,No,Yes,Yes,No,0,United States,California,Merced,95340,"37.255637, -120.493537",37.255637,-120.493537,"59,289",Q3,Yes,3,60,,No,0.0,No,Yes,DSL,22,No,Yes,No,No,Yes,Yes,No,No,Two Year,Yes,Credit Card,49.45,2907.55,0.0,40,0.0,2947.55,3,Stayed,0,4277,Yes
-Female,56,No,No,No,No,0,United States,California,Merced,95340,"37.255637, -120.493537",37.255637,-120.493537,"59,289",Q3,No,0,3,,Yes,5.63,No,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.15,194.2,0.0,0,16.89,211.09,3,Joined,0,2228,No
-Female,27,Yes,No,Yes,No,0,United States,California,Merced,95340,"37.255637, -120.493537",37.255637,-120.493537,"59,289",Q3,Yes,2,10,,Yes,10.42,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.55,252.75,0.0,0,104.2,356.95,3,Stayed,0,4907,Yes
-Female,61,No,No,No,No,0,United States,California,Merced,95340,"37.255637, -120.493537",37.255637,-120.493537,"59,289",Q3,No,0,38,,Yes,21.19,Yes,Yes,DSL,24,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,68.15,2656.3,0.0,0,805.22,3461.52,3,Stayed,0,3371,No
-Female,75,No,Yes,Yes,Yes,1,United States,California,Modesto,95357,"37.670526, -120.877572",37.670526,-120.877572,"13,343",Q3,Yes,3,59,,Yes,16.15,Yes,Yes,Fiber Optic,26,No,No,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,88.75,5348.65,0.0,0,952.85,6301.5,3,Stayed,0,6492,Yes
-Female,37,No,No,Yes,No,0,United States,California,Modesto,95357,"37.670526, -120.877572",37.670526,-120.877572,"13,343",Q3,Yes,1,3,Offer E,Yes,48.38,No,Yes,Fiber Optic,14,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.3,250.05,0.0,0,145.14,395.19,1,Churned,1,3212,Yes
-Female,25,Yes,No,No,No,0,United States,California,Modesto,95357,"37.670526, -120.877572",37.670526,-120.877572,"13,343",Q3,No,0,24,,Yes,5.98,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.45,527.35,0.0,0,143.52,670.87,4,Stayed,0,4690,No
-Female,20,Yes,No,Yes,No,0,United States,California,Modesto,95357,"37.670526, -120.877572",37.670526,-120.877572,"13,343",Q3,Yes,10,57,Offer B,Yes,8.01,Yes,Yes,Fiber Optic,73,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,109.4,6252.7,0.0,0,456.57,6709.27,5,Stayed,0,6026,Yes
-Male,78,No,Yes,No,No,0,United States,California,Newman,95360,"37.343846, -121.039391",37.343846,-121.039391,"8,504",Q3,No,0,35,,Yes,26.19,Yes,Yes,Fiber Optic,19,Yes,No,No,No,No,Yes,No,No,Month-to-Month,No,Credit Card,91.0,3180.5,0.0,40,916.65,4137.15,3,Stayed,0,5527,No
-Female,53,No,No,No,No,0,United States,California,Newman,95360,"37.343846, -121.039391",37.343846,-121.039391,"8,504",Q3,No,0,6,,Yes,11.81,No,Yes,Fiber Optic,24,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,91.1,455.3,0.0,0,70.86,526.16,2,Churned,1,2266,No
-Male,26,Yes,No,Yes,No,0,United States,California,Newman,95360,"37.343846, -121.039391",37.343846,-121.039391,"8,504",Q3,Yes,6,62,,Yes,32.28,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,23.75,1446.8,0.0,0,2001.36,3448.16,4,Stayed,0,4811,Yes
-Female,50,No,No,Yes,No,0,United States,California,Newman,95360,"37.343846, -121.039391",37.343846,-121.039391,"8,504",Q3,Yes,3,46,Offer B,No,0.0,No,Yes,DSL,30,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.55,2062.15,0.0,0,0.0,2062.15,4,Stayed,0,5565,Yes
-Female,68,No,Yes,Yes,No,0,United States,California,Ripon,95366,"37.750778, -121.13238",37.750778,-121.13238,"12,646",Q3,Yes,3,54,,Yes,23.94,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Mailed Check,18.95,1031.1,0.0,0,1292.76,2323.86,4,Stayed,0,5548,Yes
-Male,30,No,No,Yes,No,0,United States,California,Ripon,95366,"37.750778, -121.13238",37.750778,-121.13238,"12,646",Q3,Yes,4,64,,Yes,25.74,No,Yes,DSL,51,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Mailed Check,69.25,4447.75,0.0,0,1647.36,6095.11,4,Stayed,0,4226,Yes
-Female,25,Yes,No,Yes,No,0,United States,California,Ripon,95366,"37.750778, -121.13238",37.750778,-121.13238,"12,646",Q3,Yes,4,64,,Yes,14.78,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.45,1225.65,0.0,0,945.92,2171.57,3,Stayed,0,5113,Yes
-Male,34,No,No,No,No,0,United States,California,Ripon,95366,"37.750778, -121.13238",37.750778,-121.13238,"12,646",Q3,No,0,13,,Yes,30.06,No,Yes,Fiber Optic,5,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,73.75,956.65,0.0,0,390.78,1347.43,3,Stayed,0,2070,No
-Female,68,No,Yes,No,No,0,United States,California,Salida,95368,"37.713152, -121.08739",37.713152,-121.08739,"12,466",Q3,No,0,66,,Yes,10.45,Yes,Yes,Fiber Optic,20,Yes,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,102.4,6471.85,0.0,0,689.7,7161.55,3,Stayed,0,4861,No
-Male,47,No,No,Yes,No,0,United States,California,Salida,95368,"37.713152, -121.08739",37.713152,-121.08739,"12,466",Q3,Yes,1,1,,Yes,14.9,No,Yes,DSL,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.85,45.85,0.0,0,14.9,60.75,2,Churned,1,3706,Yes
-Male,62,No,No,No,No,0,United States,California,Salida,95368,"37.713152, -121.08739",37.713152,-121.08739,"12,466",Q3,No,0,19,,Yes,26.54,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.7,386.5,0.0,0,504.26,890.76,4,Stayed,0,4431,No
-Female,35,No,No,No,No,0,United States,California,Salida,95368,"37.713152, -121.08739",37.713152,-121.08739,"12,466",Q3,No,0,44,Offer B,Yes,32.83,No,Yes,Fiber Optic,24,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,88.15,3973.2,0.0,0,1444.52,5417.72,4,Stayed,0,4112,No
-Male,73,No,Yes,Yes,No,0,United States,California,Middletown,95461,"38.787446, -122.58675",38.787446,-122.58675,"7,789",Q3,Yes,10,54,,Yes,35.16,Yes,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.0,3919.15,0.0,0,1898.64,5817.79,5,Stayed,0,4991,Yes
-Male,55,No,No,No,No,0,United States,California,Middletown,95461,"38.787446, -122.58675",38.787446,-122.58675,"7,789",Q3,No,0,1,,Yes,42.19,No,Yes,Cable,29,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,62.8,62.8,0.0,0,42.19,104.99,5,Joined,0,2438,No
-Female,48,No,No,Yes,Yes,1,United States,California,Middletown,95461,"38.787446, -122.58675",38.787446,-122.58675,"7,789",Q3,No,0,12,Offer D,Yes,8.25,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.4,198.1,0.0,0,99.0,297.1,3,Stayed,0,3713,Yes
-Female,33,No,No,Yes,Yes,3,United States,California,Middletown,95461,"38.787446, -122.58675",38.787446,-122.58675,"7,789",Q3,Yes,1,72,,Yes,41.14,Yes,Yes,Fiber Optic,53,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,118.75,8672.45,0.0,0,2962.08,11634.53,4,Stayed,0,5475,Yes
-Male,73,No,Yes,Yes,No,0,United States,California,Witter Springs,95493,"39.222323, -122.985488",39.222323,-122.985488,240,Q3,Yes,2,69,,Yes,8.3,Yes,Yes,Fiber Optic,14,Yes,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Mailed Check,110.55,7610.1,0.0,0,572.7,8182.8,3,Stayed,0,4887,Yes
-Female,41,No,No,Yes,No,0,United States,California,Witter Springs,95493,"39.222323, -122.985488",39.222323,-122.985488,240,Q3,Yes,1,11,Offer D,Yes,24.83,No,Yes,DSL,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.05,483.7,0.0,0,273.13,756.83,1,Churned,1,3200,Yes
-Male,45,No,No,Yes,No,0,United States,California,Witter Springs,95493,"39.222323, -122.985488",39.222323,-122.985488,240,Q3,Yes,3,20,Offer D,Yes,33.78,No,Yes,DSL,18,Yes,No,No,Yes,No,Yes,Yes,No,One Year,Yes,Credit Card,64.15,1274.45,0.0,100,675.6,2050.05,4,Stayed,0,5969,Yes
-Male,33,No,No,Yes,No,0,United States,California,Witter Springs,95493,"39.222323, -122.985488",39.222323,-122.985488,240,Q3,Yes,3,3,Offer E,No,0.0,No,Yes,Cable,25,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,35.1,101.1,0.0,0,0.0,101.1,3,Joined,0,3610,Yes
-Male,72,No,Yes,Yes,No,0,United States,California,Fields Landing,95537,"40.726949, -124.217378",40.726949,-124.217378,228,Q3,Yes,7,27,,Yes,41.11,Yes,Yes,Fiber Optic,14,Yes,No,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,85.9,2220.1,0.0,0,1109.97,3330.07,3,Stayed,0,5755,Yes
-Male,33,No,No,Yes,No,0,United States,California,Fields Landing,95537,"40.726949, -124.217378",40.726949,-124.217378,228,Q3,Yes,1,3,,Yes,43.27,Yes,Yes,Fiber Optic,17,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.65,251.75,0.0,0,129.81,381.56,1,Churned,1,5036,Yes
-Female,32,No,No,Yes,Yes,1,United States,California,Fields Landing,95537,"40.726949, -124.217378",40.726949,-124.217378,228,Q3,Yes,3,11,Offer D,Yes,2.52,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.9,202.3,0.0,0,27.72,230.02,5,Stayed,0,5359,Yes
-Male,34,No,No,Yes,No,0,United States,California,Fields Landing,95537,"40.726949, -124.217378",40.726949,-124.217378,228,Q3,Yes,9,59,Offer B,Yes,14.98,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,113.75,6561.25,0.0,0,883.82,7445.07,3,Stayed,0,6251,Yes
-Female,72,No,Yes,Yes,No,0,United States,California,Redcrest,95569,"40.363446, -123.835041",40.363446,-123.835041,400,Q3,Yes,10,31,Offer C,No,0.0,No,Yes,DSL,21,Yes,Yes,Yes,No,No,Yes,No,Yes,One Year,Yes,Credit Card,50.4,1580.1,0.0,0,0.0,1580.1,3,Stayed,0,2166,Yes
-Female,64,No,No,Yes,No,0,United States,California,Redcrest,95569,"40.363446, -123.835041",40.363446,-123.835041,400,Q3,Yes,2,10,,No,0.0,No,Yes,DSL,8,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,56.05,560.5,0.0,0,0.0,560.5,4,Stayed,0,4740,Yes
-Male,35,No,No,No,No,0,United States,California,Redcrest,95569,"40.363446, -123.835041",40.363446,-123.835041,400,Q3,No,0,12,Offer D,No,0.0,No,Yes,Cable,6,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,34.0,442.45,0.0,0,0.0,442.45,3,Stayed,0,3215,No
-Male,28,Yes,No,No,No,0,United States,California,Redcrest,95569,"40.363446, -123.835041",40.363446,-123.835041,400,Q3,No,0,13,Offer D,Yes,33.95,No,Yes,DSL,59,No,No,No,Yes,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,50.55,610.75,0.0,0,441.35,1052.1,5,Stayed,0,5530,No
-Male,76,No,Yes,Yes,No,0,United States,California,Citrus Heights,95621,"38.69549, -121.307864",38.69549,-121.307864,"41,636",Q3,Yes,4,54,Offer B,No,0.0,No,Yes,DSL,4,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.95,1364.75,0.0,0,0.0,1364.75,3,Stayed,0,4691,Yes
-Female,47,No,No,Yes,No,0,United States,California,Citrus Heights,95621,"38.69549, -121.307864",38.69549,-121.307864,"41,636",Q3,Yes,8,72,Offer A,Yes,43.29,Yes,Yes,DSL,16,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,92.0,6474.4,0.0,110,3116.88,9701.28,3,Stayed,0,6434,Yes
-Male,21,Yes,No,Yes,Yes,3,United States,California,Citrus Heights,95621,"38.69549, -121.307864",38.69549,-121.307864,"41,636",Q3,Yes,4,59,Offer B,Yes,42.37,No,Yes,Cable,73,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,86.75,5186.0,0.0,150,2499.83,7835.83,3,Stayed,0,5020,Yes
-Female,49,No,No,Yes,No,0,United States,California,Citrus Heights,95621,"38.69549, -121.307864",38.69549,-121.307864,"41,636",Q3,No,0,20,Offer D,Yes,48.03,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.25,375.25,0.0,0,960.6,1335.85,3,Stayed,0,4137,Yes
-Male,65,No,Yes,No,No,0,United States,California,Somerset,95684,"38.606703, -120.586659",38.606703,-120.586659,"2,958",Q3,No,0,67,,Yes,34.23,No,Yes,Fiber Optic,11,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.05,7171.7,0.0,0,2293.41,9465.11,4,Stayed,0,4143,No
-Male,35,No,No,Yes,Yes,2,United States,California,Somerset,95684,"38.606703, -120.586659",38.606703,-120.586659,"2,958",Q3,Yes,6,65,Offer B,Yes,19.53,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,94.55,6078.75,0.0,0,1269.45,7348.2,4,Stayed,0,4603,Yes
-Male,34,No,No,No,No,0,United States,California,Somerset,95684,"38.606703, -120.586659",38.606703,-120.586659,"2,958",Q3,No,0,1,,Yes,13.62,No,Yes,Cable,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.8,45.8,0.0,0,13.62,59.42,5,Joined,0,2614,No
-Male,59,No,No,Yes,No,0,United States,California,Somerset,95684,"38.606703, -120.586659",38.606703,-120.586659,"2,958",Q3,Yes,9,38,Offer C,Yes,42.08,Yes,Yes,Fiber Optic,15,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,110.7,4428.6,0.0,0,1599.04,6027.64,3,Stayed,0,5461,Yes
-Male,76,No,Yes,Yes,No,0,United States,California,Woodland,95695,"38.71967, -121.862416",38.71967,-121.862416,"38,547",Q3,Yes,9,65,Offer B,Yes,8.59,Yes,Yes,Fiber Optic,7,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,104.35,6578.55,0.0,0,558.35,7136.9,5,Stayed,0,4073,Yes
-Female,44,No,No,No,No,0,United States,California,Woodland,95695,"38.71967, -121.862416",38.71967,-121.862416,"38,547",Q3,No,0,6,Offer E,Yes,17.18,No,Yes,DSL,22,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,56.25,389.1,0.0,0,103.08,492.18,1,Churned,1,4110,No
-Female,32,No,No,No,No,0,United States,California,Woodland,95695,"38.71967, -121.862416",38.71967,-121.862416,"38,547",Q3,No,0,48,,Yes,9.19,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,19.95,936.7,0.0,0,441.12,1377.82,3,Stayed,0,3396,No
-Male,40,No,No,No,No,0,United States,California,Woodland,95695,"38.71967, -121.862416",38.71967,-121.862416,"38,547",Q3,No,0,46,Offer B,No,0.0,No,Yes,DSL,2,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,38.25,1755.35,0.0,0,0.0,1755.35,3,Stayed,0,2653,No
-Female,71,No,Yes,No,No,0,United States,California,Sacramento,95822,"38.512569, -121.495184",38.512569,-121.495184,"44,683",Q3,No,0,63,Offer B,Yes,15.62,Yes,Yes,DSL,18,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,83.0,5243.05,0.0,0,984.06,6227.11,3,Stayed,0,5428,No
-Male,20,Yes,No,Yes,Yes,1,United States,California,Sacramento,95822,"38.512569, -121.495184",38.512569,-121.495184,"44,683",Q3,Yes,5,29,,Yes,24.64,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,20.65,654.85,0.0,0,714.56,1369.41,3,Stayed,0,4667,Yes
-Female,36,No,No,No,No,0,United States,California,Sacramento,95822,"38.512569, -121.495184",38.512569,-121.495184,"44,683",Q3,No,0,50,,Yes,12.62,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.4,1023.95,0.0,0,631.0,1654.95,5,Stayed,0,6233,No
-Female,42,No,No,No,No,0,United States,California,Sacramento,95822,"38.512569, -121.495184",38.512569,-121.495184,"44,683",Q3,No,0,56,Offer B,Yes,32.88,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.7,1051.9,0.0,0,1841.28,2893.18,4,Stayed,0,4831,No
-Male,70,No,Yes,Yes,No,0,United States,California,Sacramento,95823,"38.475465, -121.443625",38.475465,-121.443625,"72,199",Q3,Yes,9,2,Offer E,Yes,34.99,No,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.1,141.65,0.0,0,69.98,211.63,4,Joined,0,5592,Yes
-Male,62,No,No,No,No,0,United States,California,Sacramento,95823,"38.475465, -121.443625",38.475465,-121.443625,"72,199",Q3,No,0,1,Offer E,Yes,23.96,No,Yes,Fiber Optic,22,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.95,78.95,0.0,0,23.96,102.91,2,Churned,1,2038,No
-Female,54,No,No,Yes,No,0,United States,California,Sacramento,95823,"38.475465, -121.443625",38.475465,-121.443625,"72,199",Q3,Yes,4,36,,Yes,19.24,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Two Year,Yes,Credit Card,106.05,3834.4,0.0,50,692.64,4577.04,3,Stayed,0,4505,Yes
-Female,35,No,No,Yes,No,0,United States,California,Sacramento,95823,"38.475465, -121.443625",38.475465,-121.443625,"72,199",Q3,Yes,10,72,Offer A,Yes,29.0,Yes,Yes,Fiber Optic,22,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,113.65,8182.75,0.0,0,2088.0,10270.75,3,Stayed,0,5411,Yes
-Male,77,No,Yes,Yes,No,0,United States,California,Sacramento,95831,"38.494832, -121.529447",38.494832,-121.529447,"42,832",Q3,Yes,7,69,,Yes,14.76,Yes,Yes,Fiber Optic,14,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,84.9,5785.65,0.0,0,1018.44,6804.09,3,Stayed,0,4503,Yes
-Female,19,Yes,No,No,No,0,United States,California,Sacramento,95831,"38.494832, -121.529447",38.494832,-121.529447,"42,832",Q3,No,0,4,,Yes,41.12,No,Yes,Fiber Optic,42,No,No,No,No,No,No,Yes,No,Month-to-Month,No,Bank Withdrawal,70.4,281.0,0.0,70,164.48,515.48,1,Churned,1,4494,No
-Female,60,No,No,No,No,0,United States,California,Sacramento,95831,"38.494832, -121.529447",38.494832,-121.529447,"42,832",Q3,No,0,13,,Yes,21.88,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.45,1058.6,0.0,0,284.44,1343.04,2,Churned,1,5801,No
-Male,55,No,No,Yes,Yes,1,United States,California,Sacramento,95831,"38.494832, -121.529447",38.494832,-121.529447,"42,832",Q3,Yes,5,1,,Yes,47.46,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.85,19.85,0.0,0,47.46,67.31,3,Joined,0,2618,Yes
-Male,77,No,Yes,Yes,Yes,2,United States,California,Durham,95938,"39.607831, -121.777959",39.607831,-121.777959,"3,524",Q3,No,0,66,,Yes,3.27,Yes,Yes,Fiber Optic,10,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,116.25,7862.25,0.0,0,215.82,8078.07,3,Stayed,0,4578,Yes
-Female,41,No,No,Yes,Yes,1,United States,California,Durham,95938,"39.607831, -121.777959",39.607831,-121.777959,"3,524",Q3,Yes,6,52,,Yes,31.09,Yes,Yes,Fiber Optic,28,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,98.15,4993.4,0.0,0,1616.68,6610.08,4,Stayed,0,5123,Yes
-Female,55,No,No,Yes,No,0,United States,California,Durham,95938,"39.607831, -121.777959",39.607831,-121.777959,"3,524",Q3,Yes,8,15,,Yes,24.12,No,Yes,Fiber Optic,13,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,101.75,1669.4,0.0,0,361.8,2031.2,3,Stayed,0,2919,Yes
-Female,46,No,No,Yes,Yes,1,United States,California,Durham,95938,"39.607831, -121.777959",39.607831,-121.777959,"3,524",Q3,Yes,6,10,Offer D,Yes,19.05,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.8,196.75,0.0,0,190.5,387.25,3,Stayed,0,3196,Yes
-Male,67,No,Yes,Yes,No,0,United States,California,Paradise,95969,"39.69676, -121.644379",39.69676,-121.644379,"28,318",Q3,Yes,1,72,,Yes,17.71,Yes,Yes,Fiber Optic,4,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.55,7920.7,0.0,0,1275.12,9195.82,3,Stayed,0,4086,Yes
-Male,42,No,No,No,No,0,United States,California,Paradise,95969,"39.69676, -121.644379",39.69676,-121.644379,"28,318",Q3,No,0,37,Offer C,Yes,13.04,Yes,Yes,DSL,14,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,67.45,2443.3,0.0,0,482.48,2925.78,3,Stayed,0,5042,No
-Female,33,No,No,Yes,No,0,United States,California,Paradise,95969,"39.69676, -121.644379",39.69676,-121.644379,"28,318",Q3,Yes,3,17,Offer D,Yes,1.64,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,19.35,307.0,10.57,0,27.88,324.31,5,Stayed,0,2185,Yes
-Male,35,No,No,No,No,0,United States,California,Paradise,95969,"39.69676, -121.644379",39.69676,-121.644379,"28,318",Q3,No,0,22,Offer D,Yes,11.46,Yes,Yes,Fiber Optic,16,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,83.05,1799.3,0.0,0,252.12,2051.42,4,Stayed,0,5357,No
-Male,76,No,Yes,Yes,No,0,United States,California,Hyampom,96046,"40.648024, -123.465088",40.648024,-123.465088,268,Q3,Yes,2,63,Offer B,No,0.0,No,Yes,DSL,7,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,36.1,2298.9,0.0,0,0.0,2298.9,3,Stayed,0,5089,Yes
-Female,36,No,No,No,No,0,United States,California,Hyampom,96046,"40.648024, -123.465088",40.648024,-123.465088,268,Q3,No,0,15,,Yes,23.56,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.65,270.6,0.0,0,353.4,624.0,5,Stayed,0,4818,No
-Male,44,No,No,No,No,0,United States,California,Hyampom,96046,"40.648024, -123.465088",40.648024,-123.465088,268,Q3,No,0,7,Offer E,Yes,47.19,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.75,141.1,0.0,0,330.33,471.43,5,Stayed,0,4476,No
-Male,33,No,No,Yes,No,0,United States,California,Hyampom,96046,"40.648024, -123.465088",40.648024,-123.465088,268,Q3,No,0,31,,Yes,28.72,Yes,Yes,Cable,21,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,59.05,1882.8,0.0,0,890.32,2773.12,5,Stayed,0,5841,Yes
-Male,67,No,Yes,Yes,No,0,United States,California,Klamath River,96050,"41.816595, -122.948287",41.816595,-122.948287,482,Q3,Yes,8,28,Offer C,Yes,24.35,Yes,Yes,Fiber Optic,15,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.8,2998.0,0.0,0,681.8,3679.8,3,Stayed,0,4174,Yes
-Female,38,No,No,Yes,No,0,United States,California,Klamath River,96050,"41.816595, -122.948287",41.816595,-122.948287,482,Q3,Yes,1,17,Offer D,Yes,5.4,No,Yes,Fiber Optic,8,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,98.6,1704.95,0.0,0,91.8,1796.75,2,Churned,1,5160,Yes
-Female,53,No,No,No,No,0,United States,California,Klamath River,96050,"41.816595, -122.948287",41.816595,-122.948287,482,Q3,No,0,12,,Yes,12.75,Yes,Yes,Fiber Optic,24,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.2,1046.1,7.39,120,153.0,1311.71,3,Churned,1,3975,No
-Male,31,No,No,Yes,No,0,United States,California,Klamath River,96050,"41.816595, -122.948287",41.816595,-122.948287,482,Q3,Yes,10,28,,Yes,21.91,No,Yes,Fiber Optic,5,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,76.55,2065.4,0.0,0,613.48,2678.88,3,Stayed,0,2085,Yes
-Female,72,No,Yes,No,No,0,United States,California,Lakehead,96051,"40.883853, -122.418258",40.883853,-122.418258,"1,236",Q3,No,0,53,Offer B,Yes,34.58,No,Yes,Fiber Optic,28,Yes,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,96.75,5206.55,0.0,0,1832.74,7039.29,4,Stayed,0,4766,No
-Female,54,No,No,No,No,0,United States,California,Lakehead,96051,"40.883853, -122.418258",40.883853,-122.418258,"1,236",Q3,No,0,7,Offer E,Yes,2.24,No,Yes,DSL,22,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,59.5,415.95,0.0,0,15.68,431.63,3,Churned,1,4661,No
-Male,48,No,No,Yes,Yes,2,United States,California,Lakehead,96051,"40.883853, -122.418258",40.883853,-122.418258,"1,236",Q3,Yes,4,63,Offer B,Yes,10.67,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,19.55,1245.6,0.0,0,672.21,1917.81,5,Stayed,0,6002,Yes
-Female,52,No,No,No,No,0,United States,California,Lakehead,96051,"40.883853, -122.418258",40.883853,-122.418258,"1,236",Q3,No,0,66,,No,0.0,No,Yes,DSL,15,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,62.5,4136.4,0.0,0,0.0,4136.4,4,Stayed,0,4165,No
-Female,66,No,Yes,No,No,0,United States,California,Davis Creek,96108,"41.750354, -120.403885",41.750354,-120.403885,104,Q3,No,0,9,Offer E,Yes,40.0,Yes,Yes,Fiber Optic,4,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.1,816.8,0.0,0,360.0,1176.8,5,Stayed,0,2893,No
-Female,31,No,No,No,No,0,United States,California,Davis Creek,96108,"41.750354, -120.403885",41.750354,-120.403885,104,Q3,No,0,4,Offer E,Yes,7.94,Yes,Yes,Fiber Optic,3,No,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,100.85,399.25,0.0,10,31.76,441.01,4,Stayed,0,5354,No
-Female,27,Yes,No,Yes,Yes,1,United States,California,Davis Creek,96108,"41.750354, -120.403885",41.750354,-120.403885,104,Q3,Yes,1,61,Offer B,Yes,26.7,Yes,Yes,DSL,30,Yes,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,59.8,3641.5,0.0,100,1628.7,5370.2,3,Stayed,0,5381,Yes
-Male,76,No,Yes,Yes,No,0,United States,California,Tahoma,96142,"39.061227, -120.179546",39.061227,-120.179546,"1,291",Q3,Yes,5,72,,Yes,27.74,Yes,Yes,Fiber Optic,3,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,109.7,7898.45,0.0,0,1997.28,9895.73,4,Stayed,0,4319,Yes
-Male,20,Yes,No,No,No,0,United States,California,Tahoma,96142,"39.061227, -120.179546",39.061227,-120.179546,"1,291",Q3,No,0,5,,No,0.0,No,Yes,DSL,59,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,51.0,305.95,0.0,0,0.0,305.95,2,Churned,1,4630,No
-Female,25,Yes,No,Yes,No,0,United States,California,Tahoma,96142,"39.061227, -120.179546",39.061227,-120.179546,"1,291",Q3,Yes,4,42,,Yes,9.84,Yes,Yes,DSL,52,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,84.35,3571.6,0.0,0,413.28,3984.88,4,Stayed,0,3363,Yes
-Female,72,No,Yes,Yes,No,0,United States,California,Los Angeles,90023,"34.017697, -118.200577",34.017697,-118.200577,"47,487",Q3,Yes,5,72,,Yes,47.4,Yes,Yes,DSL,28,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,84.1,6129.65,0.0,0,3412.8,9542.45,3,Stayed,0,4999,Yes
-Female,41,No,No,Yes,No,0,United States,California,Los Angeles,90023,"34.017697, -118.200577",34.017697,-118.200577,"47,487",Q3,Yes,1,41,,Yes,5.01,Yes,Yes,Fiber Optic,10,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,113.6,4594.95,0.0,0,205.41,4800.36,1,Churned,1,4963,Yes
-Male,19,Yes,No,No,No,0,United States,California,Los Angeles,90023,"34.017697, -118.200577",34.017697,-118.200577,"47,487",Q3,No,0,4,,Yes,6.91,Yes,Yes,Fiber Optic,53,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.65,338.9,0.0,0,27.64,366.54,1,Churned,1,2330,No
-Male,45,No,No,Yes,No,0,United States,California,Los Angeles,90023,"34.017697, -118.200577",34.017697,-118.200577,"47,487",Q3,Yes,10,12,Offer D,Yes,11.04,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.8,202.25,0.0,0,132.48,334.73,4,Stayed,0,5279,Yes
-Male,19,Yes,No,Yes,Yes,2,United States,California,Los Angeles,90023,"34.017697, -118.200577",34.017697,-118.200577,"47,487",Q3,Yes,6,24,Offer C,Yes,25.84,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.8,469.65,0.0,0,620.16,1089.81,5,Stayed,0,4654,Yes
-Female,80,No,Yes,Yes,No,0,United States,California,Los Angeles,90038,"34.088017, -118.327168",34.088017,-118.327168,"32,562",Q3,Yes,3,3,Offer E,Yes,39.51,No,Yes,Fiber Optic,17,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,74.6,239.05,0.0,30,118.53,387.58,5,Joined,0,3711,Yes
-Female,57,No,No,No,No,0,United States,California,Los Angeles,90038,"34.088017, -118.327168",34.088017,-118.327168,"32,562",Q3,No,0,58,Offer B,Yes,14.99,No,Yes,Fiber Optic,12,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.45,6145.85,0.0,0,869.42,7015.27,1,Churned,1,5902,No
-Female,60,No,No,Yes,No,0,United States,California,Los Angeles,90038,"34.088017, -118.327168",34.088017,-118.327168,"32,562",Q3,Yes,7,72,,Yes,23.66,Yes,Yes,Fiber Optic,26,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,99.9,7251.7,0.0,0,1703.52,8955.22,4,Stayed,0,5915,Yes
-Male,54,No,No,Yes,No,0,United States,California,Los Angeles,90038,"34.088017, -118.327168",34.088017,-118.327168,"32,562",Q3,Yes,5,12,,Yes,45.15,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,26.4,314.95,0.0,0,541.8,856.75,4,Stayed,0,3277,Yes
-Female,49,No,No,Yes,Yes,1,United States,California,Los Angeles,90038,"34.088017, -118.327168",34.088017,-118.327168,"32,562",Q3,Yes,10,68,,Yes,43.51,Yes,Yes,DSL,22,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,88.0,6161.9,0.0,40,2958.68,9160.58,3,Stayed,0,5436,Yes
-Female,78,No,Yes,No,No,0,United States,California,Los Angeles,90077,"34.102084, -118.451629",34.102084,-118.451629,"10,470",Q3,No,0,35,Offer C,Yes,31.64,Yes,Yes,Fiber Optic,7,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.05,3554.6,0.0,0,1107.4,4662.0,4,Stayed,0,3484,No
-Male,27,Yes,No,No,No,0,United States,California,Los Angeles,90077,"34.102084, -118.451629",34.102084,-118.451629,"10,470",Q3,No,0,60,Offer B,Yes,42.88,Yes,Yes,Fiber Optic,52,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.9,5450.7,0.0,0,2572.8,8023.5,3,Stayed,0,6292,No
-Male,39,No,No,Yes,No,0,United States,California,Los Angeles,90077,"34.102084, -118.451629",34.102084,-118.451629,"10,470",Q3,Yes,3,52,,Yes,44.65,Yes,Yes,Cable,3,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,61.35,3169.55,0.0,0,2321.8,5491.35,3,Stayed,0,4729,Yes
-Male,25,Yes,No,No,No,0,United States,California,Los Angeles,90077,"34.102084, -118.451629",34.102084,-118.451629,"10,470",Q3,No,0,19,Offer D,Yes,34.68,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.65,358.15,0.0,0,658.92,1017.07,5,Stayed,0,5596,No
-Female,59,No,No,Yes,No,0,United States,California,Los Angeles,90077,"34.102084, -118.451629",34.102084,-118.451629,"10,470",Q3,Yes,10,41,,No,0.0,No,Yes,Cable,17,No,Yes,No,Yes,No,No,No,Yes,One Year,No,Credit Card,35.45,1391.65,0.0,0,0.0,1391.65,4,Stayed,0,2954,Yes
-Female,67,No,Yes,Yes,No,0,United States,California,Whittier,90603,"33.945318, -117.992066",33.945318,-117.992066,"19,109",Q3,Yes,8,67,,Yes,38.47,Yes,Yes,Fiber Optic,20,Yes,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Credit Card,107.05,7142.5,0.0,0,2577.49,9719.99,3,Stayed,0,4126,Yes
-Male,37,No,No,No,No,0,United States,California,Whittier,90603,"33.945318, -117.992066",33.945318,-117.992066,"19,109",Q3,No,0,35,,Yes,25.51,No,Yes,Fiber Optic,16,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,85.15,3030.6,0.0,0,892.85,3923.45,1,Churned,1,5928,No
-Female,48,No,No,Yes,No,0,United States,California,Whittier,90603,"33.945318, -117.992066",33.945318,-117.992066,"19,109",Q3,Yes,1,64,,No,0.0,No,Yes,DSL,30,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,54.6,3423.5,0.0,0,0.0,3423.5,4,Stayed,0,4850,Yes
-Female,37,No,No,Yes,No,0,United States,California,Whittier,90603,"33.945318, -117.992066",33.945318,-117.992066,"19,109",Q3,Yes,10,27,,Yes,20.96,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.55,583.3,0.0,0,565.92,1149.22,4,Stayed,0,2269,Yes
-Male,35,No,No,Yes,No,0,United States,California,Whittier,90603,"33.945318, -117.992066",33.945318,-117.992066,"19,109",Q3,Yes,9,54,Offer B,Yes,49.9,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,109.55,6118.95,0.0,0,2694.6,8813.55,4,Stayed,0,6130,Yes
-Male,65,No,Yes,Yes,No,0,United States,California,Carson,90746,"33.859171, -118.252272",33.859171,-118.252272,"25,566",Q3,Yes,8,22,,Yes,22.38,No,Yes,Fiber Optic,14,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.75,1938.9,0.0,0,492.36,2431.26,3,Stayed,0,4180,Yes
-Male,52,No,No,No,No,0,United States,California,Carson,90746,"33.859171, -118.252272",33.859171,-118.252272,"25,566",Q3,No,0,30,Offer C,Yes,27.88,No,Yes,Cable,6,No,Yes,Yes,No,Yes,No,No,No,One Year,No,Credit Card,64.5,1929.95,0.0,0,836.4,2766.35,5,Stayed,0,4320,No
-Male,54,No,No,No,No,0,United States,California,Carson,90746,"33.859171, -118.252272",33.859171,-118.252272,"25,566",Q3,No,0,1,,Yes,15.9,No,Yes,Cable,27,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,43.85,43.85,0.0,10,15.9,69.75,4,Joined,0,5913,No
-Male,61,No,No,No,No,0,United States,California,Carson,90746,"33.859171, -118.252272",33.859171,-118.252272,"25,566",Q3,No,0,1,Offer E,Yes,13.63,No,Yes,DSL,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,44.95,44.95,0.0,0,13.63,58.58,5,Joined,0,3256,No
-Female,59,No,No,Yes,No,0,United States,California,Carson,90746,"33.859171, -118.252272",33.859171,-118.252272,"25,566",Q3,Yes,4,18,,Yes,25.54,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.1,370.5,0.0,0,459.72,830.22,4,Stayed,0,4329,Yes
-Male,76,No,Yes,Yes,No,0,United States,California,Long Beach,90804,"33.783047, -118.1486",33.783047,-118.1486,"43,467",Q3,Yes,7,51,Offer B,Yes,2.21,Yes,Yes,Fiber Optic,10,Yes,No,Yes,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,93.65,4839.15,0.0,0,112.71,4951.86,4,Stayed,0,4163,Yes
-Male,32,No,No,No,Yes,4,United States,California,Long Beach,90804,"33.783047, -118.1486",33.783047,-118.1486,"43,467",Q3,No,0,7,Offer E,Yes,20.52,Yes,Yes,Cable,28,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,No,Credit Card,95.0,655.5,36.6,10,143.64,772.54,1,Churned,1,2786,No
-Male,20,Yes,No,No,No,0,United States,California,Long Beach,90804,"33.783047, -118.1486",33.783047,-118.1486,"43,467",Q3,No,0,1,Offer E,Yes,7.15,No,Yes,Fiber Optic,48,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.55,90.55,0.0,0,7.15,97.7,1,Churned,1,3898,No
-Female,46,No,No,No,No,0,United States,California,Long Beach,90804,"33.783047, -118.1486",33.783047,-118.1486,"43,467",Q3,No,0,36,,No,0.0,No,Yes,Cable,9,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,53.1,1901.25,0.0,0,0.0,1901.25,3,Stayed,0,2751,No
-Female,53,No,No,Yes,No,0,United States,California,Long Beach,90804,"33.783047, -118.1486",33.783047,-118.1486,"43,467",Q3,Yes,8,47,,Yes,3.2,No,Yes,Cable,18,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,58.6,2723.4,0.0,0,150.4,2873.8,4,Stayed,0,2613,Yes
-Female,77,No,Yes,Yes,No,0,United States,California,Granada Hills,91344,"34.291273, -118.505104",34.291273,-118.505104,"48,867",Q3,Yes,1,57,,Yes,23.05,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,No,Yes,No,Yes,Month-to-Month,No,Credit Card,94.0,5438.95,0.0,0,1313.85,6752.8,5,Stayed,0,6015,Yes
-Female,31,No,No,Yes,No,0,United States,California,Granada Hills,91344,"34.291273, -118.505104",34.291273,-118.505104,"48,867",Q3,Yes,1,19,Offer D,Yes,25.75,No,Yes,Fiber Optic,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.2,1441.1,0.0,0,489.25,1930.35,2,Churned,1,4718,Yes
-Male,30,No,No,Yes,No,0,United States,California,Granada Hills,91344,"34.291273, -118.505104",34.291273,-118.505104,"48,867",Q3,Yes,5,72,Offer A,No,0.0,No,Yes,Cable,47,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,55.45,4179.2,0.0,0,0.0,4179.2,3,Stayed,0,4556,Yes
-Female,51,No,No,No,No,0,United States,California,Granada Hills,91344,"34.291273, -118.505104",34.291273,-118.505104,"48,867",Q3,No,0,8,,Yes,18.82,Yes,Yes,Fiber Optic,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.25,576.7,0.0,0,150.56,727.26,4,Stayed,0,2332,No
-Male,28,Yes,No,No,Yes,3,United States,California,Granada Hills,91344,"34.291273, -118.505104",34.291273,-118.505104,"48,867",Q3,No,0,8,,Yes,1.95,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.45,159.2,0.0,0,15.6,174.8,5,Stayed,0,4119,No
-Male,69,No,Yes,No,No,0,United States,California,Encino,91436,"34.152875, -118.486056",34.152875,-118.486056,"13,129",Q3,No,0,6,Offer E,Yes,48.32,No,Yes,Fiber Optic,11,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.7,497.6,0.0,0,289.92,787.52,5,Stayed,0,2893,No
-Female,22,Yes,No,Yes,No,0,United States,California,Encino,91436,"34.152875, -118.486056",34.152875,-118.486056,"13,129",Q3,Yes,6,47,Offer B,Yes,29.15,Yes,Yes,DSL,52,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,85.3,4107.25,0.0,130,1370.05,5607.3,3,Stayed,0,5698,Yes
-Male,39,No,No,No,No,0,United States,California,Encino,91436,"34.152875, -118.486056",34.152875,-118.486056,"13,129",Q3,No,0,26,,No,0.0,No,Yes,DSL,6,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,44.65,1156.55,0.0,0,0.0,1156.55,4,Stayed,0,4512,No
-Female,57,No,No,No,No,0,United States,California,Encino,91436,"34.152875, -118.486056",34.152875,-118.486056,"13,129",Q3,No,0,10,,Yes,2.84,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.8,198.25,0.0,0,28.4,226.65,3,Stayed,0,5270,No
-Female,25,Yes,No,No,Yes,2,United States,California,Encino,91436,"34.152875, -118.486056",34.152875,-118.486056,"13,129",Q3,No,0,50,Offer B,Yes,37.52,No,Yes,DSL,71,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,70.8,3478.15,0.0,0,1876.0,5354.15,4,Stayed,0,4798,No
-Male,71,No,Yes,No,No,0,United States,California,Studio City,91604,"34.139082, -118.39275",34.139082,-118.39275,"26,157",Q3,No,0,1,,Yes,40.38,No,Yes,DSL,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.85,45.85,0.0,0,40.38,86.23,5,Joined,0,5715,No
-Male,42,No,No,Yes,No,0,United States,California,Studio City,91604,"34.139082, -118.39275",34.139082,-118.39275,"26,157",Q3,Yes,5,18,Offer D,Yes,16.78,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.15,1305.95,0.0,0,302.04,1607.99,4,Stayed,0,4283,Yes
-Male,63,No,No,No,No,0,United States,California,Studio City,91604,"34.139082, -118.39275",34.139082,-118.39275,"26,157",Q3,No,0,14,Offer D,No,0.0,No,Yes,Cable,12,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,31.1,419.7,0.0,0,0.0,419.7,5,Stayed,0,3448,No
-Female,57,No,No,Yes,No,0,United States,California,Studio City,91604,"34.139082, -118.39275",34.139082,-118.39275,"26,157",Q3,Yes,6,49,,No,0.0,No,Yes,Cable,11,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,40.65,2070.75,0.0,0,0.0,2070.75,4,Stayed,0,5565,Yes
-Female,21,Yes,No,Yes,No,0,United States,California,Studio City,91604,"34.139082, -118.39275",34.139082,-118.39275,"26,157",Q3,Yes,1,72,Offer A,Yes,22.22,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,26.45,1914.5,0.0,0,1599.84,3514.34,4,Stayed,0,5534,Yes
-Female,68,No,Yes,No,No,0,United States,California,Pomona,91768,"34.067932, -117.785168",34.067932,-117.785168,"36,057",Q3,No,0,71,Offer A,Yes,3.91,Yes,Yes,Fiber Optic,12,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,99.65,7181.25,0.0,0,277.61,7458.86,4,Stayed,0,5448,No
-Male,30,No,No,No,No,0,United States,California,Pomona,91768,"34.067932, -117.785168",34.067932,-117.785168,"36,057",Q3,No,0,1,Offer E,Yes,44.59,No,Yes,Fiber Optic,41,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,70.6,70.6,0.0,0,44.59,115.19,2,Churned,1,3338,No
-Male,27,Yes,No,Yes,No,0,United States,California,Pomona,91768,"34.067932, -117.785168",34.067932,-117.785168,"36,057",Q3,Yes,1,49,,Yes,46.94,Yes,Yes,Fiber Optic,73,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,99.8,4872.45,0.0,130,2300.06,7302.51,1,Churned,1,6088,Yes
-Female,32,No,No,No,No,0,United States,California,Pomona,91768,"34.067932, -117.785168",34.067932,-117.785168,"36,057",Q3,No,0,40,,Yes,11.56,No,Yes,DSL,26,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,65.1,2586.0,0.0,0,462.4,3048.4,3,Stayed,0,3885,No
-Male,54,No,No,Yes,Yes,2,United States,California,Pomona,91768,"34.067932, -117.785168",34.067932,-117.785168,"36,057",Q3,Yes,2,58,Offer B,Yes,5.01,Yes,Yes,Fiber Optic,23,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,94.35,5563.65,0.0,0,290.58,5854.23,4,Stayed,0,4777,Yes
-Male,69,No,Yes,No,No,0,United States,California,Chula Vista,91910,"32.636792, -117.054989",32.636792,-117.054989,"74,025",Q3,No,0,51,,Yes,4.14,No,Yes,Fiber Optic,21,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,94.0,4905.75,0.0,0,211.14,5116.89,4,Stayed,0,6034,No
-Female,19,Yes,No,No,No,0,United States,California,Chula Vista,91910,"32.636792, -117.054989",32.636792,-117.054989,"74,025",Q3,No,0,3,,Yes,1.24,No,Yes,DSL,52,Yes,Yes,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,55.35,165.2,0.0,0,3.72,168.92,2,Churned,1,5787,No
-Male,51,No,No,Yes,No,0,United States,California,Chula Vista,91910,"32.636792, -117.054989",32.636792,-117.054989,"74,025",Q3,Yes,2,23,Offer D,Yes,16.63,No,Yes,Fiber Optic,22,No,Yes,Yes,Yes,No,No,No,No,One Year,No,Credit Card,86.8,1940.8,0.0,90,382.49,2413.29,4,Stayed,0,3200,Yes
-Female,60,No,No,Yes,No,0,United States,California,Chula Vista,91910,"32.636792, -117.054989",32.636792,-117.054989,"74,025",Q3,Yes,10,12,Offer D,Yes,40.34,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.05,264.55,0.0,0,484.08,748.63,4,Stayed,0,5453,Yes
-Female,77,No,Yes,Yes,No,0,United States,California,San Diego,92107,"32.741852, -117.243453",32.741852,-117.243453,"27,959",Q3,Yes,1,61,,Yes,33.75,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,94.2,5895.45,0.0,0,2058.75,7954.2,3,Stayed,0,5274,Yes
-Male,29,Yes,No,Yes,No,0,United States,California,San Diego,92107,"32.741852, -117.243453",32.741852,-117.243453,"27,959",Q3,Yes,5,64,,Yes,40.18,Yes,Yes,Fiber Optic,30,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.25,6823.4,23.67,0,2571.52,9371.25,4,Stayed,0,5682,Yes
-Male,56,No,No,Yes,No,0,United States,California,San Diego,92107,"32.741852, -117.243453",32.741852,-117.243453,"27,959",Q3,Yes,8,70,Offer A,Yes,27.97,Yes,Yes,Cable,2,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,79.25,5731.85,0.0,0,1957.9,7689.75,3,Stayed,0,5085,Yes
-Female,36,No,No,No,No,0,United States,California,San Diego,92107,"32.741852, -117.243453",32.741852,-117.243453,"27,959",Q3,No,0,51,Offer B,Yes,14.37,No,Yes,Fiber Optic,7,No,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,87.55,4475.9,0.0,0,732.87,5208.77,4,Stayed,0,6021,No
-Male,43,No,No,Yes,No,0,United States,California,San Diego,92107,"32.741852, -117.243453",32.741852,-117.243453,"27,959",Q3,Yes,1,56,,Yes,3.79,No,Yes,Fiber Optic,14,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,89.7,4952.95,41.66,0,212.24,5123.53,4,Stayed,0,5955,Yes
-Female,77,No,Yes,Yes,No,0,United States,California,San Diego,92116,"32.765299, -117.122565",32.765299,-117.122565,"33,083",Q3,Yes,1,53,,Yes,47.64,No,Yes,Fiber Optic,25,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,94.0,4871.45,0.0,0,2524.92,7396.37,3,Stayed,0,6355,Yes
-Male,62,No,No,Yes,No,0,United States,California,San Diego,92116,"32.765299, -117.122565",32.765299,-117.122565,"33,083",Q3,Yes,8,38,Offer C,Yes,6.97,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.4,743.5,0.0,0,264.86,1008.36,5,Stayed,0,3756,Yes
-Male,48,No,No,No,No,0,United States,California,San Diego,92116,"32.765299, -117.122565",32.765299,-117.122565,"33,083",Q3,No,0,44,Offer B,Yes,44.45,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,111.5,4915.15,0.0,0,1955.8,6870.95,4,Stayed,0,2827,No
-Female,59,No,No,Yes,No,0,United States,California,San Diego,92116,"32.765299, -117.122565",32.765299,-117.122565,"33,083",Q3,Yes,9,69,Offer A,Yes,24.17,No,Yes,Fiber Optic,5,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,106.4,7251.9,3.59,0,1667.73,8916.04,4,Stayed,0,4328,Yes
-Female,72,No,Yes,No,No,0,United States,California,San Diego,92131,"32.89325, -117.087091",32.89325,-117.087091,"29,283",Q3,No,0,35,Offer C,Yes,10.73,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,108.35,3726.15,0.0,0,375.55,4101.7,3,Stayed,0,5139,No
-Male,41,No,No,No,No,0,United States,California,San Diego,92131,"32.89325, -117.087091",32.89325,-117.087091,"29,283",Q3,No,0,17,,Yes,49.71,Yes,Yes,Fiber Optic,4,No,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,86.75,1410.25,0.0,0,845.07,2255.32,5,Stayed,0,5863,No
-Female,40,No,No,Yes,Yes,3,United States,California,San Diego,92131,"32.89325, -117.087091",32.89325,-117.087091,"29,283",Q3,Yes,3,5,Offer E,No,0.0,No,Yes,DSL,53,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25.05,125.5,0.0,0,0.0,125.5,5,Stayed,0,2071,Yes
-Male,21,Yes,No,Yes,No,0,United States,California,San Diego,92131,"32.89325, -117.087091",32.89325,-117.087091,"29,283",Q3,Yes,5,71,,Yes,48.32,No,Yes,DSL,59,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,54.5,3778.2,0.0,0,3430.72,7208.92,3,Stayed,0,4957,Yes
-Female,31,No,No,Yes,No,0,United States,California,San Diego,92131,"32.89325, -117.087091",32.89325,-117.087091,"29,283",Q3,Yes,10,64,,Yes,19.22,No,Yes,Fiber Optic,21,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,96.9,6314.35,13.37,0,1230.08,7531.06,3,Stayed,0,5369,Yes
-Male,78,No,Yes,Yes,No,0,United States,California,Earp,92242,"34.137742, -114.36514",34.137742,-114.36514,"1,564",Q3,Yes,8,72,Offer A,No,0.0,No,Yes,Cable,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,63.1,4685.55,0.0,0,0.0,4685.55,3,Stayed,0,4933,Yes
-Female,44,No,No,Yes,No,0,United States,California,Earp,92242,"34.137742, -114.36514",34.137742,-114.36514,"1,564",Q3,Yes,10,23,,Yes,17.82,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.05,415.1,0.0,0,409.86,824.96,4,Stayed,0,3742,Yes
-Female,19,Yes,No,Yes,Yes,2,United States,California,Earp,92242,"34.137742, -114.36514",34.137742,-114.36514,"1,564",Q3,No,0,69,Offer A,Yes,25.18,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.4,1346.2,0.0,0,1737.42,3083.62,5,Stayed,0,6408,Yes
-Male,60,No,No,No,Yes,3,United States,California,Earp,92242,"34.137742, -114.36514",34.137742,-114.36514,"1,564",Q3,No,0,9,,Yes,27.34,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.1,190.25,0.0,0,246.06,436.31,4,Stayed,0,3444,No
-Male,28,Yes,No,No,No,0,United States,California,Earp,92242,"34.137742, -114.36514",34.137742,-114.36514,"1,564",Q3,No,0,48,,Yes,4.15,Yes,Yes,Fiber Optic,46,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.4,4445.3,0.0,0,199.2,4644.5,3,Stayed,0,4334,No
-Female,75,No,Yes,No,No,0,United States,California,Thousand Palms,92276,"33.849263, -116.382778",33.849263,-116.382778,"6,242",Q3,No,0,6,,No,0.0,No,Yes,DSL,24,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,44.4,263.05,0.0,0,0.0,263.05,5,Stayed,0,4611,No
-Female,23,Yes,No,No,No,0,United States,California,Thousand Palms,92276,"33.849263, -116.382778",33.849263,-116.382778,"6,242",Q3,No,0,1,Offer E,Yes,30.6,No,Yes,Fiber Optic,27,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Mailed Check,70.8,70.8,0.0,0,30.6,101.4,3,Churned,1,3901,No
-Female,61,No,No,No,No,0,United States,California,Thousand Palms,92276,"33.849263, -116.382778",33.849263,-116.382778,"6,242",Q3,No,0,7,,Yes,27.46,No,Yes,Fiber Optic,4,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.85,515.45,0.0,0,192.22,707.67,3,Stayed,0,5501,No
-Male,27,Yes,No,No,No,0,United States,California,Thousand Palms,92276,"33.849263, -116.382778",33.849263,-116.382778,"6,242",Q3,No,0,14,Offer D,Yes,43.5,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.9,283.75,0.0,0,609.0,892.75,3,Stayed,0,3854,No
-Male,54,No,No,No,No,0,United States,California,Thousand Palms,92276,"33.849263, -116.382778",33.849263,-116.382778,"6,242",Q3,No,0,4,,Yes,37.7,No,Yes,DSL,2,No,No,No,Yes,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,61.3,249.4,0.0,10,150.8,410.2,3,Stayed,0,5281,No
-Male,37,No,No,No,No,0,United States,California,Los Angeles,90003,"33.964131, -118.272783",33.964131,-118.272783,"58,198",Q3,No,0,2,,Yes,10.47,No,Yes,DSL,21,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,53.85,108.15,0.0,0,20.94,129.09,1,Churned,1,3239,No
-Male,29,Yes,No,Yes,No,0,United States,California,Los Angeles,90003,"33.964131, -118.272783",33.964131,-118.272783,"58,198",Q3,Yes,9,1,,Yes,43.57,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,18.8,18.8,0.0,0,43.57,62.37,3,Joined,0,5160,Yes
-Female,49,No,No,Yes,Yes,3,United States,California,Los Angeles,90003,"33.964131, -118.272783",33.964131,-118.272783,"58,198",Q3,Yes,2,3,,Yes,19.18,No,Yes,Fiber Optic,22,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.0,241.3,0.0,0,57.54,298.84,3,Joined,0,4264,Yes
-Female,60,No,No,Yes,No,0,United States,California,Los Angeles,90003,"33.964131, -118.272783",33.964131,-118.272783,"58,198",Q3,Yes,4,59,Offer B,Yes,16.39,Yes,Yes,Fiber Optic,14,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.75,5597.65,0.0,0,967.01,6564.66,3,Stayed,0,5238,Yes
-Male,56,No,No,No,No,0,United States,California,Los Angeles,90003,"33.964131, -118.272783",33.964131,-118.272783,"58,198",Q3,No,0,5,,Yes,12.35,No,Yes,Fiber Optic,13,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,80.1,398.55,0.0,0,61.75,460.3,3,Stayed,0,5225,No
-Female,31,No,No,No,Yes,2,United States,California,Los Angeles,90006,"34.048013, -118.293953",34.048013,-118.293953,"62,784",Q3,No,0,8,,Yes,12.15,Yes,Yes,Cable,26,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.65,820.5,0.0,0,97.2,917.7,3,Churned,1,5372,No
-Male,21,Yes,No,No,No,0,United States,California,Los Angeles,90006,"34.048013, -118.293953",34.048013,-118.293953,"62,784",Q3,No,0,35,,Yes,39.84,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,25.6,901.25,0.0,0,1394.4,2295.65,4,Stayed,0,2980,No
-Female,50,No,No,No,No,0,United States,California,Los Angeles,90006,"34.048013, -118.293953",34.048013,-118.293953,"62,784",Q3,No,0,25,,Yes,1.36,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.9,527.5,0.0,0,34.0,561.5,5,Stayed,0,3048,No
-Male,41,No,No,Yes,No,0,United States,California,Los Angeles,90006,"34.048013, -118.293953",34.048013,-118.293953,"62,784",Q3,Yes,10,18,Offer D,Yes,45.92,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.35,768.05,0.0,0,826.56,1594.61,3,Stayed,0,2935,Yes
-Female,42,No,No,No,No,0,United States,California,Los Angeles,90006,"34.048013, -118.293953",34.048013,-118.293953,"62,784",Q3,No,0,3,Offer E,Yes,14.79,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.4,63.15,0.0,0,44.37,107.52,4,Joined,0,5695,No
-Female,23,Yes,No,Yes,Yes,3,United States,California,Los Angeles,90010,"34.062125, -118.315709",34.062125,-118.315709,"1,957",Q3,No,0,28,Offer C,Yes,4.89,Yes,Yes,Fiber Optic,47,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.8,3046.05,0.0,0,136.92,3182.97,3,Churned,1,5003,Yes
-Female,48,No,No,No,No,0,United States,California,Los Angeles,90010,"34.062125, -118.315709",34.062125,-118.315709,"1,957",Q3,No,0,26,,Yes,17.53,Yes,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.95,1834.95,0.0,0,455.78,2290.73,2,Churned,1,2934,No
-Male,20,Yes,No,Yes,No,0,United States,California,Los Angeles,90010,"34.062125, -118.315709",34.062125,-118.315709,"1,957",Q3,Yes,1,47,,Yes,10.07,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,25.4,1139.2,0.0,0,473.29,1612.49,3,Stayed,0,3159,Yes
-Male,29,Yes,No,No,No,0,United States,California,Los Angeles,90010,"34.062125, -118.315709",34.062125,-118.315709,"1,957",Q3,No,0,1,,Yes,10.84,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.3,20.3,0.0,0,10.84,31.14,4,Joined,0,4270,No
-Male,38,No,No,No,Yes,1,United States,California,Los Angeles,90015,"34.039224, -118.266293",34.039224,-118.266293,"15,140",Q3,No,0,49,,Yes,44.33,Yes,Yes,Fiber Optic,11,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.7,5036.3,0.0,0,2172.17,7208.47,1,Churned,1,5340,No
-Female,51,No,No,No,No,0,United States,California,Los Angeles,90015,"34.039224, -118.266293",34.039224,-118.266293,"15,140",Q3,No,0,9,Offer E,Yes,42.41,Yes,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.85,663.55,0.0,0,381.69,1045.24,5,Stayed,0,4834,No
-Male,59,No,No,Yes,No,0,United States,California,Los Angeles,90015,"34.039224, -118.266293",34.039224,-118.266293,"15,140",Q3,Yes,6,63,,Yes,46.99,No,Yes,Cable,13,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,70.8,4448.8,0.0,0,2960.37,7409.17,3,Stayed,0,5114,Yes
-Female,27,Yes,No,Yes,No,0,United States,California,Los Angeles,90015,"34.039224, -118.266293",34.039224,-118.266293,"15,140",Q3,Yes,8,2,Offer E,Yes,36.05,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.85,52.0,0.0,0,72.1,124.1,5,Joined,0,4107,Yes
-Female,46,No,No,Yes,Yes,3,United States,California,Los Angeles,90015,"34.039224, -118.266293",34.039224,-118.266293,"15,140",Q3,Yes,9,46,,Yes,12.68,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.4,958.15,0.0,0,583.28,1541.43,4,Stayed,0,4630,Yes
-Female,20,Yes,No,No,No,0,United States,California,Los Angeles,90032,"34.078821, -118.177576",34.078821,-118.177576,"46,960",Q3,No,0,17,,Yes,40.55,No,Yes,Cable,41,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,64.7,1093.1,0.0,0,689.35,1782.45,1,Churned,1,3022,No
-Female,56,No,No,Yes,No,0,United States,California,Los Angeles,90032,"34.078821, -118.177576",34.078821,-118.177576,"46,960",Q3,Yes,7,72,,Yes,39.98,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.0,1849.2,0.0,0,2878.56,4727.76,4,Stayed,0,6126,Yes
-Male,44,No,No,No,Yes,3,United States,California,Los Angeles,90032,"34.078821, -118.177576",34.078821,-118.177576,"46,960",Q3,No,0,12,Offer D,Yes,17.23,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.35,212.3,0.0,0,206.76,419.06,5,Stayed,0,2558,No
-Female,28,Yes,No,Yes,Yes,3,United States,California,Los Angeles,90032,"34.078821, -118.177576",34.078821,-118.177576,"46,960",Q3,Yes,3,72,,Yes,24.48,Yes,Yes,Cable,69,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,83.3,6042.7,0.0,80,1762.56,7885.26,3,Stayed,0,4505,Yes
-Male,36,No,No,Yes,No,0,United States,California,Los Angeles,90032,"34.078821, -118.177576",34.078821,-118.177576,"46,960",Q3,Yes,7,69,Offer A,Yes,14.18,No,Yes,DSL,16,Yes,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,53.65,3804.4,0.0,0,978.42,4782.82,3,Stayed,0,6092,Yes
-Male,51,No,No,No,Yes,1,United States,California,Los Angeles,90041,"34.137412, -118.207607",34.137412,-118.207607,"27,866",Q3,No,0,34,Offer C,Yes,21.69,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.35,3549.25,0.0,0,737.46,4286.71,2,Churned,1,2941,No
-Female,23,Yes,No,No,No,0,United States,California,Los Angeles,90041,"34.137412, -118.207607",34.137412,-118.207607,"27,866",Q3,No,0,18,Offer D,Yes,35.7,No,Yes,Fiber Optic,26,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.05,1740.7,0.0,0,642.6,2383.3,1,Churned,1,5581,No
-Male,62,No,No,Yes,Yes,3,United States,California,Los Angeles,90041,"34.137412, -118.207607",34.137412,-118.207607,"27,866",Q3,Yes,8,70,,Yes,32.38,Yes,Yes,Fiber Optic,53,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,97.55,6669.05,0.0,0,2266.6,8935.65,4,Stayed,0,4551,Yes
-Male,38,No,No,No,No,0,United States,California,Los Angeles,90041,"34.137412, -118.207607",34.137412,-118.207607,"27,866",Q3,No,0,40,,No,0.0,No,Yes,Cable,19,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,62.05,2511.55,0.0,0,0.0,2511.55,3,Stayed,0,2290,No
-Male,38,No,No,Yes,Yes,3,United States,California,Los Angeles,90041,"34.137412, -118.207607",34.137412,-118.207607,"27,866",Q3,Yes,3,51,,Yes,37.63,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.4,997.75,0.0,0,1919.13,2916.88,4,Stayed,0,4025,Yes
-Female,48,No,No,No,Yes,2,United States,California,Los Angeles,90042,"34.11572, -118.192754",34.11572,-118.192754,"64,672",Q3,No,0,11,,Yes,27.57,Yes,Yes,Cable,18,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,97.85,1105.4,0.0,0,303.27,1408.67,3,Churned,1,5674,No
-Female,35,No,No,No,No,0,United States,California,Los Angeles,90042,"34.11572, -118.192754",34.11572,-118.192754,"64,672",Q3,No,0,7,Offer E,Yes,18.99,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.1,552.95,0.0,0,132.93,685.88,2,Churned,1,5514,No
-Male,31,No,No,Yes,Yes,1,United States,California,Los Angeles,90042,"34.11572, -118.192754",34.11572,-118.192754,"64,672",Q3,Yes,7,60,,Yes,21.98,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.65,1161.75,0.0,0,1318.8,2480.55,5,Stayed,0,6315,Yes
-Female,23,Yes,No,No,No,0,United States,California,Los Angeles,90042,"34.11572, -118.192754",34.11572,-118.192754,"64,672",Q3,No,0,16,Offer D,Yes,47.25,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.1,318.6,0.0,0,756.0,1074.6,3,Stayed,0,4545,No
-Female,21,Yes,No,Yes,Yes,3,United States,California,Los Angeles,90042,"34.11572, -118.192754",34.11572,-118.192754,"64,672",Q3,Yes,10,71,Offer A,Yes,48.76,No,Yes,Cable,71,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,77.55,5574.35,0.0,0,3461.96,9036.31,3,Stayed,0,5097,Yes
-Female,32,No,No,No,Yes,2,United States,California,Los Angeles,90056,"33.987945, -118.370442",33.987945,-118.370442,"8,115",Q3,No,0,2,,Yes,5.85,No,Yes,Fiber Optic,19,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,80.65,144.15,0.0,20,11.7,175.85,1,Churned,1,5586,No
-Female,36,No,No,No,No,0,United States,California,Los Angeles,90056,"33.987945, -118.370442",33.987945,-118.370442,"8,115",Q3,No,0,16,Offer D,Yes,6.86,No,Yes,DSL,8,No,Yes,No,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,53.9,834.15,0.0,40,109.76,983.91,3,Churned,1,5091,No
-Male,35,No,No,Yes,No,0,United States,California,Los Angeles,90056,"33.987945, -118.370442",33.987945,-118.370442,"8,115",Q3,Yes,1,11,Offer D,Yes,9.14,Yes,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.35,834.2,0.0,0,100.54,934.74,2,Churned,1,5075,Yes
-Female,56,No,No,No,No,0,United States,California,Los Angeles,90056,"33.987945, -118.370442",33.987945,-118.370442,"8,115",Q3,No,0,42,,Yes,23.25,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.65,958.1,0.0,0,976.5,1934.6,4,Stayed,0,5956,No
-Female,64,No,No,No,No,0,United States,California,Los Angeles,90056,"33.987945, -118.370442",33.987945,-118.370442,"8,115",Q3,No,0,63,Offer B,Yes,26.74,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.2,1618.2,0.0,0,1684.62,3302.82,3,Stayed,0,4948,No
-Female,34,No,No,No,Yes,1,United States,California,Los Angeles,90061,"33.92128, -118.274186",33.92128,-118.274186,"24,511",Q3,No,0,15,,Yes,3.96,No,Yes,Fiber Optic,20,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.1,1426.4,0.0,0,59.4,1485.8,1,Churned,1,2966,No
-Male,20,Yes,No,No,No,0,United States,California,Los Angeles,90061,"33.92128, -118.274186",33.92128,-118.274186,"24,511",Q3,No,0,11,,No,0.0,No,Yes,DSL,73,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,35.65,425.1,0.0,0,0.0,425.1,4,Stayed,0,4986,No
-Female,27,Yes,No,Yes,No,0,United States,California,Los Angeles,90061,"33.92128, -118.274186",33.92128,-118.274186,"24,511",Q3,Yes,3,68,Offer A,Yes,3.41,Yes,Yes,Fiber Optic,26,No,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,90.2,6297.65,0.0,0,231.88,6529.53,4,Stayed,0,4095,Yes
-Male,33,No,No,No,No,0,United States,California,Los Angeles,90061,"33.92128, -118.274186",33.92128,-118.274186,"24,511",Q3,No,0,25,Offer C,Yes,13.36,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.6,541.5,0.0,0,334.0,875.5,3,Stayed,0,2305,No
-Male,42,No,No,Yes,No,0,United States,California,Los Angeles,90061,"33.92128, -118.274186",33.92128,-118.274186,"24,511",Q3,Yes,5,72,Offer A,Yes,13.59,Yes,Yes,DSL,5,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,92.3,6719.9,0.0,0,978.48,7698.38,4,Stayed,0,5136,Yes
-Female,41,No,No,No,Yes,2,United States,California,Beverly Hills,90211,"34.063947, -118.383001",34.063947,-118.383001,"8,321",Q3,No,0,9,,Yes,27.21,Yes,Yes,Fiber Optic,29,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,94.4,857.25,0.0,0,244.89,1102.14,3,Churned,1,5571,No
-Male,63,No,No,No,No,0,United States,California,Beverly Hills,90211,"34.063947, -118.383001",34.063947,-118.383001,"8,321",Q3,No,0,8,,Yes,30.53,No,Yes,DSL,26,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,54.75,438.05,0.0,0,244.24,682.29,5,Stayed,0,5317,No
-Female,55,No,No,No,No,0,United States,California,Beverly Hills,90211,"34.063947, -118.383001",34.063947,-118.383001,"8,321",Q3,No,0,46,,Yes,33.18,Yes,Yes,Fiber Optic,3,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,94.15,4408.45,0.0,0,1526.28,5934.73,5,Stayed,0,3924,No
-Female,53,No,No,No,No,0,United States,California,Beverly Hills,90211,"34.063947, -118.383001",34.063947,-118.383001,"8,321",Q3,No,0,41,,Yes,2.32,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.85,810.45,0.0,0,95.12,905.57,5,Stayed,0,3523,No
-Male,42,No,No,No,No,0,United States,California,Beverly Hills,90211,"34.063947, -118.383001",34.063947,-118.383001,"8,321",Q3,No,0,27,Offer C,Yes,39.77,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.35,531.6,0.0,0,1073.79,1605.39,3,Stayed,0,4962,No
-Female,34,No,No,Yes,Yes,5,United States,California,Lynwood,90262,"33.923573, -118.200669",33.923573,-118.200669,"69,850",Q3,Yes,1,7,,Yes,8.69,No,Yes,Fiber Optic,53,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.15,496.9,0.0,0,60.83,557.73,1,Churned,1,3457,Yes
-Male,54,No,No,No,No,0,United States,California,Lynwood,90262,"33.923573, -118.200669",33.923573,-118.200669,"69,850",Q3,No,0,9,,No,0.0,No,Yes,Cable,20,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,45.4,418.8,0.0,20,0.0,438.8,1,Churned,1,5028,No
-Female,24,Yes,No,Yes,No,0,United States,California,Lynwood,90262,"33.923573, -118.200669",33.923573,-118.200669,"69,850",Q3,Yes,8,58,,Yes,26.99,Yes,Yes,Cable,53,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,68.4,3972.25,0.0,0,1565.42,5537.67,3,Stayed,0,5269,Yes
-Female,25,Yes,No,No,No,0,United States,California,Lynwood,90262,"33.923573, -118.200669",33.923573,-118.200669,"69,850",Q3,No,0,10,Offer D,Yes,45.42,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.3,185.2,0.0,0,454.2,639.4,4,Stayed,0,4190,No
-Male,23,Yes,No,Yes,No,0,United States,California,Lynwood,90262,"33.923573, -118.200669",33.923573,-118.200669,"69,850",Q3,Yes,8,37,Offer C,Yes,13.13,Yes,Yes,Fiber Optic,58,No,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,94.3,3460.95,0.0,0,485.81,3946.76,3,Stayed,0,2615,Yes
-Female,34,No,No,No,Yes,3,United States,California,Marina Del Rey,90292,"33.977468, -118.445475",33.977468,-118.445475,"18,058",Q3,No,0,12,,Yes,25.34,Yes,Yes,Fiber Optic,56,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,78.95,927.35,0.0,80,304.08,1311.43,1,Churned,1,5806,No
-Female,47,No,No,Yes,No,0,United States,California,Marina Del Rey,90292,"33.977468, -118.445475",33.977468,-118.445475,"18,058",Q3,Yes,1,3,,Yes,38.09,Yes,Yes,Fiber Optic,30,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.75,264.85,0.0,0,114.27,379.12,1,Churned,1,2014,Yes
-Female,28,Yes,No,No,No,0,United States,California,Marina Del Rey,90292,"33.977468, -118.445475",33.977468,-118.445475,"18,058",Q3,No,0,2,,No,0.0,No,Yes,DSL,48,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,45.25,85.5,0.0,10,0.0,95.5,1,Churned,1,4566,No
-Female,56,No,No,No,No,0,United States,California,Marina Del Rey,90292,"33.977468, -118.445475",33.977468,-118.445475,"18,058",Q3,No,0,42,Offer B,Yes,20.27,Yes,Yes,DSL,15,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,78.45,3373.4,0.0,0,851.34,4224.74,4,Stayed,0,3192,No
-Male,31,No,No,No,No,0,United States,California,Marina Del Rey,90292,"33.977468, -118.445475",33.977468,-118.445475,"18,058",Q3,No,0,56,,Yes,37.99,Yes,Yes,Fiber Optic,24,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,105.35,5794.45,0.0,0,2127.44,7921.89,3,Stayed,0,5680,No
-Male,37,No,No,Yes,Yes,1,United States,California,Torrance,90504,"33.867257, -118.330794",33.867257,-118.330794,"31,678",Q3,No,0,55,,Yes,49.06,Yes,Yes,Fiber Optic,27,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.75,5238.9,0.0,0,2698.3,7937.2,1,Churned,1,5154,Yes
-Male,27,Yes,No,No,No,0,United States,California,Torrance,90504,"33.867257, -118.330794",33.867257,-118.330794,"31,678",Q3,No,0,3,,Yes,34.49,Yes,Yes,Fiber Optic,52,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,75.0,209.1,0.0,0,103.47,312.57,1,Churned,1,3190,No
-Male,41,No,No,Yes,Yes,3,United States,California,Torrance,90504,"33.867257, -118.330794",33.867257,-118.330794,"31,678",Q3,Yes,4,35,,Yes,48.08,Yes,Yes,Fiber Optic,53,No,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,89.65,3161.6,0.0,40,1682.8,4884.4,3,Stayed,0,2622,Yes
-Female,54,No,No,No,No,0,United States,California,Torrance,90504,"33.867257, -118.330794",33.867257,-118.330794,"31,678",Q3,No,0,47,Offer B,No,0.0,No,Yes,Cable,23,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,41.9,1875.25,0.0,0,0.0,1875.25,3,Stayed,0,2540,No
-Male,63,No,No,Yes,No,0,United States,California,Torrance,90504,"33.867257, -118.330794",33.867257,-118.330794,"31,678",Q3,Yes,1,44,,No,0.0,No,Yes,Cable,18,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,54.3,2390.45,0.0,0,0.0,2390.45,3,Stayed,0,3222,Yes
-Female,62,No,No,Yes,Yes,2,United States,California,Whittier,90606,"33.976678, -118.065875",33.976678,-118.065875,"32,148",Q3,Yes,1,10,,Yes,24.48,Yes,Yes,Fiber Optic,30,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.25,1064.65,0.0,0,244.8,1309.45,2,Churned,1,5998,Yes
-Male,40,No,No,Yes,No,0,United States,California,Whittier,90606,"33.976678, -118.065875",33.976678,-118.065875,"32,148",Q3,Yes,8,71,Offer A,Yes,26.56,Yes,Yes,Fiber Optic,7,No,Yes,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,93.25,6669.45,0.0,90,1885.76,8645.21,4,Stayed,0,6035,Yes
-Female,27,Yes,No,Yes,No,0,United States,California,Whittier,90606,"33.976678, -118.065875",33.976678,-118.065875,"32,148",Q3,Yes,1,72,Offer A,Yes,38.79,Yes,Yes,Fiber Optic,42,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,97.0,7104.2,0.0,0,2792.88,9897.08,4,Stayed,0,6302,Yes
-Female,55,No,No,No,Yes,2,United States,California,Whittier,90606,"33.976678, -118.065875",33.976678,-118.065875,"32,148",Q3,No,0,22,,No,0.0,No,Yes,DSL,29,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,49.45,1031.4,0.0,0,0.0,1031.4,3,Stayed,0,5941,No
-Female,57,No,No,Yes,No,0,United States,California,Whittier,90606,"33.976678, -118.065875",33.976678,-118.065875,"32,148",Q3,Yes,1,37,,Yes,45.19,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.5,805.2,0.0,0,1672.03,2477.23,4,Stayed,0,3924,Yes
-Male,21,Yes,No,No,Yes,2,United States,California,La Habra,90631,"33.940619, -117.9513",33.940619,-117.9513,"67,354",Q3,No,0,3,Offer E,Yes,14.6,Yes,Yes,Fiber Optic,71,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,74.4,229.55,8.74,0,43.8,264.61,1,Churned,1,4415,No
-Male,50,No,No,No,No,0,United States,California,La Habra,90631,"33.940619, -117.9513",33.940619,-117.9513,"67,354",Q3,No,0,1,,Yes,22.86,No,Yes,Fiber Optic,25,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.8,69.8,0.0,10,22.86,102.66,2,Churned,1,4154,No
-Male,32,No,No,Yes,Yes,2,United States,California,La Habra,90631,"33.940619, -117.9513",33.940619,-117.9513,"67,354",Q3,Yes,10,1,,Yes,26.26,No,Yes,DSL,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,48.75,48.75,0.0,0,26.26,75.01,4,Joined,0,5068,Yes
-Female,52,No,No,Yes,Yes,3,United States,California,La Habra,90631,"33.940619, -117.9513",33.940619,-117.9513,"67,354",Q3,Yes,10,67,Offer A,Yes,3.04,Yes,Yes,Fiber Optic,30,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.25,6689.0,0.0,0,203.68,6892.68,3,Stayed,0,5588,Yes
-Male,48,No,No,Yes,Yes,3,United States,California,La Habra,90631,"33.940619, -117.9513",33.940619,-117.9513,"67,354",Q3,Yes,1,15,Offer D,Yes,17.28,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.65,332.65,0.0,0,259.2,591.85,5,Stayed,0,5928,Yes
-Female,27,Yes,No,Yes,No,0,United States,California,Avalon,90704,"33.391181, -118.421305",33.391181,-118.421305,"3,699",Q3,Yes,6,25,Offer C,No,0.0,No,Yes,DSL,48,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,58.6,1502.65,4.48,0,0.0,1498.17,1,Churned,1,4190,Yes
-Male,60,No,No,No,No,0,United States,California,Avalon,90704,"33.391181, -118.421305",33.391181,-118.421305,"3,699",Q3,No,0,1,,Yes,17.54,No,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71.65,71.65,0.0,0,17.54,89.19,1,Churned,1,2377,No
-Male,53,No,No,No,No,0,United States,California,Avalon,90704,"33.391181, -118.421305",33.391181,-118.421305,"3,699",Q3,No,0,2,Offer E,Yes,6.74,No,Yes,Fiber Optic,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,71.3,157.75,0.0,0,13.48,171.23,3,Joined,0,2274,No
-Female,35,No,No,Yes,No,0,United States,California,Avalon,90704,"33.391181, -118.421305",33.391181,-118.421305,"3,699",Q3,Yes,3,2,Offer E,Yes,5.42,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.35,41.85,0.0,0,10.84,52.69,4,Joined,0,5761,Yes
-Male,51,No,No,No,No,0,United States,California,Avalon,90704,"33.391181, -118.421305",33.391181,-118.421305,"3,699",Q3,No,0,4,,Yes,17.7,No,Yes,DSL,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55.9,238.5,0.0,0,70.8,309.3,3,Stayed,0,3545,No
-Male,64,No,No,No,No,0,United States,California,Harbor City,90710,"33.798266, -118.300237",33.798266,-118.300237,"24,660",Q3,No,0,1,Offer E,No,0.0,No,Yes,DSL,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,35.45,35.45,0.0,0,0.0,35.45,3,Churned,1,2301,No
-Female,46,No,No,No,No,0,United States,California,Harbor City,90710,"33.798266, -118.300237",33.798266,-118.300237,"24,660",Q3,No,0,12,,Yes,25.54,No,Yes,Fiber Optic,27,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.0,1062.1,0.0,0,306.48,1368.58,1,Churned,1,5239,No
-Male,39,No,No,Yes,No,0,United States,California,Harbor City,90710,"33.798266, -118.300237",33.798266,-118.300237,"24,660",Q3,Yes,4,68,Offer A,Yes,38.38,Yes,Yes,DSL,20,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,92.2,6392.85,0.0,0,2609.84,9002.69,3,Stayed,0,4451,Yes
-Female,40,No,No,No,No,0,United States,California,Harbor City,90710,"33.798266, -118.300237",33.798266,-118.300237,"24,660",Q3,No,0,41,Offer B,Yes,36.47,Yes,Yes,DSL,8,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,56.3,2364.0,0.0,0,1495.27,3859.27,5,Stayed,0,2994,No
-Male,49,No,No,Yes,Yes,3,United States,California,Harbor City,90710,"33.798266, -118.300237",33.798266,-118.300237,"24,660",Q3,Yes,10,8,Offer E,Yes,1.56,No,Yes,DSL,57,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.4,475.1,0.0,0,12.48,487.58,4,Stayed,0,4854,Yes
-Female,53,No,No,No,No,0,United States,California,San Pedro,90731,"33.736387, -118.284363",33.736387,-118.284363,"58,639",Q3,No,0,8,Offer E,Yes,48.14,Yes,Yes,DSL,18,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,71.15,563.65,0.0,0,385.12,948.77,1,Churned,1,2662,No
-Male,27,Yes,No,Yes,Yes,1,United States,California,San Pedro,90731,"33.736387, -118.284363",33.736387,-118.284363,"58,639",Q3,Yes,1,72,Offer A,Yes,35.33,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.75,1769.6,0.0,0,2543.76,4313.36,3,Stayed,0,6232,Yes
-Female,41,No,No,Yes,No,0,United States,California,San Pedro,90731,"33.736387, -118.284363",33.736387,-118.284363,"58,639",Q3,Yes,3,46,Offer B,Yes,33.22,Yes,Yes,Fiber Optic,29,No,Yes,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,103.15,4594.65,0.0,130,1528.12,6252.77,3,Stayed,0,3517,Yes
-Male,62,No,No,No,No,0,United States,California,San Pedro,90731,"33.736387, -118.284363",33.736387,-118.284363,"58,639",Q3,No,0,35,Offer C,Yes,39.87,Yes,Yes,Fiber Optic,23,Yes,Yes,Yes,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,96.75,3403.4,0.0,130,1395.45,4928.85,3,Stayed,0,5154,No
-Male,40,No,No,Yes,No,0,United States,California,San Pedro,90731,"33.736387, -118.284363",33.736387,-118.284363,"58,639",Q3,No,0,70,,Yes,43.46,Yes,Yes,DSL,21,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,79.4,5528.9,0.0,0,3042.2,8571.1,4,Stayed,0,5991,Yes
-Female,26,Yes,No,Yes,Yes,1,United States,California,Altadena,91001,"34.196837, -118.142236",34.196837,-118.142236,"36,243",Q3,Yes,5,20,,Yes,36.6,Yes,Yes,Fiber Optic,51,Yes,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,82.4,1592.35,33.43,0,732.0,2290.92,1,Churned,1,5719,Yes
-Male,26,Yes,No,No,No,0,United States,California,Altadena,91001,"34.196837, -118.142236",34.196837,-118.142236,"36,243",Q3,No,0,1,,Yes,5.63,No,Yes,Cable,52,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,75.5,75.5,0.0,0,5.63,81.13,5,Joined,0,2954,No
-Male,46,No,No,No,No,0,United States,California,Altadena,91001,"34.196837, -118.142236",34.196837,-118.142236,"36,243",Q3,No,0,4,Offer E,Yes,33.93,No,Yes,Cable,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.9,199.75,0.0,0,135.72,335.47,3,Stayed,0,3200,No
-Female,25,Yes,No,No,No,0,United States,California,Altadena,91001,"34.196837, -118.142236",34.196837,-118.142236,"36,243",Q3,No,0,66,Offer A,No,0.0,No,Yes,DSL,73,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,61.35,4193.4,0.0,130,0.0,4323.4,3,Stayed,0,4824,No
-Male,63,No,No,No,No,0,United States,California,Altadena,91001,"34.196837, -118.142236",34.196837,-118.142236,"36,243",Q3,No,0,48,,Yes,32.04,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.85,916.0,0.0,0,1537.92,2453.92,5,Stayed,0,3779,No
-Female,42,No,No,No,Yes,1,United States,California,Monrovia,91016,"34.1528, -118.000482",34.1528,-118.000482,"41,067",Q3,No,0,4,Offer E,Yes,33.5,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.9,273.0,8.74,0,134.0,398.26,1,Churned,1,4287,No
-Male,50,No,No,Yes,Yes,4,United States,California,Monrovia,91016,"34.1528, -118.000482",34.1528,-118.000482,"41,067",Q3,Yes,9,60,Offer B,Yes,38.44,Yes,Yes,Fiber Optic,57,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.35,4453.3,0.0,0,2306.4,6759.7,5,Stayed,0,5100,Yes
-Male,47,No,No,Yes,Yes,1,United States,California,Monrovia,91016,"34.1528, -118.000482",34.1528,-118.000482,"41,067",Q3,Yes,7,8,,Yes,10.36,No,Yes,DSL,20,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,51.3,411.6,15.02,0,82.88,479.46,4,Stayed,0,2545,Yes
-Female,37,No,No,Yes,Yes,5,United States,California,Monrovia,91016,"34.1528, -118.000482",34.1528,-118.000482,"41,067",Q3,Yes,5,27,Offer C,Yes,19.32,No,Yes,DSL,30,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,49.85,1336.15,0.0,0,521.64,1857.79,3,Stayed,0,5580,Yes
-Female,28,Yes,No,No,No,0,United States,California,Monrovia,91016,"34.1528, -118.000482",34.1528,-118.000482,"41,067",Q3,No,0,1,,Yes,42.42,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.65,19.65,0.0,0,42.42,62.07,3,Joined,0,5454,No
-Female,26,Yes,No,Yes,Yes,3,United States,California,Tujunga,91042,"34.296574, -118.244839",34.296574,-118.244839,"26,753",Q3,Yes,1,2,Offer E,Yes,11.51,Yes,Yes,Fiber Optic,53,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.4,242.8,45.44,0,23.02,220.38,3,Churned,1,4690,Yes
-Male,47,No,No,No,No,0,United States,California,Tujunga,91042,"34.296574, -118.244839",34.296574,-118.244839,"26,753",Q3,No,0,19,Offer D,Yes,1.79,No,Yes,Fiber Optic,14,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,73.85,1424.5,0.0,130,34.01,1588.51,3,Churned,1,2251,No
-Male,53,No,No,No,No,0,United States,California,Tujunga,91042,"34.296574, -118.244839",34.296574,-118.244839,"26,753",Q3,No,0,67,,Yes,22.66,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,118.35,7804.15,0.0,0,1518.22,9322.37,1,Churned,1,6255,No
-Female,57,No,No,Yes,Yes,2,United States,California,Tujunga,91042,"34.296574, -118.244839",34.296574,-118.244839,"26,753",Q3,Yes,2,2,,Yes,35.42,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.3,31.9,0.0,0,70.84,102.74,3,Joined,0,2843,Yes
-Male,57,No,No,No,Yes,1,United States,California,Tujunga,91042,"34.296574, -118.244839",34.296574,-118.244839,"26,753",Q3,No,0,29,,No,0.0,No,Yes,DSL,21,Yes,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.0,1242.45,12.26,0,0.0,1230.19,4,Stayed,0,3290,No
-Female,24,Yes,No,Yes,No,0,United States,California,Pasadena,91103,"34.167465, -118.165327",34.167465,-118.165327,"27,891",Q3,Yes,5,53,,Yes,40.62,No,Yes,Fiber Optic,73,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,94.85,5000.2,18.55,0,2152.86,7134.51,1,Churned,1,4328,Yes
-Male,53,No,No,No,No,0,United States,California,Pasadena,91103,"34.167465, -118.165327",34.167465,-118.165327,"27,891",Q3,No,0,3,Offer E,Yes,39.38,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.65,220.1,0.0,0,118.14,338.24,2,Churned,1,2421,No
-Female,42,No,No,No,No,0,United States,California,Pasadena,91103,"34.167465, -118.165327",34.167465,-118.165327,"27,891",Q3,No,0,32,,Yes,32.02,Yes,Yes,DSL,3,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.2,1739.6,0.0,0,1024.64,2764.24,5,Stayed,0,4454,No
-Female,43,No,No,No,No,0,United States,California,Pasadena,91103,"34.167465, -118.165327",34.167465,-118.165327,"27,891",Q3,No,0,18,Offer D,Yes,11.36,Yes,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.15,1345.75,0.0,0,204.48,1550.23,4,Stayed,0,5033,No
-Female,47,No,No,No,No,0,United States,California,Pasadena,91103,"34.167465, -118.165327",34.167465,-118.165327,"27,891",Q3,No,0,13,,Yes,34.18,No,Yes,Fiber Optic,19,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,81.9,1028.9,0.0,0,444.34,1473.24,3,Stayed,0,2054,No
-Female,48,No,No,No,Yes,3,United States,California,Glendale,91206,"34.162515, -118.203869",34.162515,-118.203869,"31,297",Q3,No,0,13,,Yes,33.54,No,Yes,Fiber Optic,76,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.25,1111.65,48.25,0,436.02,1499.42,1,Churned,1,5142,No
-Male,44,No,No,No,No,0,United States,California,Glendale,91206,"34.162515, -118.203869",34.162515,-118.203869,"31,297",Q3,No,0,24,,Yes,24.76,No,Yes,Fiber Optic,2,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.0,2122.45,0.0,0,594.24,2716.69,1,Churned,1,3068,No
-Male,57,No,No,No,No,0,United States,California,Glendale,91206,"34.162515, -118.203869",34.162515,-118.203869,"31,297",Q3,No,0,56,,Yes,2.58,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,24.9,1334.0,0.0,0,144.48,1478.48,3,Churned,1,5327,No
-Male,46,No,No,No,No,0,United States,California,Glendale,91206,"34.162515, -118.203869",34.162515,-118.203869,"31,297",Q3,No,0,9,,Yes,10.69,Yes,Yes,Cable,10,No,No,No,No,No,Yes,Yes,No,Month-to-Month,No,Credit Card,59.9,542.4,38.33,10,96.21,610.28,5,Stayed,0,5414,No
-Male,49,No,No,No,No,0,United States,California,Glendale,91206,"34.162515, -118.203869",34.162515,-118.203869,"31,297",Q3,No,0,1,,Yes,16.64,No,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.25,89.25,0.0,0,16.64,105.89,5,Joined,0,5579,No
-Female,29,Yes,No,Yes,No,0,United States,California,Glendale,91207,"34.182378, -118.262922",34.182378,-118.262922,"9,864",Q3,Yes,4,1,Offer E,No,0.0,No,Yes,DSL,29,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,24.8,24.8,0.0,0,0.0,24.8,1,Churned,1,4851,Yes
-Male,57,No,No,No,No,0,United States,California,Glendale,91207,"34.182378, -118.262922",34.182378,-118.262922,"9,864",Q3,No,0,1,,Yes,12.0,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.05,20.05,0.0,0,12.0,32.05,2,Churned,1,4710,No
-Female,46,No,No,Yes,No,0,United States,California,Glendale,91207,"34.182378, -118.262922",34.182378,-118.262922,"9,864",Q3,Yes,1,26,Offer C,Yes,25.63,Yes,Yes,DSL,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,90.1,2312.55,47.79,0,666.38,2931.14,3,Stayed,0,2068,Yes
-Male,32,No,No,No,No,0,United States,California,Glendale,91207,"34.182378, -118.262922",34.182378,-118.262922,"9,864",Q3,No,0,5,,Yes,21.01,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.25,86.05,0.0,0,105.05,191.1,3,Stayed,0,3056,No
-Male,56,No,No,Yes,Yes,2,United States,California,Glendale,91207,"34.182378, -118.262922",34.182378,-118.262922,"9,864",Q3,Yes,4,72,,Yes,27.88,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,108.4,7767.25,0.0,30,2007.36,9804.61,4,Stayed,0,4419,Yes
-Male,62,No,No,No,Yes,3,United States,California,Mission Hills,91345,"34.266389, -118.459744",34.266389,-118.459744,"17,112",Q3,No,0,1,,Yes,23.2,No,Yes,Fiber Optic,21,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,79.9,79.9,0.0,0,23.2,103.1,2,Churned,1,3394,No
-Male,46,No,No,No,No,0,United States,California,Mission Hills,91345,"34.266389, -118.459744",34.266389,-118.459744,"17,112",Q3,No,0,52,,Yes,48.13,No,Yes,Fiber Optic,12,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,85.35,4338.6,0.0,90,2502.76,6931.36,3,Churned,1,6402,No
-Male,24,Yes,No,No,No,0,United States,California,Mission Hills,91345,"34.266389, -118.459744",34.266389,-118.459744,"17,112",Q3,No,0,53,,Yes,34.16,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.6,1279.0,37.68,0,1810.48,3051.8,5,Stayed,0,4610,No
-Male,23,Yes,No,Yes,Yes,1,United States,California,Mission Hills,91345,"34.266389, -118.459744",34.266389,-118.459744,"17,112",Q3,Yes,3,19,,No,0.0,No,Yes,Cable,52,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,34.95,610.2,0.0,0,0.0,610.2,3,Stayed,0,3422,Yes
-Male,62,No,No,Yes,Yes,2,United States,California,Mission Hills,91345,"34.266389, -118.459744",34.266389,-118.459744,"17,112",Q3,Yes,1,72,,Yes,28.37,Yes,Yes,DSL,18,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,69.85,5102.35,25.24,0,2042.64,7119.75,3,Stayed,0,6233,Yes
-Male,22,Yes,No,No,No,0,United States,California,North Hollywood,91601,"34.1692, -118.372498",34.1692,-118.372498,"36,625",Q3,No,0,2,,Yes,44.31,Yes,Yes,DSL,73,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,54.4,114.1,0.0,0,88.62,202.72,3,Churned,1,2556,No
-Female,35,No,No,No,No,0,United States,California,North Hollywood,91601,"34.1692, -118.372498",34.1692,-118.372498,"36,625",Q3,No,0,16,Offer D,Yes,46.99,Yes,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,72.65,1194.3,0.0,0,751.84,1946.14,1,Churned,1,2850,No
-Female,58,No,No,Yes,No,0,United States,California,North Hollywood,91601,"34.1692, -118.372498",34.1692,-118.372498,"36,625",Q3,Yes,1,9,Offer E,Yes,22.0,Yes,Yes,Fiber Optic,7,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,91.75,865.8,0.0,0,198.0,1063.8,1,Churned,1,4176,Yes
-Female,20,Yes,No,Yes,Yes,2,United States,California,North Hollywood,91601,"34.1692, -118.372498",34.1692,-118.372498,"36,625",Q3,Yes,1,23,Offer D,Yes,27.97,Yes,Yes,Cable,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,91.1,2198.3,0.0,0,643.31,2841.61,4,Stayed,0,5991,Yes
-Female,41,No,No,Yes,No,0,United States,California,La Puente,91744,"34.031441, -117.936436",34.031441,-117.936436,"84,965",Q3,Yes,3,2,Offer E,Yes,30.19,No,Yes,Cable,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.6,80.55,0.0,0,60.38,140.93,2,Churned,1,4884,Yes
-Female,27,Yes,No,Yes,No,0,United States,California,La Puente,91744,"34.031441, -117.936436",34.031441,-117.936436,"84,965",Q3,Yes,1,2,,Yes,8.5,No,Yes,Fiber Optic,59,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,73.55,145.4,0.0,0,17.0,162.4,1,Churned,1,5799,Yes
-Male,56,No,No,No,No,0,United States,California,La Puente,91744,"34.031441, -117.936436",34.031441,-117.936436,"84,965",Q3,No,0,1,,Yes,5.59,Yes,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.45,95.45,0.0,0,5.59,101.04,1,Churned,1,5962,No
-Female,22,Yes,No,Yes,Yes,1,United States,California,La Puente,91744,"34.031441, -117.936436",34.031441,-117.936436,"84,965",Q3,Yes,1,5,,No,0.0,No,Yes,DSL,59,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.5,167.2,0.0,0,0.0,167.2,3,Stayed,0,5973,Yes
-Female,20,Yes,No,Yes,No,0,United States,California,San Dimas,91773,"34.102119, -117.815532",34.102119,-117.815532,"33,878",Q3,Yes,6,52,,Yes,10.59,Yes,Yes,Fiber Optic,48,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.05,5624.85,27.6,0,550.68,6147.93,2,Churned,1,4839,Yes
-Female,45,No,No,Yes,No,0,United States,California,San Dimas,91773,"34.102119, -117.815532",34.102119,-117.815532,"33,878",Q3,Yes,1,31,,Yes,30.07,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.55,658.95,0.0,0,932.17,1591.12,3,Churned,1,2687,Yes
-Male,53,No,No,No,No,0,United States,California,San Dimas,91773,"34.102119, -117.815532",34.102119,-117.815532,"33,878",Q3,No,0,35,Offer C,Yes,25.04,Yes,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,75.35,2636.05,0.0,0,876.4,3512.45,3,Churned,1,2785,No
-Female,50,No,No,No,Yes,2,United States,California,San Dimas,91773,"34.102119, -117.815532",34.102119,-117.815532,"33,878",Q3,No,0,9,,Yes,35.49,No,Yes,Cable,11,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,72.9,651.4,0.0,0,319.41,970.81,1,Churned,1,3585,No
-Male,48,No,No,Yes,No,0,United States,California,San Dimas,91773,"34.102119, -117.815532",34.102119,-117.815532,"33,878",Q3,Yes,1,35,Offer C,Yes,48.47,Yes,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.2,2576.2,0.0,0,1696.45,4272.65,2,Churned,1,4639,Yes
-Female,26,Yes,No,No,No,0,United States,California,San Dimas,91773,"34.102119, -117.815532",34.102119,-117.815532,"33,878",Q3,No,0,5,Offer E,Yes,34.49,Yes,Yes,Fiber Optic,46,No,No,No,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.2,474.8,0.0,0,172.45,647.25,3,Churned,1,4109,No
-Male,61,No,No,Yes,No,0,United States,California,San Dimas,91773,"34.102119, -117.815532",34.102119,-117.815532,"33,878",Q3,Yes,1,3,Offer E,No,0.0,No,Yes,Cable,13,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,35.15,99.75,0.0,0,0.0,99.75,2,Churned,1,2987,Yes
-Male,37,No,No,Yes,Yes,2,United States,California,San Dimas,91773,"34.102119, -117.815532",34.102119,-117.815532,"33,878",Q3,Yes,5,2,Offer E,Yes,7.27,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.3,40.25,0.0,0,14.54,54.79,4,Joined,0,5113,Yes
-Male,41,No,No,Yes,No,0,United States,California,Alhambra,91803,"34.074736, -118.145959",34.074736,-118.145959,"30,635",Q3,Yes,1,1,Offer E,Yes,19.15,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,70.0,70.0,0.0,10,19.15,99.15,3,Churned,1,4094,Yes
-Female,40,No,No,No,No,0,United States,California,Alhambra,91803,"34.074736, -118.145959",34.074736,-118.145959,"30,635",Q3,No,0,2,,Yes,36.81,No,Yes,Fiber Optic,16,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.25,181.65,0.0,0,73.62,255.27,2,Churned,1,3529,No
-Male,53,No,No,No,Yes,1,United States,California,Alhambra,91803,"34.074736, -118.145959",34.074736,-118.145959,"30,635",Q3,No,0,1,,Yes,10.14,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,21.05,21.05,0.0,0,10.14,31.19,3,Joined,0,3389,No
-Male,49,No,No,No,No,0,United States,California,Alhambra,91803,"34.074736, -118.145959",34.074736,-118.145959,"30,635",Q3,No,0,19,Offer D,Yes,43.11,No,Yes,Fiber Optic,2,No,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,87.7,1725.95,0.0,0,819.09,2545.04,3,Stayed,0,4446,No
-Male,41,No,No,Yes,Yes,1,United States,California,Alhambra,91803,"34.074736, -118.145959",34.074736,-118.145959,"30,635",Q3,No,0,54,Offer B,No,0.0,No,Yes,DSL,19,No,No,Yes,Yes,No,Yes,Yes,No,Two Year,No,Credit Card,46.0,2424.05,0.0,90,0.0,2514.05,4,Stayed,0,4451,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,Seeley,92273,"32.790282, -115.689559",32.790282,-115.689559,"1,632",Q3,Yes,4,22,,Yes,4.01,No,Yes,Cable,53,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,83.3,1845.9,0.0,0,88.22,1934.12,1,Churned,1,3804,Yes
-Female,40,No,No,No,No,0,United States,California,Seeley,92273,"32.790282, -115.689559",32.790282,-115.689559,"1,632",Q3,No,0,49,Offer B,Yes,35.87,Yes,Yes,DSL,30,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,59.75,2934.3,0.0,0,1757.63,4691.93,1,Churned,1,6006,No
-Female,40,No,No,No,No,0,United States,California,Seeley,92273,"32.790282, -115.689559",32.790282,-115.689559,"1,632",Q3,No,0,9,,Yes,41.92,No,Yes,Cable,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.2,403.35,0.0,0,377.28,780.63,2,Churned,1,2029,No
-Male,61,No,No,No,Yes,1,United States,California,Seeley,92273,"32.790282, -115.689559",32.790282,-115.689559,"1,632",Q3,No,0,23,,No,0.0,No,Yes,DSL,19,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,40.65,947.4,0.0,0,0.0,947.4,3,Stayed,0,5230,No
-Female,58,No,No,Yes,No,0,United States,California,Ludlow,92338,"34.702766, -116.093376",34.702766,-116.093376,23,Q3,Yes,1,28,Offer C,Yes,16.85,No,Yes,Fiber Optic,13,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,81.05,2227.1,0.0,0,471.8,2698.9,1,Churned,1,5201,Yes
-Female,40,No,No,No,No,0,United States,California,Ludlow,92338,"34.702766, -116.093376",34.702766,-116.093376,23,Q3,No,0,3,,Yes,17.87,Yes,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.25,242.0,0.0,0,53.61,295.61,3,Churned,1,5898,No
-Female,33,No,No,No,No,0,United States,California,Ludlow,92338,"34.702766, -116.093376",34.702766,-116.093376,23,Q3,No,0,42,,Yes,34.76,No,Yes,Cable,20,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,66.5,2762.75,0.0,0,1459.92,4222.67,5,Stayed,0,4668,No
-Female,60,No,No,Yes,No,0,United States,California,Phelan,92371,"34.441123, -117.537886",34.441123,-117.537886,"12,463",Q3,Yes,3,13,Offer D,Yes,19.05,No,Yes,DSL,27,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,55.95,734.35,0.0,0,247.65,982.0,1,Churned,1,4498,Yes
-Female,29,Yes,No,No,No,0,United States,California,Phelan,92371,"34.441123, -117.537886",34.441123,-117.537886,"12,463",Q3,No,0,1,,No,0.0,No,Yes,DSL,73,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Mailed Check,25.2,25.2,0.0,0,0.0,25.2,2,Churned,1,3196,No
-Male,26,Yes,No,No,No,0,United States,California,Phelan,92371,"34.441123, -117.537886",34.441123,-117.537886,"12,463",Q3,No,0,1,,Yes,30.09,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.45,20.45,0.0,0,30.09,50.54,4,Joined,0,4845,No
-Female,27,Yes,No,No,No,0,United States,California,Phelan,92371,"34.441123, -117.537886",34.441123,-117.537886,"12,463",Q3,No,0,30,Offer C,Yes,34.49,Yes,Yes,Fiber Optic,59,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,100.45,3096.9,0.0,80,1034.7,4211.6,5,Stayed,0,3936,No
-Female,52,No,No,Yes,No,0,United States,California,Rialto,92377,"34.156758, -117.404686",34.156758,-117.404686,"18,518",Q3,No,0,1,,Yes,21.91,No,Yes,Fiber Optic,8,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.7,74.7,0.0,0,21.91,96.61,1,Churned,1,5980,Yes
-Male,49,No,No,No,No,0,United States,California,Rialto,92377,"34.156758, -117.404686",34.156758,-117.404686,"18,518",Q3,No,0,10,,Yes,33.75,Yes,Yes,DSL,11,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,72.15,794.25,0.0,80,337.5,1211.75,2,Churned,1,2457,No
-Male,45,No,No,No,No,0,United States,California,Rialto,92377,"34.156758, -117.404686",34.156758,-117.404686,"18,518",Q3,No,0,1,,Yes,23.34,No,Yes,DSL,16,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.45,44.45,0.0,0,23.34,67.79,3,Joined,0,3498,No
-Male,28,Yes,No,No,No,0,United States,California,Rialto,92377,"34.156758, -117.404686",34.156758,-117.404686,"18,518",Q3,No,0,3,,Yes,29.74,Yes,Yes,DSL,59,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.4,137.25,0.0,0,89.22,226.47,5,Joined,0,4639,No
-Female,40,No,No,No,No,0,United States,California,Victorville,92392,"34.486835, -117.362274",34.486835,-117.362274,"63,235",Q3,No,0,15,Offer D,Yes,4.67,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.0,994.8,0.0,0,70.05,1064.85,1,Churned,1,5671,No
-Male,48,No,No,Yes,No,0,United States,California,Victorville,92392,"34.486835, -117.362274",34.486835,-117.362274,"63,235",Q3,Yes,10,42,Offer B,No,0.0,No,Yes,Cable,8,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,48.15,2032.3,0.0,0,0.0,2032.3,4,Stayed,0,2673,Yes
-Female,39,No,No,Yes,No,0,United States,California,Victorville,92392,"34.486835, -117.362274",34.486835,-117.362274,"63,235",Q3,Yes,6,66,Offer A,Yes,42.23,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.2,6936.85,0.0,0,2787.18,9724.03,4,Stayed,0,4016,Yes
-Female,23,Yes,No,Yes,Yes,3,United States,California,Victorville,92392,"34.486835, -117.362274",34.486835,-117.362274,"63,235",Q3,Yes,2,46,Offer B,Yes,6.26,No,Yes,Fiber Optic,48,No,No,Yes,Yes,No,Yes,Yes,No,One Year,No,Bank Withdrawal,90.95,4236.6,0.0,50,287.96,4574.56,5,Stayed,0,5187,Yes
-Female,32,No,No,Yes,No,0,United States,California,San Bernardino,92401,"34.105935, -117.2914",34.105935,-117.2914,"1,779",Q3,Yes,1,8,,Yes,32.32,No,Yes,Cable,25,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.55,680.05,0.0,0,258.56,938.61,1,Churned,1,2879,Yes
-Male,34,No,No,Yes,No,0,United States,California,San Bernardino,92401,"34.105935, -117.2914",34.105935,-117.2914,"1,779",Q3,Yes,1,54,,Yes,42.09,No,Yes,Fiber Optic,9,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,109.75,6110.2,0.0,0,2272.86,8383.06,2,Churned,1,6274,Yes
-Male,31,No,No,No,Yes,1,United States,California,San Bernardino,92401,"34.105935, -117.2914",34.105935,-117.2914,"1,779",Q3,No,0,15,Offer D,Yes,30.22,Yes,Yes,Fiber Optic,12,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.0,1430.05,0.0,0,453.3,1883.35,4,Stayed,0,4602,No
-Female,43,No,No,Yes,Yes,1,United States,California,San Bernardino,92401,"34.105935, -117.2914",34.105935,-117.2914,"1,779",Q3,Yes,3,19,,Yes,7.42,No,Yes,DSL,17,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.6,962.9,0.0,0,140.98,1103.88,3,Stayed,0,5735,Yes
-Male,32,No,No,No,No,0,United States,California,San Bernardino,92410,"34.106922, -117.297553",34.106922,-117.297553,"44,556",Q3,No,0,1,,Yes,14.02,Yes,Yes,Fiber Optic,2,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.35,74.35,0.0,0,14.02,88.37,1,Churned,1,2814,No
-Male,30,No,No,Yes,Yes,3,United States,California,San Bernardino,92410,"34.106922, -117.297553",34.106922,-117.297553,"44,556",Q3,Yes,4,16,Offer D,Yes,38.55,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.15,341.35,0.0,0,616.8,958.15,4,Stayed,0,5271,Yes
-Female,57,No,No,No,No,0,United States,California,San Bernardino,92410,"34.106922, -117.297553",34.106922,-117.297553,"44,556",Q3,No,0,9,Offer E,Yes,2.6,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.25,186.15,0.0,0,23.4,209.55,4,Stayed,0,5546,No
-Male,23,Yes,No,Yes,Yes,2,United States,California,San Bernardino,92410,"34.106922, -117.297553",34.106922,-117.297553,"44,556",Q3,Yes,4,62,Offer B,Yes,37.75,Yes,Yes,Fiber Optic,73,No,No,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,89.1,5411.65,0.0,0,2340.5,7752.15,4,Stayed,0,5995,Yes
-Female,28,Yes,No,Yes,No,0,United States,California,Riverside,92503,"33.890046, -117.455583",33.890046,-117.455583,"71,678",Q3,Yes,1,2,,Yes,9.79,No,Yes,Fiber Optic,41,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.4,139.4,0.0,0,19.58,158.98,1,Churned,1,4263,Yes
-Female,33,No,No,No,No,0,United States,California,Riverside,92503,"33.890046, -117.455583",33.890046,-117.455583,"71,678",Q3,No,0,15,,Yes,9.71,Yes,Yes,DSL,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.1,679.55,0.0,0,145.65,825.2,1,Churned,1,5209,No
-Male,45,No,No,No,No,0,United States,California,Riverside,92503,"33.890046, -117.455583",33.890046,-117.455583,"71,678",Q3,No,0,3,,Yes,26.38,No,Yes,DSL,25,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,50.5,147.75,0.0,0,79.14,226.89,4,Joined,0,5258,No
-Female,21,Yes,No,Yes,Yes,1,United States,California,Riverside,92503,"33.890046, -117.455583",33.890046,-117.455583,"71,678",Q3,Yes,7,41,Offer B,Yes,14.73,Yes,Yes,Fiber Optic,82,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,101.6,3930.55,0.0,0,603.93,4534.48,3,Stayed,0,3275,Yes
-Male,51,No,No,No,No,0,United States,California,Riverside,92506,"33.930931, -117.361788",33.930931,-117.361788,"42,425",Q3,No,0,22,Offer D,No,0.0,No,Yes,DSL,16,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,43.75,903.6,0.0,0,0.0,903.6,3,Churned,1,3099,No
-Female,29,Yes,No,No,No,0,United States,California,Riverside,92506,"33.930931, -117.361788",33.930931,-117.361788,"42,425",Q3,No,0,31,Offer C,Yes,31.14,Yes,Yes,Cable,52,Yes,No,Yes,Yes,No,No,No,No,Month-to-Month,No,Credit Card,65.25,1994.3,0.0,120,965.34,3079.64,1,Churned,1,4403,No
-Male,42,No,No,No,No,0,United States,California,Riverside,92506,"33.930931, -117.361788",33.930931,-117.361788,"42,425",Q3,No,0,18,Offer D,Yes,33.16,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.0,348.8,0.0,0,596.88,945.68,5,Stayed,0,5379,No
-Female,53,No,No,Yes,No,0,United States,California,Riverside,92506,"33.930931, -117.361788",33.930931,-117.361788,"42,425",Q3,Yes,6,71,Offer A,Yes,5.22,Yes,Yes,Fiber Optic,10,Yes,Yes,No,No,Yes,No,No,Yes,One Year,No,Credit Card,95.65,6856.95,0.0,0,370.62,7227.57,3,Stayed,0,5856,Yes
-Female,49,No,No,No,No,0,United States,California,March Air Reserve Base,92518,"33.888323, -117.277533",33.888323,-117.277533,"1,005",Q3,No,0,12,Offer D,Yes,16.07,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.7,1238.45,0.0,0,192.84,1431.29,1,Churned,1,2538,No
-Male,46,No,No,Yes,No,0,United States,California,March Air Reserve Base,92518,"33.888323, -117.277533",33.888323,-117.277533,"1,005",Q3,Yes,9,61,Offer B,Yes,26.94,Yes,Yes,Fiber Optic,11,No,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,94.1,5638.3,0.0,0,1643.34,7281.64,3,Churned,1,6295,Yes
-Male,45,No,No,No,No,0,United States,California,March Air Reserve Base,92518,"33.888323, -117.277533",33.888323,-117.277533,"1,005",Q3,No,0,68,,Yes,37.79,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,24.15,1498.85,0.0,0,2569.72,4068.57,4,Stayed,0,5987,No
-Female,50,No,No,No,No,0,United States,California,March Air Reserve Base,92518,"33.888323, -117.277533",33.888323,-117.277533,"1,005",Q3,No,0,6,Offer E,Yes,31.02,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.7,129.55,0.0,0,186.12,315.67,5,Stayed,0,5387,No
-Male,49,No,No,Yes,No,0,United States,California,Homeland,92548,"33.761894, -117.120868",33.761894,-117.120868,"4,283",Q3,Yes,4,2,,Yes,18.79,No,Yes,Fiber Optic,19,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.2,167.5,0.0,0,37.58,205.08,2,Churned,1,3715,Yes
-Female,27,Yes,No,Yes,Yes,3,United States,California,Homeland,92548,"33.761894, -117.120868",33.761894,-117.120868,"4,283",Q3,No,0,1,,Yes,40.42,No,Yes,Cable,59,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.35,44.35,0.0,0,40.42,84.77,2,Churned,1,4599,Yes
-Female,52,No,No,No,No,0,United States,California,Homeland,92548,"33.761894, -117.120868",33.761894,-117.120868,"4,283",Q3,No,0,15,,Yes,40.97,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.05,369.1,0.0,0,614.55,983.65,5,Stayed,0,5218,No
-Male,32,No,No,No,No,0,United States,California,Homeland,92548,"33.761894, -117.120868",33.761894,-117.120868,"4,283",Q3,No,0,2,,Yes,19.87,No,Yes,DSL,19,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.45,87.3,0.0,0,39.74,127.04,3,Joined,0,5753,No
-Female,64,No,No,Yes,No,0,United States,California,Idyllwild,92549,"33.755039, -116.741796",33.755039,-116.741796,"3,588",Q3,Yes,1,6,,Yes,36.12,Yes,Yes,Fiber Optic,23,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.5,502.85,0.0,0,216.72,719.57,3,Churned,1,5032,Yes
-Female,25,Yes,No,Yes,No,0,United States,California,Idyllwild,92549,"33.755039, -116.741796",33.755039,-116.741796,"3,588",Q3,Yes,9,72,,Yes,16.05,No,Yes,Cable,46,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,83.7,6096.9,0.0,0,1155.6,7252.5,3,Stayed,0,4592,Yes
-Male,27,Yes,No,No,No,0,United States,California,Idyllwild,92549,"33.755039, -116.741796",33.755039,-116.741796,"3,588",Q3,No,0,17,,Yes,47.79,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.65,351.55,0.0,0,812.43,1163.98,5,Stayed,0,4774,No
-Male,29,Yes,No,No,No,0,United States,California,Idyllwild,92549,"33.755039, -116.741796",33.755039,-116.741796,"3,588",Q3,No,0,25,Offer C,Yes,29.38,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.75,499.4,0.0,0,734.5,1233.9,3,Stayed,0,5161,No
-Female,47,No,No,No,No,0,United States,California,Sun City,92586,"33.707483, -117.200006",33.707483,-117.200006,"18,161",Q3,No,0,23,Offer D,Yes,27.61,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.6,1758.6,0.0,0,635.03,2393.63,1,Churned,1,2115,No
-Female,45,No,No,No,No,0,United States,California,Sun City,92586,"33.707483, -117.200006",33.707483,-117.200006,"18,161",Q3,No,0,30,Offer C,Yes,9.34,No,Yes,Fiber Optic,8,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,85.15,2555.9,0.0,0,280.2,2836.1,2,Churned,1,4417,No
-Female,23,Yes,No,No,No,0,United States,California,Sun City,92586,"33.707483, -117.200006",33.707483,-117.200006,"18,161",Q3,No,0,2,,Yes,46.0,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.45,34.8,0.0,0,92.0,126.8,4,Joined,0,4196,No
-Female,63,No,No,No,No,0,United States,California,Sun City,92586,"33.707483, -117.200006",33.707483,-117.200006,"18,161",Q3,No,0,9,Offer E,Yes,29.87,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.05,651.5,0.0,0,268.83,920.33,3,Stayed,0,5121,No
-Male,22,Yes,No,Yes,No,0,United States,California,Sun City,92587,"33.69887, -117.25071",33.69887,-117.25071,"13,151",Q3,Yes,2,34,Offer C,Yes,23.09,Yes,Yes,Fiber Optic,52,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,100.05,3480.0,0.0,20,785.06,4285.06,3,Churned,1,2568,Yes
-Male,48,No,No,Yes,Yes,2,United States,California,Sun City,92587,"33.69887, -117.25071",33.69887,-117.25071,"13,151",Q3,Yes,6,67,,Yes,5.48,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.4,1284.2,0.0,0,367.16,1651.36,5,Stayed,0,4890,Yes
-Female,29,Yes,No,Yes,No,0,United States,California,Sun City,92587,"33.69887, -117.25071",33.69887,-117.25071,"13,151",Q3,Yes,7,65,Offer B,Yes,48.66,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.35,1319.95,0.0,0,3162.9,4482.85,3,Stayed,0,5076,Yes
-Female,38,No,No,No,No,0,United States,California,Sun City,92587,"33.69887, -117.25071",33.69887,-117.25071,"13,151",Q3,No,0,1,Offer E,Yes,49.33,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.4,45.4,0.0,0,49.33,94.73,3,Joined,0,4916,No
-Female,51,No,No,No,No,0,United States,California,Irvine,92612,"33.643095, -117.810896",33.643095,-117.810896,"41,062",Q3,No,0,1,Offer E,Yes,30.52,Yes,Yes,Fiber Optic,30,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.0,85.0,0.0,0,30.52,115.52,3,Churned,1,5679,No
-Male,40,No,No,Yes,Yes,2,United States,California,Irvine,92612,"33.643095, -117.810896",33.643095,-117.810896,"41,062",Q3,Yes,9,46,Offer B,Yes,26.12,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.95,862.4,0.0,0,1201.52,2063.92,5,Stayed,0,3574,Yes
-Female,60,No,No,No,No,0,United States,California,Irvine,92612,"33.643095, -117.810896",33.643095,-117.810896,"41,062",Q3,No,0,26,Offer C,Yes,25.66,Yes,Yes,Fiber Optic,3,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.5,2599.95,0.0,0,667.16,3267.11,3,Stayed,0,2921,No
-Male,22,Yes,No,No,No,0,United States,California,Irvine,92612,"33.643095, -117.810896",33.643095,-117.810896,"41,062",Q3,No,0,6,,Yes,3.16,No,Yes,DSL,41,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,55.7,335.65,0.0,0,18.96,354.61,3,Stayed,0,2482,No
-Male,52,No,No,No,No,0,United States,California,Huntington Beach,92646,"33.666301, -117.969501",33.666301,-117.969501,"56,517",Q3,No,0,13,Offer D,No,0.0,No,Yes,DSL,17,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,45.55,597.0,0.0,0,0.0,597.0,3,Churned,1,4856,No
-Female,47,No,No,Yes,Yes,2,United States,California,Huntington Beach,92646,"33.666301, -117.969501",33.666301,-117.969501,"56,517",Q3,Yes,6,19,,Yes,46.91,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.2,382.2,0.0,0,891.29,1273.49,4,Stayed,0,3636,Yes
-Female,44,No,No,No,No,0,United States,California,Huntington Beach,92646,"33.666301, -117.969501",33.666301,-117.969501,"56,517",Q3,No,0,2,Offer E,Yes,29.28,No,Yes,Cable,4,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,49.2,103.7,0.0,0,58.56,162.26,5,Joined,0,2342,No
-Male,37,No,No,Yes,Yes,2,United States,California,Huntington Beach,92646,"33.666301, -117.969501",33.666301,-117.969501,"56,517",Q3,Yes,7,60,,Yes,43.24,No,Yes,DSL,28,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,60.5,3694.45,0.0,0,2594.4,6288.85,3,Stayed,0,6026,Yes
-Female,44,No,No,No,No,0,United States,California,Santa Ana,92701,"33.748478, -117.858918",33.748478,-117.858918,"58,157",Q3,No,0,35,Offer C,Yes,10.49,Yes,Yes,Fiber Optic,17,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.25,3527.6,0.0,0,367.15,3894.75,3,Churned,1,2744,No
-Male,48,No,No,Yes,No,0,United States,California,Santa Ana,92701,"33.748478, -117.858918",33.748478,-117.858918,"58,157",Q3,Yes,2,72,,Yes,29.8,No,Yes,DSL,14,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,79.35,5753.25,0.0,40,2145.6,7938.85,3,Stayed,0,4278,Yes
-Male,32,No,No,Yes,Yes,3,United States,California,Santa Ana,92701,"33.748478, -117.858918",33.748478,-117.858918,"58,157",Q3,Yes,10,9,Offer E,Yes,44.37,No,Yes,Fiber Optic,57,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,103.1,970.45,18.62,0,399.33,1351.16,4,Stayed,0,4171,Yes
-Male,21,Yes,No,Yes,Yes,1,United States,California,Santa Ana,92701,"33.748478, -117.858918",33.748478,-117.858918,"58,157",Q3,Yes,1,45,,Yes,45.21,No,Yes,Cable,59,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,54.65,2553.7,0.0,0,2034.45,4588.15,3,Stayed,0,5083,Yes
-Male,50,No,No,Yes,No,0,United States,California,Santa Ana,92707,"33.714829, -117.872941",33.714829,-117.872941,"62,634",Q3,Yes,2,56,,Yes,26.15,Yes,Yes,Fiber Optic,7,No,Yes,No,No,Yes,Yes,Yes,No,One Year,No,Credit Card,100.3,5614.45,0.0,100,1464.4,7178.85,2,Churned,1,5170,Yes
-Female,30,No,No,Yes,No,0,United States,California,Santa Ana,92707,"33.714829, -117.872941",33.714829,-117.872941,"62,634",Q3,Yes,1,21,,No,0.0,No,Yes,Cable,69,Yes,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,55.95,1157.05,0.0,10,0.0,1167.05,1,Churned,1,5531,Yes
-Male,62,No,No,No,No,0,United States,California,Santa Ana,92707,"33.714829, -117.872941",33.714829,-117.872941,"62,634",Q3,No,0,33,,No,0.0,No,Yes,DSL,30,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,39.1,1309.0,0.0,0,0.0,1309.0,4,Stayed,0,2855,No
-Male,19,Yes,No,No,No,0,United States,California,Santa Ana,92707,"33.714829, -117.872941",33.714829,-117.872941,"62,634",Q3,No,0,2,,Yes,40.28,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,42.7,0.0,0,80.56,123.26,5,Joined,0,4394,No
-Female,48,No,No,Yes,No,0,United States,California,Anaheim,92805,"33.830209, -117.906099",33.830209,-117.906099,"68,802",Q3,Yes,1,12,Offer D,Yes,19.48,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.0,233.55,0.0,0,233.76,467.31,1,Churned,1,3535,Yes
-Male,43,No,No,No,No,0,United States,California,Anaheim,92805,"33.830209, -117.906099",33.830209,-117.906099,"68,802",Q3,No,0,9,,No,0.0,No,Yes,DSL,9,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,34.7,296.1,0.0,0,0.0,296.1,1,Churned,1,5352,No
-Male,26,Yes,No,Yes,Yes,2,United States,California,Anaheim,92805,"33.830209, -117.906099",33.830209,-117.906099,"68,802",Q3,Yes,2,36,,Yes,32.3,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.45,754.5,0.0,0,1162.8,1917.3,5,Stayed,0,5745,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,Anaheim,92805,"33.830209, -117.906099",33.830209,-117.906099,"68,802",Q3,Yes,8,18,Offer D,Yes,18.55,Yes,Yes,Fiber Optic,59,No,No,No,Yes,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,88.85,1594.75,21.58,0,333.9,1907.07,5,Stayed,0,3127,Yes
-Male,32,No,No,Yes,No,0,United States,California,Ventura,93001,"34.360261, -119.306383",34.360261,-119.306383,"32,899",Q3,Yes,1,9,Offer E,No,0.0,No,Yes,DSL,9,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,29.95,248.95,0.0,10,0.0,258.95,2,Churned,1,2573,Yes
-Female,51,No,No,No,No,0,United States,California,Ventura,93001,"34.360261, -119.306383",34.360261,-119.306383,"32,899",Q3,No,0,2,Offer E,Yes,49.79,No,Yes,Fiber Optic,22,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,80.2,146.05,0.0,10,99.58,255.63,2,Churned,1,4381,No
-Male,26,Yes,No,No,No,0,United States,California,Ventura,93001,"34.360261, -119.306383",34.360261,-119.306383,"32,899",Q3,No,0,39,Offer C,Yes,48.02,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.9,791.15,20.17,0,1872.78,2643.76,4,Stayed,0,4041,No
-Male,62,No,No,Yes,No,0,United States,California,Ventura,93001,"34.360261, -119.306383",34.360261,-119.306383,"32,899",Q3,Yes,5,72,Offer A,Yes,22.01,Yes,Yes,DSL,5,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,82.15,5784.3,0.0,0,1584.72,7369.02,5,Stayed,0,4552,Yes
-Male,38,No,No,No,No,0,United States,California,Bodfish,93205,"35.523991, -118.400432",35.523991,-118.400432,"1,954",Q3,No,0,1,Offer E,Yes,42.46,No,Yes,Cable,27,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.55,89.55,0.0,0,42.46,132.01,2,Churned,1,4996,No
-Male,44,No,No,No,No,0,United States,California,Bodfish,93205,"35.523991, -118.400432",35.523991,-118.400432,"1,954",Q3,No,0,12,,Yes,25.19,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.7,1253.9,0.0,0,302.28,1556.18,2,Churned,1,2406,No
-Female,30,No,No,No,No,0,United States,California,Bodfish,93205,"35.523991, -118.400432",35.523991,-118.400432,"1,954",Q3,No,0,9,Offer E,No,0.0,No,Yes,Cable,48,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,58.5,539.85,0.0,0,0.0,539.85,1,Churned,1,3032,No
-Female,31,No,No,Yes,Yes,1,United States,California,Bodfish,93205,"35.523991, -118.400432",35.523991,-118.400432,"1,954",Q3,No,0,55,Offer B,Yes,27.7,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.15,998.1,0.0,0,1523.5,2521.6,3,Stayed,0,5390,Yes
-Female,48,No,No,No,No,0,United States,California,Kernville,93238,"35.852892, -118.397782",35.852892,-118.397782,"1,873",Q3,No,0,4,Offer E,No,0.0,No,Yes,Cable,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,24.25,96.05,0.0,0,0.0,96.05,2,Churned,1,2038,No
-Male,28,Yes,No,No,No,0,United States,California,Kernville,93238,"35.852892, -118.397782",35.852892,-118.397782,"1,873",Q3,No,0,18,Offer D,Yes,38.73,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.1,401.85,0.0,0,697.14,1098.99,5,Stayed,0,5586,No
-Female,40,No,No,Yes,Yes,3,United States,California,Kernville,93238,"35.852892, -118.397782",35.852892,-118.397782,"1,873",Q3,Yes,3,68,,Yes,14.11,Yes,Yes,Fiber Optic,57,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,111.75,7511.3,0.0,0,959.48,8470.78,4,Stayed,0,4967,Yes
-Female,30,No,No,Yes,Yes,3,United States,California,Kernville,93238,"35.852892, -118.397782",35.852892,-118.397782,"1,873",Q3,Yes,5,38,,Yes,46.27,No,Yes,Cable,30,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.5,2076.05,0.0,0,1758.26,3834.31,3,Stayed,0,5499,Yes
-Female,52,No,No,No,No,0,United States,California,Lemon Cove,93244,"36.462671, -118.997291",36.462671,-118.997291,293,Q3,No,0,2,Offer E,Yes,7.64,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.65,145.15,0.0,0,15.28,160.43,2,Churned,1,2323,No
-Male,49,No,No,No,No,0,United States,California,Lemon Cove,93244,"36.462671, -118.997291",36.462671,-118.997291,293,Q3,No,0,23,Offer D,Yes,16.28,Yes,Yes,Fiber Optic,2,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,104.05,2470.1,0.0,0,374.44,2844.54,1,Churned,1,5963,No
-Female,61,No,No,Yes,Yes,2,United States,California,Lemon Cove,93244,"36.462671, -118.997291",36.462671,-118.997291,293,Q3,Yes,5,71,Offer A,Yes,36.5,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,100.5,7030.65,0.0,0,2591.5,9622.15,4,Stayed,0,4080,Yes
-Male,29,Yes,No,Yes,Yes,3,United States,California,Lemon Cove,93244,"36.462671, -118.997291",36.462671,-118.997291,293,Q3,Yes,10,42,,Yes,44.95,No,Yes,DSL,69,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,63.7,2763.35,0.0,0,1887.9,4651.25,4,Stayed,0,3764,Yes
-Male,48,No,No,Yes,No,0,United States,California,Shafter,93263,"35.490705, -119.286833",35.490705,-119.286833,"15,177",Q3,Yes,1,1,Offer E,Yes,35.71,No,Yes,Cable,3,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,80.0,80.0,0.0,0,35.71,115.71,1,Churned,1,2046,Yes
-Male,53,No,No,Yes,No,0,United States,California,Shafter,93263,"35.490705, -119.286833",35.490705,-119.286833,"15,177",Q3,Yes,1,14,Offer D,No,0.0,No,Yes,DSL,12,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,46.35,667.7,0.0,0,0.0,667.7,3,Churned,1,5360,Yes
-Female,49,No,No,Yes,No,0,United States,California,Shafter,93263,"35.490705, -119.286833",35.490705,-119.286833,"15,177",Q3,Yes,1,47,,Yes,6.56,No,Yes,DSL,11,Yes,No,Yes,No,Yes,No,No,No,One Year,Yes,Credit Card,66.05,3021.45,0.0,40,308.32,3369.77,4,Stayed,0,3404,Yes
-Female,43,No,No,Yes,Yes,2,United States,California,Shafter,93263,"35.490705, -119.286833",35.490705,-119.286833,"15,177",Q3,Yes,4,72,,Yes,35.62,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.1,1857.85,0.0,0,2564.64,4422.49,4,Stayed,0,5611,Yes
-Female,37,No,No,No,No,0,United States,California,Keene,93531,"35.214982, -118.59049",35.214982,-118.59049,"1,436",Q3,No,0,15,,Yes,24.63,No,Yes,Fiber Optic,13,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.9,1269.55,0.0,0,369.45,1639.0,3,Churned,1,3579,No
-Female,53,No,No,No,No,0,United States,California,Keene,93531,"35.214982, -118.59049",35.214982,-118.59049,"1,436",Q3,No,0,1,,Yes,41.39,No,Yes,Fiber Optic,3,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.5,70.5,0.0,0,41.39,111.89,2,Churned,1,4123,No
-Female,21,Yes,No,Yes,No,0,United States,California,Keene,93531,"35.214982, -118.59049",35.214982,-118.59049,"1,436",Q3,Yes,4,4,Offer E,Yes,9.98,Yes,Yes,Fiber Optic,51,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,97.95,384.5,0.0,0,39.92,424.42,3,Churned,1,2570,Yes
-Female,41,No,No,Yes,No,0,United States,California,Keene,93531,"35.214982, -118.59049",35.214982,-118.59049,"1,436",Q3,Yes,7,43,Offer B,Yes,41.83,Yes,Yes,Fiber Optic,15,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.45,3398.9,0.0,0,1798.69,5197.59,4,Stayed,0,5357,Yes
-Male,31,No,No,Yes,No,0,United States,California,Lancaster,93536,"34.741406, -118.38111",34.741406,-118.38111,"49,309",Q3,Yes,1,3,,Yes,26.71,No,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.3,208.85,0.0,0,80.13,288.98,1,Churned,1,3038,Yes
-Male,45,No,No,No,No,0,United States,California,Lancaster,93536,"34.741406, -118.38111",34.741406,-118.38111,"49,309",Q3,No,0,6,,Yes,6.4,No,Yes,Fiber Optic,26,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,80.5,463.05,0.0,10,38.4,511.45,2,Churned,1,2181,No
-Female,21,Yes,No,Yes,No,0,United States,California,Lancaster,93536,"34.741406, -118.38111",34.741406,-118.38111,"49,309",Q3,Yes,2,25,,Yes,10.49,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,20.2,507.9,0.0,0,262.25,770.15,3,Stayed,0,4129,Yes
-Male,22,Yes,No,No,No,0,United States,California,Lancaster,93536,"34.741406, -118.38111",34.741406,-118.38111,"49,309",Q3,No,0,56,Offer B,Yes,48.32,Yes,Yes,DSL,59,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,64.65,3665.55,0.0,0,2705.92,6371.47,3,Stayed,0,4656,No
-Male,49,No,No,No,No,0,United States,California,Palmdale,93552,"34.557711, -118.029441",34.557711,-118.029441,"25,370",Q3,No,0,15,,Yes,48.93,Yes,Yes,Fiber Optic,15,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.35,1444.65,0.0,0,733.95,2178.6,1,Churned,1,5264,No
-Female,38,No,No,No,No,0,United States,California,Palmdale,93552,"34.557711, -118.029441",34.557711,-118.029441,"25,370",Q3,No,0,18,Offer D,Yes,18.8,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,20.1,407.05,0.0,0,338.4,745.45,4,Stayed,0,2910,No
-Male,37,No,No,No,No,0,United States,California,Palmdale,93552,"34.557711, -118.029441",34.557711,-118.029441,"25,370",Q3,No,0,53,Offer B,No,0.0,No,Yes,DSL,24,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,46.3,2546.85,0.0,0,0.0,2546.85,3,Stayed,0,6245,No
-Female,26,Yes,No,Yes,Yes,3,United States,California,Palmdale,93552,"34.557711, -118.029441",34.557711,-118.029441,"25,370",Q3,Yes,4,70,,Yes,5.51,Yes,Yes,Fiber Optic,85,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,110.2,7689.8,0.0,150,385.7,8225.5,3,Stayed,0,4098,Yes
-Female,45,No,No,No,No,0,United States,California,Pearblossom,93553,"34.445239, -117.894868",34.445239,-117.894868,"1,613",Q3,No,0,1,,Yes,49.51,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.9,19.9,0.0,0,49.51,69.41,2,Churned,1,4248,No
-Female,38,No,No,No,No,0,United States,California,Pearblossom,93553,"34.445239, -117.894868",34.445239,-117.894868,"1,613",Q3,No,0,57,,Yes,48.86,Yes,Yes,Fiber Optic,6,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,112.95,6465.0,0.0,0,2785.02,9250.02,1,Churned,1,4738,No
-Female,42,No,No,No,No,0,United States,California,Pearblossom,93553,"34.445239, -117.894868",34.445239,-117.894868,"1,613",Q3,No,0,13,Offer D,Yes,8.59,Yes,Yes,Fiber Optic,15,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,89.4,1132.35,0.0,0,111.67,1244.02,1,Churned,1,2226,No
-Male,58,No,No,Yes,No,0,United States,California,Pearblossom,93553,"34.445239, -117.894868",34.445239,-117.894868,"1,613",Q3,Yes,10,70,Offer A,Yes,48.0,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,99.35,6944.5,0.0,0,3360.0,10304.5,3,Stayed,0,4120,Yes
-Male,25,Yes,No,No,No,0,United States,California,Miramonte,93641,"36.696759, -119.024051",36.696759,-119.024051,571,Q3,No,0,70,Offer A,Yes,12.19,Yes,Yes,Fiber Optic,42,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,104.0,7250.15,0.0,0,853.3,8103.45,1,Churned,1,4544,No
-Male,62,No,No,Yes,No,0,United States,California,Miramonte,93641,"36.696759, -119.024051",36.696759,-119.024051,571,Q3,Yes,1,8,Offer E,Yes,39.59,Yes,Yes,Fiber Optic,16,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,85.65,659.45,0.0,70,316.72,1046.17,4,Stayed,0,2512,Yes
-Male,52,No,No,Yes,No,0,United States,California,Miramonte,93641,"36.696759, -119.024051",36.696759,-119.024051,571,Q3,Yes,1,53,Offer B,Yes,47.55,Yes,Yes,DSL,13,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,77.4,4155.95,0.0,0,2520.15,6676.1,4,Stayed,0,5313,Yes
-Female,46,No,No,Yes,No,0,United States,California,Miramonte,93641,"36.696759, -119.024051",36.696759,-119.024051,571,Q3,Yes,7,65,,Yes,10.23,No,Yes,Cable,14,No,No,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,59.8,3808.2,0.0,0,664.95,4473.15,5,Stayed,0,6034,Yes
-Female,62,No,No,No,No,0,United States,California,Orosi,93647,"36.600185, -119.175655",36.600185,-119.175655,"9,780",Q3,No,0,2,Offer E,Yes,24.05,No,Yes,Fiber Optic,27,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,86.2,178.7,0.0,0,48.1,226.8,3,Churned,1,2969,No
-Male,26,Yes,No,Yes,No,0,United States,California,Orosi,93647,"36.600185, -119.175655",36.600185,-119.175655,"9,780",Q3,Yes,4,4,,No,0.0,No,Yes,DSL,76,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,48.55,201.0,0.0,0,0.0,201.0,2,Churned,1,3955,Yes
-Male,54,No,No,Yes,Yes,3,United States,California,Orosi,93647,"36.600185, -119.175655",36.600185,-119.175655,"9,780",Q3,Yes,3,26,,Yes,24.17,No,Yes,Fiber Optic,75,No,No,No,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,78.95,2034.25,0.0,0,628.42,2662.67,3,Stayed,0,4237,Yes
-Male,20,Yes,No,Yes,Yes,2,United States,California,Orosi,93647,"36.600185, -119.175655",36.600185,-119.175655,"9,780",Q3,Yes,1,69,Offer A,Yes,49.16,Yes,Yes,DSL,48,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,81.95,5601.4,0.0,0,3392.04,8993.44,5,Stayed,0,6182,Yes
-Male,24,Yes,No,Yes,No,0,United States,California,Fresno,93650,"36.841655, -119.797113",36.841655,-119.797113,"3,258",Q3,Yes,1,21,,Yes,36.26,Yes,Yes,Fiber Optic,59,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,111.2,2317.1,0.0,120,761.46,3198.56,3,Churned,1,4123,Yes
-Female,55,No,No,Yes,No,0,United States,California,Fresno,93650,"36.841655, -119.797113",36.841655,-119.797113,"3,258",Q3,Yes,1,67,,Yes,35.34,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.25,1733.15,0.0,0,2367.78,4100.93,5,Stayed,0,5887,Yes
-Male,20,Yes,No,No,Yes,2,United States,California,Fresno,93650,"36.841655, -119.797113",36.841655,-119.797113,"3,258",Q3,No,0,53,Offer B,Yes,47.81,No,Yes,Cable,59,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Credit Card,62.85,3419.5,0.0,0,2533.93,5953.43,4,Stayed,0,6281,No
-Male,22,Yes,No,No,No,0,United States,California,Fresno,93650,"36.841655, -119.797113",36.841655,-119.797113,"3,258",Q3,No,0,5,,Yes,8.6,No,Yes,DSL,59,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,65.6,339.9,0.0,0,43.0,382.9,4,Stayed,0,5636,No
-Female,41,No,No,Yes,No,0,United States,California,San Joaquin,93660,"36.600193, -120.153393",36.600193,-120.153393,"4,318",Q3,Yes,1,16,,Yes,31.73,No,Yes,Fiber Optic,25,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,89.45,1430.25,0.0,0,507.68,1937.93,3,Churned,1,3696,Yes
-Male,54,No,No,No,No,0,United States,California,San Joaquin,93660,"36.600193, -120.153393",36.600193,-120.153393,"4,318",Q3,No,0,3,Offer E,Yes,18.26,No,Yes,Fiber Optic,29,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,86.05,244.85,0.0,0,54.78,299.63,4,Joined,0,2500,No
-Male,63,No,No,Yes,Yes,1,United States,California,San Joaquin,93660,"36.600193, -120.153393",36.600193,-120.153393,"4,318",Q3,Yes,10,34,,Yes,5.65,No,Yes,Fiber Optic,26,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,84.05,2909.95,0.0,0,192.1,3102.05,3,Stayed,0,3476,Yes
-Female,31,No,No,No,No,0,United States,California,San Joaquin,93660,"36.600193, -120.153393",36.600193,-120.153393,"4,318",Q3,No,0,27,Offer C,Yes,39.62,No,Yes,Fiber Optic,2,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.2,2383.6,0.0,0,1069.74,3453.34,3,Stayed,0,4384,No
-Female,58,No,No,Yes,No,0,United States,California,Tollhouse,93667,"36.993666, -119.348267",36.993666,-119.348267,"2,633",Q3,Yes,1,50,Offer B,Yes,29.43,Yes,Yes,Fiber Optic,14,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,108.55,5610.7,0.0,0,1471.5,7082.2,2,Churned,1,4274,Yes
-Female,38,No,No,Yes,No,0,United States,California,Tollhouse,93667,"36.993666, -119.348267",36.993666,-119.348267,"2,633",Q3,Yes,8,2,Offer E,Yes,15.5,No,Yes,DSL,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.0,89.75,0.0,0,31.0,120.75,4,Joined,0,5225,Yes
-Female,54,No,No,Yes,No,0,United States,California,Tollhouse,93667,"36.993666, -119.348267",36.993666,-119.348267,"2,633",Q3,Yes,4,55,Offer B,Yes,33.66,Yes,Yes,Fiber Optic,25,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,103.65,5676.65,0.0,0,1851.3,7527.95,5,Stayed,0,4768,Yes
-Female,38,No,No,Yes,No,0,United States,California,Tollhouse,93667,"36.993666, -119.348267",36.993666,-119.348267,"2,633",Q3,Yes,1,72,Offer A,Yes,5.25,Yes,Yes,DSL,28,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,84.4,6096.45,0.0,0,378.0,6474.45,3,Stayed,0,5046,Yes
-Female,59,No,No,Yes,No,0,United States,California,Fresno,93711,"36.833002, -119.82947",36.833002,-119.82947,"36,274",Q3,Yes,1,12,,Yes,37.65,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.8,229.6,0.0,0,451.8,681.4,3,Churned,1,2653,Yes
-Male,21,Yes,No,No,No,0,United States,California,Fresno,93721,"36.732694, -119.783786",36.732694,-119.783786,"6,848",Q3,No,0,1,Offer E,Yes,32.85,No,Yes,Fiber Optic,53,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.9,89.9,0.0,0,32.85,122.75,1,Churned,1,5951,No
-Male,64,No,No,No,No,0,United States,California,Fresno,93721,"36.732694, -119.783786",36.732694,-119.783786,"6,848",Q3,No,0,18,,Yes,26.26,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.05,388.6,0.0,0,472.68,861.28,3,Stayed,0,2782,No
-Female,46,No,No,No,No,0,United States,California,Fresno,93721,"36.732694, -119.783786",36.732694,-119.783786,"6,848",Q3,No,0,29,,Yes,2.76,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.35,601.6,0.0,0,80.04,681.64,5,Stayed,0,5227,No
-Female,62,No,No,No,No,0,United States,California,Fresno,93721,"36.732694, -119.783786",36.732694,-119.783786,"6,848",Q3,No,0,17,Offer D,Yes,44.96,Yes,Yes,Fiber Optic,29,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.05,1345.65,0.0,0,764.32,2109.97,5,Stayed,0,3443,No
-Female,55,No,No,No,No,0,United States,California,King City,93930,"36.220761, -120.980777",36.220761,-120.980777,"14,477",Q3,No,0,3,Offer E,Yes,47.62,No,Yes,Cable,29,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.1,307.4,0.0,0,142.86,450.26,1,Churned,1,5861,No
-Female,51,No,No,No,No,0,United States,California,King City,93930,"36.220761, -120.980777",36.220761,-120.980777,"14,477",Q3,No,0,64,,Yes,44.31,Yes,Yes,Fiber Optic,4,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,115.1,7334.05,0.0,0,2835.84,10169.89,3,Stayed,0,5213,No
-Female,40,No,No,Yes,No,0,United States,California,King City,93930,"36.220761, -120.980777",36.220761,-120.980777,"14,477",Q3,Yes,5,50,Offer B,Yes,9.47,Yes,Yes,DSL,28,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,75.7,3876.2,0.0,0,473.5,4349.7,5,Stayed,0,6144,Yes
-Female,45,No,No,Yes,Yes,3,United States,California,King City,93930,"36.220761, -120.980777",36.220761,-120.980777,"14,477",Q3,Yes,3,70,Offer A,Yes,11.36,Yes,Yes,Fiber Optic,53,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,115.15,8250.0,0.0,0,795.2,9045.2,4,Stayed,0,4388,Yes
-Male,24,Yes,No,Yes,No,0,United States,California,Pebble Beach,93953,"36.587497, -121.944815",36.587497,-121.944815,"4,602",Q3,No,0,59,Offer B,Yes,6.91,Yes,Yes,Fiber Optic,52,No,No,No,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,85.55,5084.65,0.0,0,407.69,5492.34,3,Churned,1,6304,Yes
-Female,41,No,No,Yes,Yes,2,United States,California,Pebble Beach,93953,"36.587497, -121.944815",36.587497,-121.944815,"4,602",Q3,Yes,9,34,Offer C,Yes,9.09,No,Yes,DSL,16,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,84.75,2839.45,0.0,0,309.06,3148.51,3,Stayed,0,2020,Yes
-Female,42,No,No,No,No,0,United States,California,Pebble Beach,93953,"36.587497, -121.944815",36.587497,-121.944815,"4,602",Q3,No,0,1,Offer E,Yes,20.11,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.5,19.5,0.0,0,20.11,39.61,5,Joined,0,3107,No
-Male,25,Yes,No,Yes,Yes,1,United States,California,Pebble Beach,93953,"36.587497, -121.944815",36.587497,-121.944815,"4,602",Q3,Yes,8,66,Offer A,Yes,35.01,Yes,Yes,DSL,59,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,79.85,5234.95,0.0,0,2310.66,7545.61,5,Stayed,0,6236,Yes
-Female,58,No,No,No,No,0,United States,California,Belmont,94002,"37.509366, -122.306132",37.509366,-122.306132,"25,566",Q3,No,0,60,Offer B,No,0.0,No,Yes,Cable,5,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.8,3027.4,0.0,0,0.0,3027.4,2,Churned,1,4941,No
-Male,25,Yes,No,Yes,Yes,3,United States,California,Belmont,94002,"37.509366, -122.306132",37.509366,-122.306132,"25,566",Q3,Yes,1,72,,Yes,20.79,Yes,Yes,Fiber Optic,59,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,97.75,6991.6,0.0,0,1496.88,8488.48,3,Stayed,0,4054,Yes
-Male,60,No,No,No,Yes,2,United States,California,Belmont,94002,"37.509366, -122.306132",37.509366,-122.306132,"25,566",Q3,No,0,21,Offer D,Yes,19.57,No,Yes,DSL,29,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.65,985.05,0.0,0,410.97,1396.02,4,Stayed,0,5731,No
-Male,64,No,No,Yes,Yes,2,United States,California,Belmont,94002,"37.509366, -122.306132",37.509366,-122.306132,"25,566",Q3,Yes,7,31,Offer C,No,0.0,No,Yes,Cable,25,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,59.95,1848.8,0.0,0,0.0,1848.8,3,Stayed,0,4337,Yes
-Female,40,No,No,No,No,0,United States,California,Los Altos,94024,"37.352911, -122.093002",37.352911,-122.093002,"21,496",Q3,No,0,6,,Yes,25.93,No,Yes,Fiber Optic,24,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,83.9,497.55,0.0,0,155.58,653.13,1,Churned,1,3962,No
-Male,51,No,No,Yes,No,0,United States,California,Los Altos,94024,"37.352911, -122.093002",37.352911,-122.093002,"21,496",Q3,Yes,8,69,Offer A,Yes,33.37,Yes,Yes,Fiber Optic,24,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,107.2,7317.1,0.0,0,2302.53,9619.63,4,Stayed,0,5935,Yes
-Male,44,No,No,No,Yes,1,United States,California,Los Altos,94024,"37.352911, -122.093002",37.352911,-122.093002,"21,496",Q3,No,0,62,Offer B,Yes,17.67,Yes,Yes,Fiber Optic,19,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.05,6590.5,0.0,0,1095.54,7686.04,4,Stayed,0,5900,No
-Male,61,No,No,Yes,Yes,3,United States,California,Los Altos,94024,"37.352911, -122.093002",37.352911,-122.093002,"21,496",Q3,No,0,53,Offer B,Yes,27.56,Yes,Yes,Cable,26,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,71.85,3827.9,0.0,0,1460.68,5288.58,4,Stayed,0,4903,Yes
-Female,48,No,No,Yes,No,0,United States,California,Mountain View,94040,"37.380662, -122.086022",37.380662,-122.086022,"32,143",Q3,Yes,3,63,Offer B,Yes,8.98,Yes,Yes,Fiber Optic,16,Yes,Yes,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,100.55,6215.35,0.0,0,565.74,6781.09,2,Churned,1,5413,Yes
-Female,63,No,No,No,No,0,United States,California,Mountain View,94040,"37.380662, -122.086022",37.380662,-122.086022,"32,143",Q3,No,0,3,Offer E,Yes,5.2,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,75.8,246.3,0.0,10,15.6,271.9,1,Churned,1,5475,No
-Female,61,No,No,Yes,Yes,1,United States,California,Mountain View,94040,"37.380662, -122.086022",37.380662,-122.086022,"32,143",Q3,Yes,10,72,Offer A,No,0.0,No,Yes,Cable,14,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,53.8,3952.45,0.0,0,0.0,3952.45,3,Stayed,0,4954,Yes
-Male,24,Yes,No,No,No,0,United States,California,Mountain View,94040,"37.380662, -122.086022",37.380662,-122.086022,"32,143",Q3,No,0,10,Offer D,Yes,20.29,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.75,208.25,0.0,0,202.9,411.15,3,Stayed,0,3926,No
-Female,39,No,No,No,No,0,United States,California,Pescadero,94060,"37.22565, -122.297533",37.22565,-122.297533,"2,055",Q3,No,0,1,,No,0.0,No,Yes,DSL,12,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,24.6,24.6,0.0,0,0.0,24.6,2,Churned,1,5768,No
-Female,58,No,No,Yes,Yes,2,United States,California,Pescadero,94060,"37.22565, -122.297533",37.22565,-122.297533,"2,055",Q3,Yes,5,62,,Yes,42.05,No,Yes,DSL,20,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,70.75,4263.45,0.0,0,2607.1,6870.55,3,Stayed,0,4133,Yes
-Female,32,No,No,No,Yes,2,United States,California,Pescadero,94060,"37.22565, -122.297533",37.22565,-122.297533,"2,055",Q3,No,0,22,Offer D,Yes,33.73,Yes,Yes,Fiber Optic,19,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.75,1816.75,0.0,0,742.06,2558.81,3,Stayed,0,4240,No
-Male,56,No,No,Yes,No,0,United States,California,Pescadero,94060,"37.22565, -122.297533",37.22565,-122.297533,"2,055",Q3,Yes,2,63,Offer B,Yes,38.36,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,19.95,1234.8,0.0,0,2416.68,3651.48,3,Stayed,0,5151,Yes
-Female,64,No,No,No,No,0,United States,California,San Bruno,94066,"37.624436, -122.430661",37.624436,-122.430661,"39,566",Q3,No,0,12,,Yes,34.92,No,Yes,Cable,23,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.9,1120.95,0.0,0,419.04,1539.99,1,Churned,1,5559,No
-Female,58,No,No,Yes,Yes,3,United States,California,San Bruno,94066,"37.624436, -122.430661",37.624436,-122.430661,"39,566",Q3,Yes,10,56,,Yes,35.38,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.05,1090.1,0.0,0,1981.28,3071.38,4,Stayed,0,5172,Yes
-Male,23,Yes,No,Yes,No,0,United States,California,San Bruno,94066,"37.624436, -122.430661",37.624436,-122.430661,"39,566",Q3,Yes,3,10,Offer D,Yes,39.35,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.6,189.45,0.0,0,393.5,582.95,5,Stayed,0,3778,Yes
-Female,34,No,No,No,No,0,United States,California,San Bruno,94066,"37.624436, -122.430661",37.624436,-122.430661,"39,566",Q3,No,0,15,Offer D,Yes,26.54,Yes,Yes,DSL,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,48.8,720.1,0.0,0,398.1,1118.2,4,Stayed,0,2577,No
-Male,36,No,No,No,No,0,United States,California,Sunnyvale,94086,"37.378541, -122.020456",37.378541,-122.020456,"64,010",Q3,No,0,17,,Yes,4.51,No,Yes,Fiber Optic,13,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,93.85,1625.65,0.0,0,76.67,1702.32,1,Churned,1,4940,No
-Female,30,No,No,No,No,0,United States,California,Sunnyvale,94086,"37.378541, -122.020456",37.378541,-122.020456,"64,010",Q3,No,0,18,,Yes,17.33,No,Yes,DSL,69,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Credit Card,50.0,892.7,0.0,50,311.94,1254.64,5,Stayed,0,4952,No
-Female,25,Yes,No,Yes,Yes,2,United States,California,Sunnyvale,94086,"37.378541, -122.020456",37.378541,-122.020456,"64,010",Q3,Yes,2,72,,Yes,16.01,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,116.8,8456.75,0.0,0,1152.72,9609.47,3,Stayed,0,6252,Yes
-Female,24,Yes,No,No,No,0,United States,California,Sunnyvale,94086,"37.378541, -122.020456",37.378541,-122.020456,"64,010",Q3,No,0,61,Offer B,Yes,25.91,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.45,1336.35,0.0,0,1580.51,2916.86,4,Stayed,0,4559,No
-Female,37,No,No,No,No,0,United States,California,San Francisco,94131,"37.746699, -122.442833",37.746699,-122.442833,"27,906",Q3,No,0,13,,Yes,3.84,No,Yes,Fiber Optic,4,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.15,952.3,0.0,0,49.92,1002.22,1,Churned,1,4806,No
-Male,41,No,No,No,No,0,United States,California,San Francisco,94131,"37.746699, -122.442833",37.746699,-122.442833,"27,906",Q3,No,0,48,,Yes,33.68,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.15,982.95,0.0,0,1616.64,2599.59,5,Stayed,0,4399,No
-Male,51,No,No,No,No,0,United States,California,San Francisco,94131,"37.746699, -122.442833",37.746699,-122.442833,"27,906",Q3,No,0,71,,Yes,12.27,Yes,Yes,DSL,21,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,80.6,5708.2,0.0,0,871.17,6579.37,4,Stayed,0,5447,No
-Female,27,Yes,No,No,No,0,United States,California,San Francisco,94131,"37.746699, -122.442833",37.746699,-122.442833,"27,906",Q3,No,0,13,Offer D,Yes,22.01,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.3,275.4,0.0,0,286.13,561.53,4,Stayed,0,5332,No
-Female,32,No,No,No,No,0,United States,California,Antioch,94509,"37.980057, -121.801599",37.980057,-121.801599,"90,891",Q3,No,0,3,,Yes,23.82,Yes,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.4,215.8,0.0,0,71.46,287.26,3,Churned,1,2054,No
-Male,55,No,No,Yes,No,0,United States,California,Antioch,94509,"37.980057, -121.801599",37.980057,-121.801599,"90,891",Q3,Yes,1,49,Offer B,Yes,39.6,Yes,Yes,Fiber Optic,20,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,84.5,4254.85,0.0,0,1940.4,6195.25,3,Churned,1,4639,Yes
-Male,53,No,No,Yes,No,0,United States,California,Antioch,94509,"37.980057, -121.801599",37.980057,-121.801599,"90,891",Q3,Yes,9,71,Offer A,Yes,49.32,Yes,Yes,Fiber Optic,9,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,109.6,7854.15,0.0,0,3501.72,11355.87,3,Stayed,0,4564,Yes
-Female,32,No,No,Yes,Yes,2,United States,California,Antioch,94509,"37.980057, -121.801599",37.980057,-121.801599,"90,891",Q3,Yes,1,10,Offer D,Yes,42.0,No,Yes,DSL,14,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,65.9,660.05,0.0,0,420.0,1080.05,4,Stayed,0,5289,Yes
-Male,53,No,No,No,No,0,United States,California,Hayward,94541,"37.674002, -122.076796",37.674002,-122.076796,"60,274",Q3,No,0,7,,Yes,9.14,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.25,112.3,0.0,0,63.98,176.28,3,Churned,1,4489,No
-Male,47,No,No,Yes,Yes,1,United States,California,Hayward,94541,"37.674002, -122.076796",37.674002,-122.076796,"60,274",Q3,No,0,25,,Yes,18.87,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.9,505.45,0.0,0,471.75,977.2,5,Stayed,0,4134,Yes
-Female,20,Yes,No,Yes,No,0,United States,California,Hayward,94541,"37.674002, -122.076796",37.674002,-122.076796,"60,274",Q3,Yes,8,72,,Yes,37.45,Yes,Yes,DSL,48,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,92.4,6786.1,0.0,150,2696.4,9632.5,3,Stayed,0,5527,Yes
-Male,41,No,No,Yes,Yes,2,United States,California,Hayward,94541,"37.674002, -122.076796",37.674002,-122.076796,"60,274",Q3,Yes,5,72,Offer A,Yes,36.05,Yes,Yes,Fiber Optic,14,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,105.25,7609.75,0.0,0,2595.6,10205.35,3,Stayed,0,4427,Yes
-Female,57,No,No,No,No,0,United States,California,Hayward,94545,"37.62984, -122.120843",37.62984,-122.120843,"27,311",Q3,No,0,2,,Yes,48.34,Yes,Yes,Fiber Optic,28,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.0,174.8,0.0,0,96.68,271.48,2,Churned,1,3391,No
-Female,58,No,No,No,No,0,United States,California,Hayward,94545,"37.62984, -122.120843",37.62984,-122.120843,"27,311",Q3,No,0,31,,Yes,16.63,Yes,Yes,Fiber Optic,12,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.85,2404.15,0.0,0,515.53,2919.68,1,Churned,1,2554,No
-Male,21,Yes,No,Yes,No,0,United States,California,Hayward,94545,"37.62984, -122.120843",37.62984,-122.120843,"27,311",Q3,Yes,6,71,Offer A,Yes,28.02,No,Yes,DSL,27,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,79.1,5564.85,0.0,0,1989.42,7554.27,5,Stayed,0,5872,Yes
-Male,23,Yes,No,No,No,0,United States,California,Hayward,94545,"37.62984, -122.120843",37.62984,-122.120843,"27,311",Q3,No,0,20,,Yes,32.5,Yes,Yes,DSL,52,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,68.7,1416.2,0.0,0,650.0,2066.2,3,Stayed,0,2989,No
-Male,51,No,No,No,No,0,United States,California,Fremont,94555,"37.555473, -122.080312",37.555473,-122.080312,"33,883",Q3,No,0,1,Offer E,Yes,45.66,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.9,69.9,0.0,0,45.66,115.56,3,Churned,1,5367,No
-Male,43,No,No,Yes,No,0,United States,California,Fremont,94555,"37.555473, -122.080312",37.555473,-122.080312,"33,883",Q3,Yes,1,5,,Yes,39.36,No,Yes,Fiber Optic,24,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.45,498.1,0.0,0,196.8,694.9,1,Churned,1,4580,Yes
-Female,49,No,No,No,No,0,United States,California,Fremont,94555,"37.555473, -122.080312",37.555473,-122.080312,"33,883",Q3,No,0,1,,Yes,43.06,No,Yes,Fiber Optic,9,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,83.4,83.4,0.0,0,43.06,126.46,3,Joined,0,5960,No
-Male,28,Yes,No,Yes,Yes,1,United States,California,Fremont,94555,"37.555473, -122.080312",37.555473,-122.080312,"33,883",Q3,Yes,3,64,Offer B,Yes,14.93,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,19.7,1274.05,0.0,0,955.52,2229.57,5,Stayed,0,5431,Yes
-Female,61,No,No,No,No,0,United States,California,San Lorenzo,94580,"37.676249, -122.132415",37.676249,-122.132415,"26,240",Q3,No,0,34,Offer C,Yes,4.66,No,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.0,2416.1,11.0,0,158.44,2563.54,2,Churned,1,2318,No
-Male,48,No,No,No,No,0,United States,California,San Lorenzo,94580,"37.676249, -122.132415",37.676249,-122.132415,"26,240",Q3,No,0,35,,Yes,20.61,Yes,Yes,DSL,16,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.6,2094.9,0.0,0,721.35,2816.25,3,Stayed,0,2187,No
-Female,58,No,No,No,No,0,United States,California,San Lorenzo,94580,"37.676249, -122.132415",37.676249,-122.132415,"26,240",Q3,No,0,24,Offer C,Yes,42.66,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,24.6,605.25,0.0,0,1023.84,1629.09,5,Stayed,0,4147,No
-Female,20,Yes,No,No,Yes,3,United States,California,San Lorenzo,94580,"37.676249, -122.132415",37.676249,-122.132415,"26,240",Q3,No,0,4,Offer E,Yes,38.97,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,25.45,84.2,0.0,0,155.88,240.08,5,Stayed,0,2616,No
-Female,46,No,No,No,No,0,United States,California,Union City,94587,"37.59485, -122.051521",37.59485,-122.051521,"66,472",Q3,No,0,7,Offer E,Yes,48.36,No,Yes,Fiber Optic,15,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.35,660.9,34.29,0,338.52,965.13,2,Churned,1,3077,No
-Female,54,No,No,No,No,0,United States,California,Union City,94587,"37.59485, -122.051521",37.59485,-122.051521,"66,472",Q3,No,0,31,,Yes,6.33,Yes,Yes,Fiber Optic,11,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.9,2806.9,41.18,0,196.23,2961.95,2,Churned,1,2031,No
-Male,23,Yes,No,No,No,0,United States,California,Union City,94587,"37.59485, -122.051521",37.59485,-122.051521,"66,472",Q3,No,0,1,Offer E,Yes,33.32,No,Yes,DSL,48,No,No,No,No,No,Yes,Yes,No,Month-to-Month,No,Mailed Check,55.55,55.55,0.0,30,33.32,118.87,5,Joined,0,2207,No
-Female,54,No,No,Yes,No,0,United States,California,Union City,94587,"37.59485, -122.051521",37.59485,-122.051521,"66,472",Q3,Yes,3,49,Offer B,Yes,13.13,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.0,918.7,0.0,0,643.37,1562.07,3,Stayed,0,4066,Yes
-Female,33,No,No,No,No,0,United States,California,Walnut Creek,94595,"37.862128, -122.075197",37.862128,-122.075197,"18,024",Q3,No,0,18,,Yes,34.21,Yes,Yes,Fiber Optic,19,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.1,1612.75,48.26,0,615.78,2180.27,1,Churned,1,4260,No
-Female,38,No,No,Yes,Yes,3,United States,California,Walnut Creek,94595,"37.862128, -122.075197",37.862128,-122.075197,"18,024",Q3,Yes,2,14,Offer D,Yes,44.55,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,18.8,255.55,0.0,0,623.7,879.25,5,Stayed,0,5751,Yes
-Male,36,No,No,No,No,0,United States,California,Walnut Creek,94595,"37.862128, -122.075197",37.862128,-122.075197,"18,024",Q3,No,0,72,,No,0.0,No,Yes,Cable,9,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,65.6,4566.5,0.0,0,0.0,4566.5,3,Stayed,0,4369,No
-Male,59,No,No,Yes,No,0,United States,California,Walnut Creek,94595,"37.862128, -122.075197",37.862128,-122.075197,"18,024",Q3,Yes,8,16,,Yes,46.0,No,Yes,Fiber Optic,30,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.75,1321.3,0.0,0,736.0,2057.3,3,Stayed,0,2942,Yes
-Female,26,Yes,No,No,No,0,United States,California,Walnut Creek,94596,"37.900662, -122.052782",37.900662,-122.052782,"40,917",Q3,No,0,2,,Yes,30.73,No,Yes,Fiber Optic,39,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,68.95,119.75,0.0,0,61.46,181.21,1,Churned,1,5225,No
-Female,36,No,No,No,No,0,United States,California,Walnut Creek,94596,"37.900662, -122.052782",37.900662,-122.052782,"40,917",Q3,No,0,7,,No,0.0,No,Yes,DSL,19,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,40.1,293.3,0.0,0,0.0,293.3,2,Churned,1,4414,No
-Female,57,No,No,No,No,0,United States,California,Walnut Creek,94596,"37.900662, -122.052782",37.900662,-122.052782,"40,917",Q3,No,0,61,Offer B,Yes,4.51,Yes,Yes,Cable,24,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,86.45,5175.3,0.0,0,275.11,5450.41,4,Stayed,0,4471,No
-Male,64,No,No,Yes,Yes,2,United States,California,Walnut Creek,94596,"37.900662, -122.052782",37.900662,-122.052782,"40,917",Q3,Yes,6,22,,Yes,36.15,Yes,Yes,DSL,11,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,78.65,1663.75,0.0,0,795.3,2459.05,3,Stayed,0,3571,Yes
-Male,39,No,No,Yes,No,0,United States,California,Walnut Creek,94598,"37.916648, -122.008483",37.916648,-122.008483,"26,022",Q3,Yes,1,32,Offer C,Yes,33.57,Yes,Yes,Fiber Optic,26,Yes,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,99.55,3204.65,35.82,110,1074.24,4353.07,1,Churned,1,5026,Yes
-Male,28,Yes,No,No,Yes,1,United States,California,Walnut Creek,94598,"37.916648, -122.008483",37.916648,-122.008483,"26,022",Q3,No,0,13,Offer D,Yes,19.17,No,Yes,Cable,59,Yes,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,52.1,670.65,0.0,0,249.21,919.86,3,Stayed,0,4929,No
-Male,44,No,No,Yes,Yes,1,United States,California,Walnut Creek,94598,"37.916648, -122.008483",37.916648,-122.008483,"26,022",Q3,Yes,1,33,Offer C,Yes,1.62,No,Yes,Cable,30,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,82.1,2603.1,0.0,0,53.46,2656.56,4,Stayed,0,2281,Yes
-Female,35,No,No,Yes,Yes,1,United States,California,Walnut Creek,94598,"37.916648, -122.008483",37.916648,-122.008483,"26,022",Q3,Yes,6,49,,Yes,35.29,No,Yes,DSL,28,Yes,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,61.75,3024.15,0.0,0,1729.21,4753.36,3,Stayed,0,5511,Yes
-Male,53,No,No,Yes,No,0,United States,California,Oakland,94606,"37.792489, -122.244314",37.792489,-122.244314,"41,876",Q3,Yes,1,18,,Yes,2.86,No,Yes,DSL,22,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,57.45,990.85,15.73,0,51.48,1026.6,1,Churned,1,2989,Yes
-Male,48,No,No,No,Yes,2,United States,California,Oakland,94606,"37.792489, -122.244314",37.792489,-122.244314,"41,876",Q3,No,0,66,Offer A,Yes,12.48,No,Yes,DSL,23,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,79.5,5196.1,0.0,0,823.68,6019.78,4,Stayed,0,4285,No
-Male,61,No,No,No,No,0,United States,California,Oakland,94606,"37.792489, -122.244314",37.792489,-122.244314,"41,876",Q3,No,0,56,Offer B,Yes,18.42,No,Yes,DSL,13,No,Yes,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,75.75,4284.65,0.0,90,1031.52,5406.17,3,Stayed,0,6487,No
-Male,33,No,No,Yes,No,0,United States,California,Oakland,94606,"37.792489, -122.244314",37.792489,-122.244314,"41,876",Q3,Yes,8,5,Offer E,Yes,15.74,Yes,Yes,Fiber Optic,28,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.15,413.25,0.0,0,78.7,491.95,3,Stayed,0,2576,Yes
-Male,27,Yes,No,Yes,No,0,United States,California,Oakland,94607,"37.80707, -122.297401",37.80707,-122.297401,"21,054",Q3,Yes,1,12,,Yes,27.82,No,Yes,DSL,26,No,No,No,No,No,Yes,Yes,Yes,One Year,No,Credit Card,53.65,696.35,0.0,0,333.84,1030.19,1,Churned,1,2595,Yes
-Female,41,No,No,No,No,0,United States,California,Oakland,94607,"37.80707, -122.297401",37.80707,-122.297401,"21,054",Q3,No,0,72,Offer A,Yes,19.6,Yes,Yes,Fiber Optic,15,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,115.05,8405.0,0.0,0,1411.2,9816.2,3,Stayed,0,5905,No
-Male,61,No,No,No,No,0,United States,California,Oakland,94607,"37.80707, -122.297401",37.80707,-122.297401,"21,054",Q3,No,0,65,,Yes,33.11,Yes,Yes,Fiber Optic,10,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,110.0,7138.65,0.0,0,2152.15,9290.8,4,Stayed,0,6351,No
-Male,61,No,No,Yes,Yes,1,United States,California,Oakland,94607,"37.80707, -122.297401",37.80707,-122.297401,"21,054",Q3,Yes,4,66,,Yes,7.83,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.0,1374.2,0.0,0,516.78,1890.98,3,Stayed,0,5011,Yes
-Male,62,No,No,Yes,No,0,United States,California,Albany,94706,"37.890274, -122.295192",37.890274,-122.295192,"15,882",Q3,Yes,1,26,Offer C,Yes,35.9,Yes,Yes,Cable,26,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.75,2070.6,0.0,0,933.4,3004.0,3,Churned,1,2404,Yes
-Male,27,Yes,No,Yes,No,0,United States,California,Albany,94706,"37.890274, -122.295192",37.890274,-122.295192,"15,882",Q3,Yes,1,14,,Yes,21.3,Yes,Yes,Fiber Optic,42,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.15,1139.2,38.48,0,298.2,1398.92,2,Churned,1,4550,Yes
-Male,35,No,No,Yes,Yes,3,United States,California,Albany,94706,"37.890274, -122.295192",37.890274,-122.295192,"15,882",Q3,Yes,9,71,Offer A,Yes,22.83,No,Yes,DSL,53,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,85.45,6029.9,0.0,0,1620.93,7650.83,3,Stayed,0,5394,Yes
-Female,22,Yes,No,Yes,Yes,3,United States,California,Albany,94706,"37.890274, -122.295192",37.890274,-122.295192,"15,882",Q3,Yes,6,54,,Yes,8.53,Yes,Yes,Cable,73,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,60.0,3273.95,0.0,0,460.62,3734.57,3,Stayed,0,4798,Yes
-Male,37,No,No,Yes,No,0,United States,California,Bodega Bay,94923,"38.377165, -123.037957",38.377165,-123.037957,"1,785",Q3,Yes,1,32,,Yes,5.99,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.75,2347.9,19.67,0,191.68,2519.91,2,Churned,1,2356,Yes
-Male,64,No,No,Yes,No,0,United States,California,Bodega Bay,94923,"38.377165, -123.037957",38.377165,-123.037957,"1,785",Q3,Yes,6,52,Offer B,Yes,41.34,Yes,Yes,Cable,24,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,81.4,4354.45,0.0,0,2149.68,6504.13,4,Stayed,0,4628,Yes
-Female,36,No,No,No,No,0,United States,California,Bodega Bay,94923,"38.377165, -123.037957",38.377165,-123.037957,"1,785",Q3,No,0,50,,Yes,15.1,No,Yes,Fiber Optic,9,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,100.2,5038.45,0.0,0,755.0,5793.45,4,Stayed,0,5419,No
-Male,42,No,No,No,No,0,United States,California,Bodega Bay,94923,"38.377165, -123.037957",38.377165,-123.037957,"1,785",Q3,No,0,35,,Yes,20.07,Yes,Yes,Fiber Optic,23,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,108.95,4025.5,0.0,0,702.45,4727.95,3,Stayed,0,5903,No
-Male,58,No,No,Yes,No,0,United States,California,Marshall,94940,"38.129308, -122.834815",38.129308,-122.834815,406,Q3,Yes,1,40,Offer B,Yes,16.33,Yes,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,97.1,3706.95,41.85,0,653.2,4318.3,3,Churned,1,3099,Yes
-Male,19,Yes,No,Yes,No,0,United States,California,Marshall,94940,"38.129308, -122.834815",38.129308,-122.834815,406,Q3,Yes,1,2,Offer E,Yes,20.5,No,Yes,Fiber Optic,51,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,76.4,151.8,0.0,0,41.0,192.8,1,Churned,1,4340,Yes
-Male,59,No,No,Yes,Yes,1,United States,California,Marshall,94940,"38.129308, -122.834815",38.129308,-122.834815,406,Q3,Yes,1,13,,Yes,13.32,No,Yes,DSL,21,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,64.75,877.35,0.0,0,173.16,1050.51,3,Stayed,0,4741,Yes
-Male,58,No,No,Yes,Yes,3,United States,California,Marshall,94940,"38.129308, -122.834815",38.129308,-122.834815,406,Q3,Yes,1,24,,Yes,7.37,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.2,609.05,0.0,0,176.88,785.93,5,Stayed,0,5865,Yes
-Male,49,No,No,Yes,No,0,United States,California,Novato,94947,"38.112166, -122.634384",38.112166,-122.634384,"24,741",Q3,Yes,1,2,Offer E,Yes,8.86,No,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.55,185.55,0.0,0,17.72,203.27,1,Churned,1,3851,Yes
-Female,44,No,No,Yes,No,0,United States,California,Novato,94947,"38.112166, -122.634384",38.112166,-122.634384,"24,741",Q3,Yes,6,24,,Yes,35.86,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.4,482.8,0.0,0,860.64,1343.44,5,Stayed,0,3071,Yes
-Female,62,No,No,Yes,No,0,United States,California,Novato,94947,"38.112166, -122.634384",38.112166,-122.634384,"24,741",Q3,No,0,49,,Yes,29.18,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.7,1032.05,0.0,0,1429.82,2461.87,3,Stayed,0,4074,Yes
-Female,23,Yes,No,No,No,0,United States,California,Novato,94947,"38.112166, -122.634384",38.112166,-122.634384,"24,741",Q3,No,0,54,,Yes,48.97,No,Yes,Fiber Optic,42,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,94.1,5060.9,0.0,140,2644.38,7845.28,3,Stayed,0,4084,No
-Male,21,Yes,No,No,No,0,United States,California,Novato,94949,"38.067204, -122.524004",38.067204,-122.524004,"13,361",Q3,No,0,23,,Yes,38.69,Yes,Yes,Cable,69,No,No,No,Yes,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.6,1943.2,4.73,0,889.87,2828.34,2,Churned,1,4359,No
-Female,37,No,No,Yes,No,0,United States,California,Novato,94949,"38.067204, -122.524004",38.067204,-122.524004,"13,361",Q3,Yes,1,28,,Yes,18.31,No,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,90.1,2598.95,0.0,0,512.68,3111.63,3,Churned,1,5958,Yes
-Female,25,Yes,No,Yes,No,0,United States,California,Novato,94949,"38.067204, -122.524004",38.067204,-122.524004,"13,361",Q3,Yes,9,56,,Yes,42.81,Yes,Yes,Fiber Optic,51,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.6,4902.8,0.0,0,2397.36,7300.16,4,Stayed,0,6483,Yes
-Female,20,Yes,No,No,No,0,United States,California,Novato,94949,"38.067204, -122.524004",38.067204,-122.524004,"13,361",Q3,No,0,3,,Yes,10.1,No,Yes,Fiber Optic,73,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.55,233.65,0.0,0,30.3,263.95,3,Joined,0,5125,No
-Female,64,No,No,No,No,0,United States,California,San Anselmo,94960,"37.99272, -122.575026",37.99272,-122.575026,"16,849",Q3,No,0,23,,Yes,3.55,Yes,Yes,Fiber Optic,4,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.05,2169.8,27.38,0,81.65,2224.07,2,Churned,1,4650,No
-Male,36,No,No,No,No,0,United States,California,San Anselmo,94960,"37.99272, -122.575026",37.99272,-122.575026,"16,849",Q3,No,0,3,,No,0.0,No,Yes,DSL,18,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,24.75,66.95,0.0,0,0.0,66.95,2,Churned,1,3503,No
-Female,35,No,No,Yes,Yes,1,United States,California,San Anselmo,94960,"37.99272, -122.575026",37.99272,-122.575026,"16,849",Q3,Yes,4,72,,Yes,30.0,Yes,Yes,DSL,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,92.65,6733.0,0.0,0,2160.0,8893.0,4,Stayed,0,6342,Yes
-Female,59,No,No,Yes,Yes,1,United States,California,San Anselmo,94960,"37.99272, -122.575026",37.99272,-122.575026,"16,849",Q3,Yes,1,13,Offer D,Yes,16.4,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.45,254.5,0.0,0,213.2,467.7,3,Stayed,0,5417,Yes
-Male,54,No,No,Yes,No,0,United States,California,Sausalito,94965,"37.848641, -122.515692",37.848641,-122.515692,"11,213",Q3,Yes,1,49,Offer B,Yes,20.48,Yes,Yes,Fiber Optic,22,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.05,4853.75,14.24,0,1003.52,5843.03,2,Churned,1,5157,Yes
-Male,47,No,No,No,No,0,United States,California,Sausalito,94965,"37.848641, -122.515692",37.848641,-122.515692,"11,213",Q3,No,0,15,Offer D,Yes,3.15,Yes,Yes,DSL,26,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,51.55,765.5,0.0,20,47.25,832.75,2,Churned,1,2087,No
-Female,33,No,No,Yes,No,0,United States,California,Sausalito,94965,"37.848641, -122.515692",37.848641,-122.515692,"11,213",Q3,Yes,1,3,,Yes,31.61,Yes,Yes,Fiber Optic,20,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,91.5,242.95,0.0,10,94.83,347.78,3,Churned,1,5646,Yes
-Male,25,Yes,No,Yes,Yes,2,United States,California,Sausalito,94965,"37.848641, -122.515692",37.848641,-122.515692,"11,213",Q3,Yes,7,1,Offer E,Yes,18.63,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.15,20.15,0.0,0,18.63,38.78,3,Joined,0,3960,Yes
-Female,46,No,No,No,No,0,United States,California,Tomales,94971,"38.240769, -122.901041",38.240769,-122.901041,384,Q3,No,0,2,,Yes,26.44,No,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.75,144.55,0.0,0,52.88,197.43,1,Churned,1,5667,No
-Male,39,No,No,Yes,Yes,1,United States,California,Tomales,94971,"38.240769, -122.901041",38.240769,-122.901041,384,Q3,Yes,2,32,,Yes,35.39,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,18.95,613.95,0.0,0,1132.48,1746.43,4,Stayed,0,4735,Yes
-Male,64,No,No,Yes,Yes,3,United States,California,Tomales,94971,"38.240769, -122.901041",38.240769,-122.901041,384,Q3,Yes,6,71,Offer A,Yes,16.13,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,19.6,1387.45,0.0,0,1145.23,2532.68,5,Stayed,0,6444,Yes
-Female,42,No,No,No,No,0,United States,California,Tomales,94971,"38.240769, -122.901041",38.240769,-122.901041,384,Q3,No,0,13,Offer D,Yes,46.3,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.45,232.1,0.0,0,601.9,834.0,5,Stayed,0,2783,No
-Female,42,No,No,No,No,0,United States,California,Valley Ford,94972,"38.339996, -122.935056",38.339996,-122.935056,66,Q3,No,0,2,Offer E,Yes,14.7,No,Yes,DSL,13,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,49.05,91.1,0.0,40,29.4,160.5,1,Churned,1,2960,No
-Male,31,No,No,No,No,0,United States,California,Valley Ford,94972,"38.339996, -122.935056",38.339996,-122.935056,66,Q3,No,0,21,Offer D,Yes,32.89,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.5,402.85,0.0,0,690.69,1093.54,4,Stayed,0,5654,No
-Male,27,Yes,No,No,No,0,United States,California,Valley Ford,94972,"38.339996, -122.935056",38.339996,-122.935056,66,Q3,No,0,66,Offer A,Yes,4.32,Yes,Yes,Fiber Optic,73,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,114.3,7383.7,0.0,0,285.12,7668.82,3,Stayed,0,5303,No
-Male,38,No,No,Yes,Yes,3,United States,California,Valley Ford,94972,"38.339996, -122.935056",38.339996,-122.935056,66,Q3,Yes,1,35,,Yes,13.67,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.45,809.25,0.0,0,478.45,1287.7,4,Stayed,0,4873,Yes
-Male,32,No,No,No,No,0,United States,California,Alviso,95002,"37.449537, -121.994813",37.449537,-121.994813,"2,147",Q3,No,0,7,Offer E,Yes,9.25,Yes,Yes,Fiber Optic,29,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.05,713.0,0.0,0,64.75,777.75,1,Churned,1,2561,No
-Female,34,No,No,No,No,0,United States,California,Alviso,95002,"37.449537, -121.994813",37.449537,-121.994813,"2,147",Q3,No,0,2,Offer E,No,0.0,No,Yes,DSL,5,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,24.5,46.4,0.0,0,0.0,46.4,4,Joined,0,5786,No
-Female,20,Yes,No,Yes,No,0,United States,California,Alviso,95002,"37.449537, -121.994813",37.449537,-121.994813,"2,147",Q3,Yes,1,22,,Yes,45.1,No,Yes,Fiber Optic,41,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,80.0,1706.45,0.0,50,992.2,2748.65,3,Stayed,0,2640,Yes
-Male,25,Yes,No,No,No,0,United States,California,Alviso,95002,"37.449537, -121.994813",37.449537,-121.994813,"2,147",Q3,No,0,4,,Yes,11.5,No,Yes,Fiber Optic,41,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.9,360.55,0.0,0,46.0,406.55,4,Stayed,0,3094,No
-Male,21,Yes,No,Yes,No,0,United States,California,Santa Cruz,95062,"36.974575, -121.991149",36.974575,-121.991149,"36,631",Q3,Yes,1,3,Offer E,Yes,29.29,No,Yes,Cable,52,No,Yes,Yes,No,No,No,Yes,Yes,Month-to-Month,Yes,Mailed Check,56.15,168.15,0.0,0,87.87,256.02,1,Churned,1,2539,Yes
-Male,32,No,No,No,No,0,United States,California,Santa Cruz,95062,"36.974575, -121.991149",36.974575,-121.991149,"36,631",Q3,No,0,3,,No,0.0,No,Yes,Cable,25,Yes,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,41.35,107.25,0.0,0,0.0,107.25,3,Joined,0,5534,No
-Female,43,No,No,No,No,0,United States,California,Santa Cruz,95062,"36.974575, -121.991149",36.974575,-121.991149,"36,631",Q3,No,0,37,,Yes,42.41,Yes,Yes,DSL,4,Yes,Yes,Yes,Yes,Yes,No,No,No,Month-to-Month,Yes,Credit Card,78.9,2976.95,0.0,30,1569.17,4576.12,4,Stayed,0,3801,No
-Male,54,No,No,Yes,No,0,United States,California,Santa Cruz,95062,"36.974575, -121.991149",36.974575,-121.991149,"36,631",Q3,Yes,1,11,Offer D,Yes,12.95,No,Yes,Cable,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.9,521.9,0.0,0,142.45,664.35,5,Stayed,0,3880,Yes
-Female,59,No,No,No,No,0,United States,California,San Jose,95112,"37.343827, -121.883119",37.343827,-121.883119,"52,334",Q3,No,0,4,Offer E,Yes,39.68,No,Yes,Fiber Optic,18,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.4,387.2,0.0,0,158.72,545.92,1,Churned,1,4249,No
-Male,47,No,No,Yes,Yes,2,United States,California,San Jose,95112,"37.343827, -121.883119",37.343827,-121.883119,"52,334",Q3,Yes,4,64,,Yes,49.49,No,Yes,Fiber Optic,12,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,81.05,5135.35,0.0,0,3167.36,8302.71,3,Stayed,0,5168,Yes
-Male,43,No,No,Yes,No,0,United States,California,San Jose,95112,"37.343827, -121.883119",37.343827,-121.883119,"52,334",Q3,Yes,9,66,Offer A,Yes,37.71,Yes,Yes,DSL,15,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Credit Card,66.1,4428.45,0.0,0,2488.86,6917.31,3,Stayed,0,5933,Yes
-Male,47,No,No,No,No,0,United States,California,San Jose,95112,"37.343827, -121.883119",37.343827,-121.883119,"52,334",Q3,No,0,7,,No,0.0,No,Yes,DSL,14,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,35.3,264.8,0.0,0,0.0,264.8,4,Stayed,0,3463,No
-Female,62,No,No,Yes,No,0,United States,California,San Jose,95116,"37.350284, -121.852855",37.350284,-121.852855,"51,706",Q3,No,0,37,,Yes,37.49,Yes,Yes,Fiber Optic,29,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,78.95,2839.65,0.0,0,1387.13,4226.78,3,Churned,1,3982,Yes
-Male,42,No,No,No,No,0,United States,California,San Jose,95116,"37.350284, -121.852855",37.350284,-121.852855,"51,706",Q3,No,0,1,,Yes,42.87,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,70.45,70.45,0.0,10,42.87,123.32,1,Churned,1,3525,No
-Male,53,No,No,No,No,0,United States,California,San Jose,95116,"37.350284, -121.852855",37.350284,-121.852855,"51,706",Q3,No,0,13,Offer D,Yes,39.17,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.15,931.75,0.0,150,509.21,1590.96,5,Stayed,0,4599,No
-Male,63,No,No,Yes,Yes,2,United States,California,San Jose,95116,"37.350284, -121.852855",37.350284,-121.852855,"51,706",Q3,Yes,1,59,,Yes,15.94,No,Yes,DSL,19,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,76.75,4541.9,0.0,0,940.46,5482.36,4,Stayed,0,5918,Yes
-Female,27,Yes,No,No,No,0,United States,California,San Jose,95125,"37.294926, -121.894763",37.294926,-121.894763,"46,185",Q3,No,0,19,,No,0.0,No,Yes,DSL,48,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,44.85,893.55,0.0,0,0.0,893.55,3,Churned,1,5182,No
-Male,37,No,No,No,No,0,United States,California,San Jose,95125,"37.294926, -121.894763",37.294926,-121.894763,"46,185",Q3,No,0,6,Offer E,Yes,23.01,No,Yes,DSL,13,No,No,No,Yes,No,No,No,No,Month-to-Month,No,Credit Card,50.05,288.35,0.0,40,138.06,466.41,5,Stayed,0,3929,No
-Female,30,No,No,No,Yes,3,United States,California,San Jose,95125,"37.294926, -121.894763",37.294926,-121.894763,"46,185",Q3,No,0,16,Offer D,Yes,27.23,Yes,Yes,Fiber Optic,69,No,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,79.5,1264.2,0.0,0,435.68,1699.88,4,Stayed,0,5040,No
-Female,20,Yes,No,Yes,No,0,United States,California,San Jose,95125,"37.294926, -121.894763",37.294926,-121.894763,"46,185",Q3,Yes,8,55,Offer B,Yes,47.46,Yes,Yes,DSL,53,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,90.15,4916.95,0.0,0,2610.3,7527.25,3,Stayed,0,4712,Yes
-Male,23,Yes,No,No,No,0,United States,California,San Jose,95129,"37.305622, -122.000887",37.305622,-122.000887,"37,570",Q3,No,0,7,Offer E,Yes,21.58,No,Yes,Fiber Optic,71,No,No,Yes,No,No,No,Yes,No,Month-to-Month,No,Mailed Check,74.65,544.55,0.0,10,151.06,705.61,3,Churned,1,3331,No
-Female,21,Yes,No,Yes,No,0,United States,California,San Jose,95129,"37.305622, -122.000887",37.305622,-122.000887,"37,570",Q3,Yes,4,59,Offer B,Yes,9.23,Yes,Yes,Fiber Optic,48,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,101.1,6039.9,0.0,0,544.57,6584.47,2,Churned,1,4160,Yes
-Female,39,No,No,No,No,0,United States,California,San Jose,95129,"37.305622, -122.000887",37.305622,-122.000887,"37,570",Q3,No,0,13,,Yes,42.62,No,Yes,Fiber Optic,15,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,74.65,966.25,0.0,0,554.06,1520.31,5,Stayed,0,4172,No
-Female,49,No,No,Yes,Yes,1,United States,California,San Jose,95129,"37.305622, -122.000887",37.305622,-122.000887,"37,570",Q3,Yes,3,32,,Yes,46.66,No,Yes,DSL,17,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,61.4,1864.65,0.0,0,1493.12,3357.77,3,Stayed,0,2649,Yes
-Female,51,No,No,Yes,No,0,United States,California,San Jose,95134,"37.42765, -121.945416",37.42765,-121.945416,"9,657",Q3,Yes,1,14,Offer D,Yes,20.4,Yes,Yes,DSL,30,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,64.7,941.0,0.0,0,285.6,1226.6,1,Churned,1,4049,Yes
-Female,33,No,No,Yes,No,0,United States,California,San Jose,95134,"37.42765, -121.945416",37.42765,-121.945416,"9,657",Q3,Yes,9,43,,Yes,49.48,Yes,Yes,Fiber Optic,11,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.1,4107.3,0.0,0,2127.64,6234.94,3,Stayed,0,4392,Yes
-Male,31,No,No,Yes,No,0,United States,California,San Jose,95134,"37.42765, -121.945416",37.42765,-121.945416,"9,657",Q3,Yes,7,17,Offer D,Yes,46.71,Yes,Yes,Fiber Optic,8,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.5,1336.9,0.0,0,794.07,2130.97,5,Stayed,0,3591,Yes
-Male,32,No,No,No,Yes,3,United States,California,San Jose,95134,"37.42765, -121.945416",37.42765,-121.945416,"9,657",Q3,No,0,26,,No,0.0,No,Yes,Cable,58,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,39.95,1023.75,0.0,0,0.0,1023.75,4,Stayed,0,2715,No
-Female,32,No,No,No,No,0,United States,California,Stockton,95219,"38.029729, -121.387999",38.029729,-121.387999,"19,109",Q3,No,0,2,Offer E,Yes,38.51,Yes,Yes,Fiber Optic,25,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.15,196.9,0.0,0,77.02,273.92,2,Churned,1,2414,No
-Female,58,No,No,Yes,Yes,3,United States,California,Stockton,95219,"38.029729, -121.387999",38.029729,-121.387999,"19,109",Q3,Yes,9,20,,Yes,42.46,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.35,442.6,0.0,0,849.2,1291.8,4,Stayed,0,2522,Yes
-Female,31,No,No,Yes,No,0,United States,California,Stockton,95219,"38.029729, -121.387999",38.029729,-121.387999,"19,109",Q3,No,0,70,Offer A,Yes,31.15,No,Yes,DSL,5,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,86.45,5950.2,0.0,0,2180.5,8130.7,4,Stayed,0,5950,Yes
-Female,33,No,No,No,No,0,United States,California,Stockton,95219,"38.029729, -121.387999",38.029729,-121.387999,"19,109",Q3,No,0,4,Offer E,Yes,6.36,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,23.9,97.5,0.0,0,25.44,122.94,4,Stayed,0,5685,No
-Male,54,No,No,Yes,No,0,United States,California,Acampo,95220,"38.200231, -121.235034",38.200231,-121.235034,"6,317",Q3,Yes,4,13,Offer D,Yes,45.6,No,Yes,Fiber Optic,11,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,96.65,1162.85,0.0,0,592.8,1755.65,1,Churned,1,5295,Yes
-Male,35,No,No,Yes,No,0,United States,California,Acampo,95220,"38.200231, -121.235034",38.200231,-121.235034,"6,317",Q3,Yes,1,10,Offer D,Yes,1.09,Yes,Yes,Fiber Optic,18,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.5,1037.75,0.0,0,10.9,1048.65,2,Churned,1,4501,Yes
-Female,20,Yes,No,No,No,0,United States,California,Acampo,95220,"38.200231, -121.235034",38.200231,-121.235034,"6,317",Q3,No,0,52,Offer B,Yes,33.69,Yes,Yes,Fiber Optic,52,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,111.25,5916.45,1.27,0,1751.88,7667.06,1,Churned,1,4861,No
-Female,47,No,No,Yes,Yes,2,United States,California,Acampo,95220,"38.200231, -121.235034",38.200231,-121.235034,"6,317",Q3,Yes,8,62,Offer B,Yes,15.05,Yes,Yes,Fiber Optic,23,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,106.05,6703.5,0.0,0,933.1,7636.6,4,Stayed,0,6361,Yes
-Male,41,No,No,No,No,0,United States,California,Linden,95236,"38.047746, -121.030499",38.047746,-121.030499,"3,148",Q3,No,0,1,Offer E,No,0.0,No,Yes,DSL,6,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,31.35,31.35,0.0,80,0.0,111.35,2,Churned,1,3605,No
-Male,20,Yes,No,No,No,0,United States,California,Linden,95236,"38.047746, -121.030499",38.047746,-121.030499,"3,148",Q3,No,0,68,,Yes,5.84,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.55,1657.4,0.0,0,397.12,2054.52,3,Stayed,0,6042,No
-Male,35,No,No,No,No,0,United States,California,Linden,95236,"38.047746, -121.030499",38.047746,-121.030499,"3,148",Q3,No,0,31,,No,0.0,No,Yes,DSL,5,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,50.05,1523.4,0.0,0,0.0,1523.4,3,Stayed,0,4529,No
-Male,54,No,No,No,No,0,United States,California,Linden,95236,"38.047746, -121.030499",38.047746,-121.030499,"3,148",Q3,No,0,69,,Yes,17.74,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,19.3,1447.9,0.0,0,1224.06,2671.96,5,Stayed,0,5028,No
-Female,57,No,No,No,No,0,United States,California,Lodi,95240,"38.123544, -121.159078",38.123544,-121.159078,"45,755",Q3,No,0,12,Offer D,Yes,14.38,Yes,Yes,Fiber Optic,6,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.75,1052.4,0.0,0,172.56,1224.96,3,Churned,1,5671,No
-Male,33,No,No,No,No,0,United States,California,Lodi,95240,"38.123544, -121.159078",38.123544,-121.159078,"45,755",Q3,No,0,3,Offer E,Yes,49.4,No,Yes,Fiber Optic,10,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,88.35,262.05,0.0,0,148.2,410.25,2,Churned,1,5202,No
-Female,45,No,No,Yes,No,0,United States,California,Lodi,95240,"38.123544, -121.159078",38.123544,-121.159078,"45,755",Q3,Yes,3,48,,Yes,17.03,Yes,Yes,DSL,15,No,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,69.55,3435.6,0.0,0,817.44,4253.04,4,Stayed,0,2478,Yes
-Female,64,No,No,No,No,0,United States,California,Lodi,95240,"38.123544, -121.159078",38.123544,-121.159078,"45,755",Q3,No,0,14,,Yes,24.04,No,Yes,Cable,12,No,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,51.45,727.85,0.0,0,336.56,1064.41,3,Stayed,0,4298,No
-Male,33,No,No,Yes,No,0,United States,California,Valley Springs,95252,"38.156971, -120.849231",38.156971,-120.849231,"11,266",Q3,Yes,9,60,Offer B,Yes,47.4,No,Yes,Cable,29,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,94.4,5610.25,0.0,0,2844.0,8454.25,2,Churned,1,4990,Yes
-Male,39,No,No,Yes,No,0,United States,California,Valley Springs,95252,"38.156971, -120.849231",38.156971,-120.849231,"11,266",Q3,Yes,10,39,Offer C,Yes,36.39,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.45,790.0,0.0,0,1419.21,2209.21,5,Stayed,0,2165,Yes
-Female,60,No,No,No,No,0,United States,California,Valley Springs,95252,"38.156971, -120.849231",38.156971,-120.849231,"11,266",Q3,No,0,3,,Yes,40.98,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.55,61.05,0.0,0,122.94,183.99,4,Joined,0,3889,No
-Female,54,No,No,Yes,No,0,United States,California,Valley Springs,95252,"38.156971, -120.849231",38.156971,-120.849231,"11,266",Q3,Yes,9,56,Offer B,Yes,37.76,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,109.8,6109.65,0.0,0,2114.56,8224.21,4,Stayed,0,5648,Yes
-Male,32,No,No,No,No,0,United States,California,West Point,95255,"38.41935, -120.469545",38.41935,-120.469545,"2,198",Q3,No,0,1,Offer E,Yes,31.77,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.85,19.85,0.0,0,31.77,51.62,2,Churned,1,3874,No
-Male,48,No,No,No,No,0,United States,California,West Point,95255,"38.41935, -120.469545",38.41935,-120.469545,"2,198",Q3,No,0,15,,Yes,7.96,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,26.35,378.6,0.0,0,119.4,498.0,3,Stayed,0,2723,No
-Male,59,No,No,Yes,Yes,1,United States,California,West Point,95255,"38.41935, -120.469545",38.41935,-120.469545,"2,198",Q3,Yes,1,19,Offer D,Yes,11.75,No,Yes,Cable,21,Yes,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,48.95,955.6,0.0,0,223.25,1178.85,3,Stayed,0,2394,Yes
-Male,47,No,No,Yes,No,0,United States,California,West Point,95255,"38.41935, -120.469545",38.41935,-120.469545,"2,198",Q3,Yes,1,52,,No,0.0,No,Yes,DSL,26,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,39.9,2020.9,0.0,0,0.0,2020.9,3,Stayed,0,6371,Yes
-Female,55,No,No,No,No,0,United States,California,Atwater,95301,"37.321233, -120.656354",37.321233,-120.656354,"27,808",Q3,No,0,6,Offer E,Yes,20.36,Yes,Yes,Fiber Optic,10,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,109.9,669.45,0.0,0,122.16,791.61,1,Churned,1,5750,No
-Female,47,No,No,Yes,No,0,United States,California,Atwater,95301,"37.321233, -120.656354",37.321233,-120.656354,"27,808",Q3,Yes,1,1,Offer E,Yes,33.46,No,Yes,Fiber Optic,12,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,69.4,69.4,0.0,10,33.46,112.86,1,Churned,1,2404,Yes
-Male,37,No,No,No,No,0,United States,California,Atwater,95301,"37.321233, -120.656354",37.321233,-120.656354,"27,808",Q3,No,0,1,Offer E,Yes,43.82,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.45,20.45,0.0,0,43.82,64.27,3,Joined,0,5925,No
-Female,61,No,No,No,No,0,United States,California,Atwater,95301,"37.321233, -120.656354",37.321233,-120.656354,"27,808",Q3,No,0,67,,No,0.0,No,Yes,DSL,11,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,53.4,3579.15,0.0,0,0.0,3579.15,5,Stayed,0,5990,No
-Male,26,Yes,No,No,No,0,United States,California,Mariposa,95338,"37.526791, -119.99437",37.526791,-119.99437,"10,226",Q3,No,0,1,Offer E,Yes,1.84,Yes,Yes,Fiber Optic,76,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,74.9,0.0,0,1.84,76.74,3,Churned,1,2548,No
-Female,27,Yes,No,No,No,0,United States,California,Mariposa,95338,"37.526791, -119.99437",37.526791,-119.99437,"10,226",Q3,No,0,1,,Yes,1.63,No,Yes,Fiber Optic,59,No,Yes,No,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,84.3,84.3,0.0,10,1.63,95.93,1,Churned,1,2172,No
-Female,32,No,No,Yes,Yes,3,United States,California,Mariposa,95338,"37.526791, -119.99437",37.526791,-119.99437,"10,226",Q3,No,0,47,,Yes,30.06,No,Yes,DSL,57,No,Yes,No,Yes,No,Yes,Yes,No,Two Year,No,Bank Withdrawal,63.8,3007.25,0.0,80,1412.82,4500.07,3,Stayed,0,5144,Yes
-Male,48,No,No,No,No,0,United States,California,Mariposa,95338,"37.526791, -119.99437",37.526791,-119.99437,"10,226",Q3,No,0,7,,Yes,1.67,No,Yes,Fiber Optic,23,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,74.35,533.6,0.0,0,11.69,545.29,4,Stayed,0,2463,No
-Male,58,No,No,Yes,No,0,United States,California,Modesto,95350,"37.671806, -121.007575",37.671806,-121.007575,"52,872",Q3,Yes,1,17,Offer D,Yes,44.97,No,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.0,1149.65,0.0,0,764.49,1914.14,2,Churned,1,3368,Yes
-Male,39,No,No,Yes,No,0,United States,California,Modesto,95350,"37.671806, -121.007575",37.671806,-121.007575,"52,872",Q3,Yes,1,7,Offer E,Yes,14.75,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.35,451.1,0.0,10,103.25,564.35,1,Churned,1,4292,Yes
-Female,51,No,No,Yes,No,0,United States,California,Modesto,95350,"37.671806, -121.007575",37.671806,-121.007575,"52,872",Q3,Yes,4,31,,Yes,3.73,Yes,Yes,Fiber Optic,13,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.2,3243.45,17.01,0,115.63,3342.07,1,Churned,1,5000,Yes
-Female,62,No,No,No,No,0,United States,California,Modesto,95350,"37.671806, -121.007575",37.671806,-121.007575,"52,872",Q3,No,0,28,,Yes,33.84,No,Yes,Fiber Optic,5,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.6,2244.95,0.0,0,947.52,3192.47,5,Stayed,0,2951,No
-Female,62,No,No,Yes,No,0,United States,California,Modesto,95351,"37.621458, -121.012295",37.621458,-121.012295,"47,536",Q3,Yes,1,11,Offer D,Yes,15.69,Yes,Yes,DSL,12,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,66.35,740.8,0.0,0,172.59,913.39,1,Churned,1,2860,Yes
-Male,45,No,No,No,No,0,United States,California,Modesto,95351,"37.621458, -121.012295",37.621458,-121.012295,"47,536",Q3,No,0,1,,Yes,45.28,No,Yes,DSL,2,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,44.6,44.6,0.0,0,45.28,89.88,4,Joined,0,4864,No
-Female,60,No,No,No,No,0,United States,California,Modesto,95351,"37.621458, -121.012295",37.621458,-121.012295,"47,536",Q3,No,0,15,,Yes,10.43,No,Yes,Fiber Optic,29,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.2,1130.0,0.0,0,156.45,1286.45,3,Stayed,0,4096,No
-Male,57,No,No,Yes,Yes,1,United States,California,Modesto,95351,"37.621458, -121.012295",37.621458,-121.012295,"47,536",Q3,Yes,3,47,,Yes,38.25,No,Yes,Fiber Optic,20,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,90.05,4137.2,0.0,0,1797.75,5934.95,4,Stayed,0,3291,Yes
-Male,40,No,No,No,No,0,United States,California,Oakdale,95361,"37.785033, -120.776141",37.785033,-120.776141,"25,384",Q3,No,0,24,,Yes,35.93,Yes,Yes,Fiber Optic,5,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,90.55,2282.55,0.0,0,862.32,3144.87,2,Churned,1,5927,No
-Male,27,Yes,No,No,No,0,United States,California,Oakdale,95361,"37.785033, -120.776141",37.785033,-120.776141,"25,384",Q3,No,0,4,Offer E,No,0.0,No,Yes,DSL,48,No,No,Yes,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,29.65,118.5,0.0,0,0.0,118.5,3,Churned,1,4207,No
-Male,31,No,No,Yes,No,0,United States,California,Oakdale,95361,"37.785033, -120.776141",37.785033,-120.776141,"25,384",Q3,Yes,2,57,,Yes,16.78,Yes,Yes,Fiber Optic,29,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,107.95,5969.85,0.0,0,956.46,6926.31,3,Stayed,0,4687,Yes
-Male,45,No,No,Yes,No,0,United States,California,Oakdale,95361,"37.785033, -120.776141",37.785033,-120.776141,"25,384",Q3,Yes,2,30,,Yes,22.89,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.7,587.1,0.0,0,686.7,1273.8,5,Stayed,0,2492,Yes
-Female,47,No,No,No,No,0,United States,California,Santa Rosa,95409,"38.468893, -122.580539",38.468893,-122.580539,"25,718",Q3,No,0,15,Offer D,Yes,33.14,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.4,289.3,0.0,0,497.1,786.4,1,Churned,1,5379,No
-Female,25,Yes,No,No,No,0,United States,California,Santa Rosa,95409,"38.468893, -122.580539",38.468893,-122.580539,"25,718",Q3,No,0,22,,Yes,29.07,No,Yes,Fiber Optic,52,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,84.3,1855.65,0.0,0,639.54,2495.19,1,Churned,1,5313,No
-Male,34,No,No,No,No,0,United States,California,Santa Rosa,95409,"38.468893, -122.580539",38.468893,-122.580539,"25,718",Q3,No,0,13,Offer D,Yes,7.33,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.95,253.8,0.0,0,95.29,349.09,3,Stayed,0,2252,No
-Female,19,Yes,No,Yes,Yes,2,United States,California,Santa Rosa,95409,"38.468893, -122.580539",38.468893,-122.580539,"25,718",Q3,Yes,1,59,,Yes,9.51,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.5,1222.65,0.0,0,561.09,1783.74,4,Stayed,0,4579,Yes
-Male,23,Yes,No,No,No,0,United States,California,Caspar,95420,"39.361283, -123.784599",39.361283,-123.784599,333,Q3,No,0,1,,Yes,48.03,No,Yes,Cable,73,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,45.05,45.05,0.0,0,48.03,93.08,1,Churned,1,4094,No
-Male,37,No,No,Yes,No,0,United States,California,Caspar,95420,"39.361283, -123.784599",39.361283,-123.784599,333,Q3,Yes,1,42,Offer B,Yes,18.26,Yes,Yes,Fiber Optic,29,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.25,3959.35,27.3,0,766.92,4698.97,1,Churned,1,2075,Yes
-Female,39,No,No,Yes,Yes,2,United States,California,Caspar,95420,"39.361283, -123.784599",39.361283,-123.784599,333,Q3,Yes,8,72,,Yes,18.74,Yes,Yes,Fiber Optic,19,Yes,Yes,No,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,95.1,6843.15,0.0,0,1349.28,8192.43,3,Stayed,0,5584,Yes
-Male,58,No,No,Yes,No,0,United States,California,Caspar,95420,"39.361283, -123.784599",39.361283,-123.784599,333,Q3,No,0,72,,Yes,43.12,Yes,Yes,Fiber Optic,6,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,115.8,8424.9,0.0,0,3104.64,11529.54,3,Stayed,0,6479,Yes
-Female,54,No,No,No,No,0,United States,California,Cloverdale,95425,"38.801936, -122.938935",38.801936,-122.938935,"9,210",Q3,No,0,7,,Yes,19.21,No,Yes,Fiber Optic,16,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,79.3,523.15,0.0,10,134.47,667.62,1,Churned,1,3830,No
-Female,49,No,No,Yes,No,0,United States,California,Cloverdale,95425,"38.801936, -122.938935",38.801936,-122.938935,"9,210",Q3,Yes,7,21,Offer D,Yes,14.51,No,Yes,Fiber Optic,20,No,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,79.2,1742.45,0.0,0,304.71,2047.16,3,Stayed,0,4900,Yes
-Male,62,No,No,No,No,0,United States,California,Cloverdale,95425,"38.801936, -122.938935",38.801936,-122.938935,"9,210",Q3,No,0,53,Offer B,No,0.0,No,Yes,Cable,17,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,54.9,3045.75,0.0,0,0.0,3045.75,4,Stayed,0,5677,No
-Male,19,Yes,No,No,No,0,United States,California,Cloverdale,95425,"38.801936, -122.938935",38.801936,-122.938935,"9,210",Q3,No,0,29,,No,0.0,No,Yes,DSL,59,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,24.85,788.05,0.0,0,0.0,788.05,5,Stayed,0,4161,No
-Female,53,No,No,No,No,0,United States,California,Comptche,95427,"39.239818, -123.565432",39.239818,-123.565432,371,Q3,No,0,2,,No,0.0,No,Yes,DSL,18,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.9,59.05,0.0,0,0.0,59.05,2,Churned,1,2860,No
-Male,35,No,No,Yes,No,0,United States,California,Comptche,95427,"39.239818, -123.565432",39.239818,-123.565432,371,Q3,Yes,1,20,Offer D,Yes,18.05,No,Yes,Fiber Optic,5,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,89.0,1820.45,0.0,0,361.0,2181.45,2,Churned,1,4594,Yes
-Female,38,No,No,Yes,No,0,United States,California,Comptche,95427,"39.239818, -123.565432",39.239818,-123.565432,371,Q3,Yes,1,5,Offer E,Yes,1.12,No,Yes,Fiber Optic,22,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.75,470.95,44.16,0,5.6,432.39,1,Churned,1,3608,Yes
-Male,56,No,No,No,No,0,United States,California,Comptche,95427,"39.239818, -123.565432",39.239818,-123.565432,371,Q3,No,0,6,,Yes,6.93,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.15,130.5,0.0,0,41.58,172.08,5,Stayed,0,5761,No
-Male,43,No,No,Yes,No,0,United States,California,Gualala,95445,"38.848082, -123.50608",38.848082,-123.50608,"1,916",Q3,Yes,1,59,Offer B,Yes,22.71,Yes,Yes,Fiber Optic,26,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,110.15,6448.05,0.0,0,1339.89,7787.94,1,Churned,1,4601,Yes
-Female,24,Yes,No,Yes,No,0,United States,California,Gualala,95445,"38.848082, -123.50608",38.848082,-123.50608,"1,916",Q3,Yes,7,72,Offer A,Yes,20.54,No,Yes,Cable,41,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,85.1,6155.4,0.0,0,1478.88,7634.28,4,Stayed,0,4147,Yes
-Female,48,No,No,Yes,No,0,United States,California,Gualala,95445,"38.848082, -123.50608",38.848082,-123.50608,"1,916",Q3,Yes,5,60,Offer B,Yes,9.98,Yes,Yes,Fiber Optic,22,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.15,6411.25,0.0,0,598.8,7010.05,3,Stayed,0,4115,Yes
-Male,36,No,No,Yes,Yes,3,United States,California,Gualala,95445,"38.848082, -123.50608",38.848082,-123.50608,"1,916",Q3,Yes,6,51,,Yes,9.5,Yes,Yes,Fiber Optic,51,No,Yes,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,84.2,4299.75,39.68,0,484.5,4744.57,5,Stayed,0,4952,Yes
-Male,20,Yes,No,Yes,No,0,United States,California,Rio Nido,95471,"38.522328, -122.97932",38.522328,-122.97932,298,Q3,Yes,1,8,,Yes,5.34,No,Yes,Fiber Optic,42,Yes,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,75.0,632.95,0.0,0,42.72,675.67,1,Churned,1,2587,Yes
-Male,27,Yes,No,No,No,0,United States,California,Rio Nido,95471,"38.522328, -122.97932",38.522328,-122.97932,298,Q3,No,0,40,,Yes,27.47,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.6,973.95,0.0,0,1098.8,2072.75,5,Stayed,0,2601,No
-Female,36,No,No,Yes,Yes,2,United States,California,Rio Nido,95471,"38.522328, -122.97932",38.522328,-122.97932,298,Q3,Yes,1,68,,Yes,25.16,Yes,Yes,Cable,26,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,85.3,5560.0,0.0,0,1710.88,7270.88,4,Stayed,0,4732,Yes
-Male,34,No,No,No,No,0,United States,California,Rio Nido,95471,"38.522328, -122.97932",38.522328,-122.97932,298,Q3,No,0,60,,Yes,7.1,Yes,Yes,Fiber Optic,10,No,No,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,89.55,5231.2,0.0,0,426.0,5657.2,5,Stayed,0,5874,No
-Male,35,No,No,No,No,0,United States,California,Ukiah,95482,"39.134075, -123.23422",39.134075,-123.23422,"30,988",Q3,No,0,6,,Yes,41.16,No,Yes,Cable,10,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,44.75,270.95,0.0,10,246.96,527.91,2,Churned,1,2087,No
-Female,40,No,No,Yes,Yes,2,United States,California,Ukiah,95482,"39.134075, -123.23422",39.134075,-123.23422,"30,988",Q3,Yes,9,51,Offer B,Yes,29.56,Yes,Yes,Fiber Optic,27,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.75,4116.9,0.0,0,1507.56,5624.46,4,Stayed,0,6032,Yes
-Male,47,No,No,No,No,0,United States,California,Ukiah,95482,"39.134075, -123.23422",39.134075,-123.23422,"30,988",Q3,No,0,18,,Yes,33.8,Yes,Yes,Cable,17,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,56.25,969.85,0.0,30,608.4,1608.25,4,Stayed,0,2277,No
-Female,52,No,No,Yes,No,0,United States,California,Ukiah,95482,"39.134075, -123.23422",39.134075,-123.23422,"30,988",Q3,Yes,6,69,,Yes,45.35,Yes,Yes,Fiber Optic,19,Yes,No,No,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,99.15,6875.35,0.0,0,3129.15,10004.5,3,Stayed,0,5031,Yes
-Female,30,No,No,No,No,0,United States,California,Mckinleyville,95519,"40.965011, -124.015255",40.965011,-124.015255,"15,921",Q3,No,0,70,Offer A,Yes,10.21,Yes,Yes,Fiber Optic,52,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,115.55,8127.6,0.0,0,714.7,8842.3,1,Churned,1,4838,No
-Male,31,No,No,Yes,No,0,United States,California,Mckinleyville,95519,"40.965011, -124.015255",40.965011,-124.015255,"15,921",Q3,Yes,1,72,,Yes,34.87,Yes,Yes,Fiber Optic,8,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,117.8,8684.8,0.0,0,2510.64,11195.44,2,Churned,1,4432,Yes
-Female,30,No,No,No,No,0,United States,California,Mckinleyville,95519,"40.965011, -124.015255",40.965011,-124.015255,"15,921",Q3,No,0,1,,Yes,8.23,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.55,19.55,0.0,0,8.23,27.78,4,Joined,0,5537,No
-Female,58,No,No,No,No,0,United States,California,Mckinleyville,95519,"40.965011, -124.015255",40.965011,-124.015255,"15,921",Q3,No,0,45,,Yes,1.57,Yes,Yes,Fiber Optic,30,Yes,Yes,No,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,96.75,4442.75,0.0,0,70.65,4513.4,4,Stayed,0,3682,No
-Female,34,No,No,Yes,No,0,United States,California,Korbel,95550,"40.7666, -123.80458",40.7666,-123.80458,155,Q3,No,0,4,Offer E,Yes,12.43,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.35,76.35,0.0,0,49.72,126.07,1,Churned,1,4133,Yes
-Male,62,No,No,No,Yes,2,United States,California,Korbel,95550,"40.7666, -123.80458",40.7666,-123.80458,155,Q3,No,0,19,Offer D,Yes,14.48,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,24.1,439.2,0.0,0,275.12,714.32,4,Stayed,0,2378,No
-Female,24,Yes,No,Yes,No,0,United States,California,Korbel,95550,"40.7666, -123.80458",40.7666,-123.80458,155,Q3,Yes,4,12,Offer D,Yes,23.99,No,Yes,DSL,51,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.2,690.5,0.0,0,287.88,978.38,4,Stayed,0,4474,Yes
-Female,61,No,No,No,Yes,3,United States,California,Korbel,95550,"40.7666, -123.80458",40.7666,-123.80458,155,Q3,No,0,23,Offer D,Yes,25.85,No,Yes,Cable,53,No,No,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,49.45,1119.35,0.0,0,594.55,1713.9,3,Stayed,0,5237,No
-Male,35,No,No,No,No,0,United States,California,Smith River,95567,"41.950683, -124.097094",41.950683,-124.097094,"2,020",Q3,No,0,1,Offer E,Yes,40.51,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.15,20.15,0.0,0,40.51,60.66,2,Churned,1,4103,No
-Male,42,No,No,No,No,0,United States,California,Smith River,95567,"41.950683, -124.097094",41.950683,-124.097094,"2,020",Q3,No,0,10,,No,0.0,No,Yes,DSL,30,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,33.9,298.45,0.0,0,0.0,298.45,1,Churned,1,2529,No
-Male,56,No,No,Yes,No,0,United States,California,Smith River,95567,"41.950683, -124.097094",41.950683,-124.097094,"2,020",Q3,Yes,1,65,Offer B,Yes,40.47,No,Yes,DSL,30,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,74.8,4820.15,0.0,0,2630.55,7450.7,1,Churned,1,5207,Yes
-Male,42,No,No,No,No,0,United States,California,Smith River,95567,"41.950683, -124.097094",41.950683,-124.097094,"2,020",Q3,No,0,1,,Yes,1.91,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.7,19.7,0.0,0,1.91,21.61,2,Churned,1,5707,No
-Male,58,No,No,No,No,0,United States,California,Trinidad,95570,"41.162295, -124.027381",41.162295,-124.027381,"2,369",Q3,No,0,3,Offer E,Yes,2.88,No,Yes,DSL,17,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,54.7,169.45,0.0,0,8.64,178.09,1,Churned,1,3335,No
-Female,46,No,No,Yes,No,0,United States,California,Trinidad,95570,"41.162295, -124.027381",41.162295,-124.027381,"2,369",Q3,Yes,1,33,,Yes,11.32,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.4,3409.6,0.0,0,373.56,3783.16,1,Churned,1,3185,Yes
-Male,27,Yes,No,Yes,Yes,2,United States,California,Trinidad,95570,"41.162295, -124.027381",41.162295,-124.027381,"2,369",Q3,Yes,3,1,,Yes,27.5,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.4,20.4,0.0,0,27.5,47.9,4,Joined,0,4540,Yes
-Female,63,No,No,Yes,Yes,1,United States,California,Trinidad,95570,"41.162295, -124.027381",41.162295,-124.027381,"2,369",Q3,Yes,1,64,Offer B,Yes,6.83,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,113.35,7222.75,0.0,20,437.12,7679.87,3,Stayed,0,4952,Yes
-Male,38,No,No,Yes,No,0,United States,California,Amador City,95601,"38.431407, -120.8421",38.431407,-120.8421,222,Q3,Yes,1,10,,Yes,11.3,No,Yes,Fiber Optic,4,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.95,857.2,0.0,0,113.0,970.2,1,Churned,1,5640,Yes
-Male,41,No,No,No,No,0,United States,California,Amador City,95601,"38.431407, -120.8421",38.431407,-120.8421,222,Q3,No,0,12,,Yes,12.36,Yes,Yes,Fiber Optic,23,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.45,1059.55,0.0,0,148.32,1207.87,2,Churned,1,3330,No
-Female,40,No,No,No,No,0,United States,California,Amador City,95601,"38.431407, -120.8421",38.431407,-120.8421,222,Q3,No,0,9,,Yes,22.88,No,Yes,Fiber Optic,23,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,77.65,714.15,0.0,0,205.92,920.07,2,Churned,1,3847,No
-Female,34,No,No,No,No,0,United States,California,Amador City,95601,"38.431407, -120.8421",38.431407,-120.8421,222,Q3,No,0,23,Offer D,Yes,10.41,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.65,478.1,0.0,0,239.43,717.53,3,Stayed,0,5916,No
-Male,28,Yes,No,No,No,0,United States,California,Diamond Springs,95619,"38.683605, -120.811852",38.683605,-120.811852,"4,426",Q3,No,0,4,Offer E,Yes,42.06,Yes,Yes,Fiber Optic,58,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,78.45,330.05,0.0,0,168.24,498.29,1,Churned,1,5048,No
-Male,64,No,No,No,No,0,United States,California,Diamond Springs,95619,"38.683605, -120.811852",38.683605,-120.811852,"4,426",Q3,No,0,1,,Yes,24.48,Yes,Yes,Fiber Optic,24,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.15,79.15,0.0,0,24.48,103.63,1,Churned,1,4243,No
-Female,47,No,No,No,No,0,United States,California,Diamond Springs,95619,"38.683605, -120.811852",38.683605,-120.811852,"4,426",Q3,No,0,29,,Yes,41.38,Yes,Yes,DSL,4,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,71.0,2080.1,0.0,0,1200.02,3280.12,5,Stayed,0,4226,No
-Female,58,No,No,Yes,Yes,1,United States,California,Diamond Springs,95619,"38.683605, -120.811852",38.683605,-120.811852,"4,426",Q3,Yes,5,67,,No,0.0,No,Yes,DSL,15,Yes,Yes,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,36.15,2434.45,0.0,0,0.0,2434.45,3,Stayed,0,6314,Yes
-Male,23,Yes,No,Yes,No,0,United States,California,Elk Grove,95624,"38.434138, -121.30587",38.434138,-121.30587,"38,534",Q3,Yes,1,59,Offer B,No,0.0,No,Yes,DSL,69,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,41.05,2452.7,0.0,0,0.0,2452.7,2,Churned,1,4324,Yes
-Female,42,No,No,Yes,No,0,United States,California,Elk Grove,95624,"38.434138, -121.30587",38.434138,-121.30587,"38,534",Q3,Yes,1,30,,Yes,15.36,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.65,655.85,0.0,0,460.8,1116.65,1,Churned,1,2486,Yes
-Female,22,Yes,No,Yes,Yes,2,United States,California,Elk Grove,95624,"38.434138, -121.30587",38.434138,-121.30587,"38,534",Q3,Yes,7,18,Offer D,Yes,40.36,No,Yes,DSL,51,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,61.5,1087.45,0.0,0,726.48,1813.93,4,Stayed,0,3479,Yes
-Male,36,No,No,No,No,0,United States,California,Elk Grove,95624,"38.434138, -121.30587",38.434138,-121.30587,"38,534",Q3,No,0,51,,Yes,47.43,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.45,1042.65,0.0,0,2418.93,3461.58,4,Stayed,0,6097,No
-Male,34,No,No,Yes,No,0,United States,California,Orangevale,95662,"38.689174, -121.218435",38.689174,-121.218435,"32,040",Q3,Yes,1,41,,Yes,15.91,Yes,Yes,DSL,29,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,73.0,3001.2,0.0,0,652.31,3653.51,2,Churned,1,2041,Yes
-Female,53,No,No,Yes,No,0,United States,California,Orangevale,95662,"38.689174, -121.218435",38.689174,-121.218435,"32,040",Q3,Yes,1,32,,Yes,37.48,No,Yes,Fiber Optic,13,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,84.15,2585.95,0.0,0,1199.36,3785.31,2,Churned,1,4017,Yes
-Male,28,Yes,No,Yes,No,0,United States,California,Orangevale,95662,"38.689174, -121.218435",38.689174,-121.218435,"32,040",Q3,Yes,1,50,Offer B,Yes,34.14,Yes,Yes,Fiber Optic,69,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,103.7,5071.05,36.61,0,1707.0,6741.44,1,Churned,1,5897,Yes
-Female,35,No,No,Yes,No,0,United States,California,Orangevale,95662,"38.689174, -121.218435",38.689174,-121.218435,"32,040",Q3,Yes,10,49,,Yes,40.67,Yes,Yes,Fiber Optic,12,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,106.65,5174.35,0.0,0,1992.83,7167.18,4,Stayed,0,5948,Yes
-Female,39,No,No,No,No,0,United States,California,Penryn,95663,"38.859093, -121.182872",38.859093,-121.182872,"2,048",Q3,No,0,64,,Yes,28.13,Yes,Yes,Fiber Optic,18,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,100.05,6254.2,0.0,0,1800.32,8054.52,1,Churned,1,5452,No
-Female,22,Yes,No,No,No,0,United States,California,Penryn,95663,"38.859093, -121.182872",38.859093,-121.182872,"2,048",Q3,No,0,2,Offer E,Yes,18.7,No,Yes,DSL,59,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.45,82.7,0.0,0,37.4,120.1,3,Joined,0,5694,No
-Female,43,No,No,No,No,0,United States,California,Penryn,95663,"38.859093, -121.182872",38.859093,-121.182872,"2,048",Q3,No,0,2,Offer E,Yes,5.47,No,Yes,DSL,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.85,105.6,0.0,0,10.94,116.54,3,Joined,0,2245,No
-Male,52,No,No,Yes,No,0,United States,California,Penryn,95663,"38.859093, -121.182872",38.859093,-121.182872,"2,048",Q3,Yes,9,42,,Yes,41.16,Yes,Yes,Fiber Optic,11,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.4,4014.6,0.0,0,1728.72,5743.32,3,Stayed,0,2662,Yes
-Female,27,Yes,No,No,No,0,United States,California,Plymouth,95669,"38.489273, -120.891614",38.489273,-120.891614,"2,220",Q3,No,0,18,,No,0.0,No,Yes,DSL,85,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,35.0,553.0,0.0,70,0.0,623.0,2,Churned,1,2649,No
-Female,63,No,No,No,No,0,United States,California,Plymouth,95669,"38.489273, -120.891614",38.489273,-120.891614,"2,220",Q3,No,0,1,Offer E,Yes,48.31,No,Yes,Cable,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,44.45,44.45,0.0,0,48.31,92.76,3,Churned,1,4879,No
-Female,19,Yes,No,No,Yes,2,United States,California,Plymouth,95669,"38.489273, -120.891614",38.489273,-120.891614,"2,220",Q3,No,0,67,Offer A,Yes,18.74,Yes,Yes,Fiber Optic,59,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.6,7244.7,0.0,0,1255.58,8500.28,4,Stayed,0,5895,No
-Female,35,No,No,Yes,Yes,3,United States,California,Plymouth,95669,"38.489273, -120.891614",38.489273,-120.891614,"2,220",Q3,Yes,3,72,,Yes,12.96,No,Yes,DSL,56,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,80.45,5886.85,0.0,0,933.12,6819.97,3,Stayed,0,4480,Yes
-Male,62,No,No,Yes,No,0,United States,California,Winters,95694,"38.578604, -122.024579",38.578604,-122.024579,"8,406",Q3,Yes,1,15,,Yes,40.7,Yes,Yes,Fiber Optic,29,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.1,1504.05,0.0,0,610.5,2114.55,2,Churned,1,2055,Yes
-Male,54,No,No,No,No,0,United States,California,Winters,95694,"38.578604, -122.024579",38.578604,-122.024579,"8,406",Q3,No,0,10,Offer D,Yes,17.07,Yes,Yes,Fiber Optic,3,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,80.7,788.8,38.42,50,170.7,971.08,1,Churned,1,3492,No
-Male,52,No,No,Yes,No,0,United States,California,Winters,95694,"38.578604, -122.024579",38.578604,-122.024579,"8,406",Q3,Yes,8,71,Offer A,Yes,29.11,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.7,7472.15,0.0,0,2066.81,9538.96,4,Stayed,0,4420,Yes
-Male,28,Yes,No,Yes,No,0,United States,California,Winters,95694,"38.578604, -122.024579",38.578604,-122.024579,"8,406",Q3,Yes,9,60,Offer B,Yes,31.29,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.5,1198.8,0.0,0,1877.4,3076.2,5,Stayed,0,5848,Yes
-Male,37,No,No,No,No,0,United States,California,Colfax,95713,"39.084645, -120.894014",39.084645,-120.894014,"8,525",Q3,No,0,1,,Yes,28.25,Yes,Yes,Cable,9,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.45,50.45,0.0,0,28.25,78.7,3,Churned,1,2928,No
-Male,19,Yes,No,No,No,0,United States,California,Colfax,95713,"39.084645, -120.894014",39.084645,-120.894014,"8,525",Q3,No,0,2,Offer E,No,0.0,No,Yes,DSL,59,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,24.3,38.45,0.0,0,0.0,38.45,4,Joined,0,2515,No
-Female,28,Yes,No,Yes,Yes,2,United States,California,Colfax,95713,"39.084645, -120.894014",39.084645,-120.894014,"8,525",Q3,Yes,1,71,Offer A,Yes,20.49,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.9,1397.3,0.0,0,1454.79,2852.09,3,Stayed,0,6015,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,Colfax,95713,"39.084645, -120.894014",39.084645,-120.894014,"8,525",Q3,Yes,4,10,,Yes,14.04,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.1,184.4,0.0,0,140.4,324.8,5,Stayed,0,3509,Yes
-Male,20,Yes,No,No,No,0,United States,California,Meadow Vista,95722,"39.003358, -121.022539",39.003358,-121.022539,"3,747",Q3,No,0,12,,Yes,28.16,Yes,Yes,Fiber Optic,42,No,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,99.95,1132.75,0.0,120,337.92,1590.67,1,Churned,1,5598,No
-Male,43,No,No,No,No,0,United States,California,Meadow Vista,95722,"39.003358, -121.022539",39.003358,-121.022539,"3,747",Q3,No,0,5,Offer E,Yes,38.89,Yes,Yes,Fiber Optic,8,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,104.1,541.9,0.0,0,194.45,736.35,3,Churned,1,3131,No
-Male,58,No,No,No,No,0,United States,California,Meadow Vista,95722,"39.003358, -121.022539",39.003358,-121.022539,"3,747",Q3,No,0,17,,Yes,21.14,Yes,Yes,Fiber Optic,5,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.65,1640.0,0.0,0,359.38,1999.38,4,Stayed,0,3139,No
-Male,37,No,No,Yes,Yes,3,United States,California,Meadow Vista,95722,"39.003358, -121.022539",39.003358,-121.022539,"3,747",Q3,Yes,7,70,,Yes,3.67,No,Yes,Fiber Optic,28,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.15,7475.1,0.0,0,256.9,7732.0,4,Stayed,0,4649,Yes
-Male,28,Yes,No,No,No,0,United States,California,Sacramento,95815,"38.608405, -121.449942",38.608405,-121.449942,"25,355",Q3,No,0,4,,Yes,42.33,Yes,Yes,Fiber Optic,76,No,No,No,Yes,No,No,Yes,Yes,Month-to-Month,No,Credit Card,80.8,332.45,0.0,0,169.32,501.77,2,Churned,1,5436,No
-Male,42,No,No,No,No,0,United States,California,Sacramento,95815,"38.608405, -121.449942",38.608405,-121.449942,"25,355",Q3,No,0,11,,Yes,30.91,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,23.15,245.2,0.0,0,340.01,585.21,1,Churned,1,5671,No
-Female,35,No,No,No,No,0,United States,California,Sacramento,95815,"38.608405, -121.449942",38.608405,-121.449942,"25,355",Q3,No,0,17,,Yes,4.38,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,20.15,353.65,0.0,0,74.46,428.11,5,Stayed,0,4650,No
-Male,26,Yes,No,Yes,Yes,1,United States,California,Sacramento,95815,"38.608405, -121.449942",38.608405,-121.449942,"25,355",Q3,Yes,7,72,,Yes,21.29,Yes,Yes,Fiber Optic,52,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,116.6,8337.45,26.7,0,1532.88,9843.63,3,Stayed,0,5227,Yes
-Female,61,No,No,Yes,No,0,United States,California,Sacramento,95824,"38.517295, -121.439819",38.517295,-121.439819,"30,580",Q3,Yes,1,16,,Yes,37.83,Yes,Yes,Cable,26,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.0,1534.75,0.0,0,605.28,2140.03,1,Churned,1,3794,Yes
-Female,47,No,No,No,Yes,2,United States,California,Sacramento,95824,"38.517295, -121.439819",38.517295,-121.439819,"30,580",Q3,No,0,43,,Yes,10.19,No,Yes,Fiber Optic,10,Yes,Yes,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Credit Card,106.0,4532.3,0.0,130,438.17,5100.47,4,Stayed,0,3528,No
-Male,59,No,No,Yes,Yes,3,United States,California,Sacramento,95824,"38.517295, -121.439819",38.517295,-121.439819,"30,580",Q3,No,0,66,Offer A,Yes,29.5,No,Yes,DSL,76,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,75.1,5013.0,0.0,0,1947.0,6960.0,4,Stayed,0,6123,Yes
-Female,51,No,No,Yes,Yes,2,United States,California,Sacramento,95824,"38.517295, -121.439819",38.517295,-121.439819,"30,580",Q3,Yes,1,72,,Yes,41.55,No,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,108.3,7679.65,36.13,50,2991.6,10685.12,4,Stayed,0,4183,Yes
-Male,30,No,No,No,No,0,United States,California,Sacramento,95828,"38.486938, -121.395805",38.486938,-121.395805,"54,880",Q3,No,0,5,,Yes,36.52,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.3,424.15,0.0,0,182.6,606.75,1,Churned,1,2264,No
-Male,56,No,No,No,No,0,United States,California,Sacramento,95828,"38.486938, -121.395805",38.486938,-121.395805,"54,880",Q3,No,0,2,Offer E,Yes,6.47,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.15,98.5,0.0,0,12.94,111.44,2,Churned,1,2699,No
-Male,62,No,No,Yes,No,0,United States,California,Sacramento,95828,"38.486938, -121.395805",38.486938,-121.395805,"54,880",Q3,Yes,5,72,Offer A,Yes,43.84,Yes,Yes,Fiber Optic,15,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,100.55,7325.1,0.0,0,3156.48,10481.58,5,Stayed,0,6082,Yes
-Male,44,No,No,No,No,0,United States,California,Sacramento,95828,"38.486938, -121.395805",38.486938,-121.395805,"54,880",Q3,No,0,67,,No,0.0,No,Yes,Cable,17,Yes,No,No,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,43.9,3097.2,34.45,0,0.0,3062.75,4,Stayed,0,6344,No
-Male,36,No,No,Yes,No,0,United States,California,Antelope,95843,"38.715498, -121.363411",38.715498,-121.363411,"36,432",Q3,Yes,1,13,,Yes,2.92,Yes,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.4,896.75,0.0,0,37.96,934.71,1,Churned,1,3687,Yes
-Female,50,No,No,No,No,0,United States,California,Antelope,95843,"38.715498, -121.363411",38.715498,-121.363411,"36,432",Q3,No,0,6,,Yes,39.36,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,69.25,418.4,0.0,0,236.16,654.56,1,Churned,1,5816,No
-Male,52,No,No,Yes,Yes,1,United States,California,Antelope,95843,"38.715498, -121.363411",38.715498,-121.363411,"36,432",Q3,Yes,1,68,,Yes,27.59,No,Yes,DSL,27,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,82.85,5776.45,0.0,0,1876.12,7652.57,4,Stayed,0,5184,Yes
-Female,58,No,No,Yes,No,0,United States,California,Antelope,95843,"38.715498, -121.363411",38.715498,-121.363411,"36,432",Q3,No,0,5,,Yes,18.65,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,68.95,351.5,0.0,0,93.25,444.75,3,Stayed,0,5536,Yes
-Female,35,No,No,No,No,0,United States,California,Sacramento,95864,"38.585826, -121.376263",38.585826,-121.376263,"23,362",Q3,No,0,24,,Yes,37.69,Yes,Yes,Fiber Optic,18,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.75,2407.3,0.0,0,904.56,3311.86,1,Churned,1,4016,No
-Male,31,No,No,No,No,0,United States,California,Sacramento,95864,"38.585826, -121.376263",38.585826,-121.376263,"23,362",Q3,No,0,4,,Yes,20.16,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.0,78.9,0.0,0,80.64,159.54,4,Stayed,0,3022,No
-Female,21,Yes,No,No,Yes,1,United States,California,Sacramento,95864,"38.585826, -121.376263",38.585826,-121.376263,"23,362",Q3,No,0,2,,Yes,18.61,No,Yes,DSL,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,51.55,106.2,0.0,0,37.22,143.42,3,Joined,0,4057,No
-Male,39,No,No,Yes,Yes,1,United States,California,Sacramento,95864,"38.585826, -121.376263",38.585826,-121.376263,"23,362",Q3,Yes,6,67,,Yes,36.21,Yes,Yes,DSL,24,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,69.35,4653.25,9.99,0,2426.07,7069.33,3,Stayed,0,5589,Yes
-Male,52,No,No,Yes,No,0,United States,California,Arbuckle,95912,"38.982373, -122.047751",38.982373,-122.047751,"4,796",Q3,Yes,1,61,,Yes,46.95,Yes,Yes,Cable,21,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.0,6547.7,0.0,0,2863.95,9411.65,1,Churned,1,4334,Yes
-Male,48,No,No,Yes,No,0,United States,California,Arbuckle,95912,"38.982373, -122.047751",38.982373,-122.047751,"4,796",Q3,Yes,5,70,,Yes,31.13,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,95.0,6602.9,0.0,0,2179.1,8782.0,4,Stayed,0,6259,Yes
-Male,29,Yes,No,No,No,0,United States,California,Arbuckle,95912,"38.982373, -122.047751",38.982373,-122.047751,"4,796",Q3,No,0,53,Offer B,Yes,24.17,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.5,1050.5,0.0,0,1281.01,2331.51,5,Stayed,0,5625,No
-Female,52,No,No,Yes,Yes,2,United States,California,Arbuckle,95912,"38.982373, -122.047751",38.982373,-122.047751,"4,796",Q3,Yes,10,58,,Yes,25.86,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.5,1191.4,36.92,0,1499.88,2654.36,4,Stayed,0,6186,Yes
-Male,21,Yes,No,No,No,0,United States,California,Bangor,95914,"39.396585, -121.38029",39.396585,-121.38029,626,Q3,No,0,41,,Yes,47.74,Yes,Yes,Fiber Optic,48,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.7,4346.4,0.0,0,1957.34,6303.74,1,Churned,1,3316,No
-Male,35,No,No,No,No,0,United States,California,Bangor,95914,"39.396585, -121.38029",39.396585,-121.38029,626,Q3,No,0,1,,Yes,39.58,No,Yes,DSL,28,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.5,50.5,0.0,0,39.58,90.08,3,Churned,1,2077,No
-Male,61,No,No,Yes,No,0,United States,California,Bangor,95914,"39.396585, -121.38029",39.396585,-121.38029,626,Q3,Yes,10,24,Offer C,Yes,32.86,No,Yes,Cable,30,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,74.4,1712.9,0.0,0,788.64,2501.54,3,Stayed,0,4310,Yes
-Male,32,No,No,No,No,0,United States,California,Bangor,95914,"39.396585, -121.38029",39.396585,-121.38029,626,Q3,No,0,5,,Yes,32.91,No,Yes,Fiber Optic,24,No,No,No,No,No,Yes,Yes,No,Month-to-Month,No,Credit Card,78.75,426.35,0.0,10,164.55,600.9,5,Stayed,0,2610,No
-Male,62,No,No,No,No,0,United States,California,Magalia,95954,"39.933852, -121.584371",39.933852,-121.584371,"11,168",Q3,No,0,17,,Yes,30.61,No,Yes,Fiber Optic,7,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.65,1313.55,0.0,0,520.37,1833.92,2,Churned,1,3182,No
-Male,24,Yes,No,No,No,0,United States,California,Magalia,95954,"39.933852, -121.584371",39.933852,-121.584371,"11,168",Q3,No,0,14,Offer D,Yes,26.02,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,19.35,324.8,0.0,0,364.28,689.08,3,Stayed,0,2400,No
-Female,26,Yes,No,No,Yes,2,United States,California,Magalia,95954,"39.933852, -121.584371",39.933852,-121.584371,"11,168",Q3,No,0,46,,Yes,17.51,No,Yes,Fiber Optic,85,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.8,4391.25,0.0,0,805.46,5196.71,5,Stayed,0,2405,No
-Female,45,No,No,Yes,Yes,2,United States,California,Magalia,95954,"39.933852, -121.584371",39.933852,-121.584371,"11,168",Q3,Yes,1,59,Offer B,Yes,2.47,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.6,1286.0,0.0,0,145.73,1431.73,5,Stayed,0,6325,Yes
-Female,49,No,No,No,No,0,United States,California,Oroville,95966,"39.473896, -121.415927",39.473896,-121.415927,"28,382",Q3,No,0,2,Offer E,No,0.0,No,Yes,DSL,21,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,42.6,72.4,0.0,0,0.0,72.4,2,Churned,1,4648,No
-Male,49,No,No,No,No,0,United States,California,Oroville,95966,"39.473896, -121.415927",39.473896,-121.415927,"28,382",Q3,No,0,1,,Yes,31.16,No,Yes,DSL,11,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,53.95,53.95,0.0,0,31.16,85.11,1,Churned,1,2771,No
-Female,40,No,No,No,No,0,United States,California,Oroville,95966,"39.473896, -121.415927",39.473896,-121.415927,"28,382",Q3,No,0,21,Offer D,Yes,22.29,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.85,435.25,1.31,0,468.09,902.03,3,Stayed,0,5422,No
-Female,49,No,No,No,Yes,3,United States,California,Oroville,95966,"39.473896, -121.415927",39.473896,-121.415927,"28,382",Q3,No,0,19,Offer D,Yes,8.02,Yes,Yes,DSL,57,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,75.9,1375.6,0.0,0,152.38,1527.98,4,Stayed,0,4198,No
-Male,51,No,No,Yes,No,0,United States,California,Strawberry Valley,95981,"39.58458, -121.093256",39.58458,-121.093256,101,Q3,Yes,1,2,,Yes,46.92,No,Yes,Fiber Optic,7,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,90.0,190.05,0.0,0,93.84,283.89,2,Churned,1,3902,Yes
-Female,39,No,No,Yes,No,0,United States,California,Strawberry Valley,95981,"39.58458, -121.093256",39.58458,-121.093256,101,Q3,Yes,1,5,,Yes,14.9,Yes,Yes,DSL,4,No,No,Yes,Yes,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,67.95,350.3,0.0,20,74.5,444.8,3,Churned,1,3889,Yes
-Female,51,No,No,Yes,No,0,United States,California,Strawberry Valley,95981,"39.58458, -121.093256",39.58458,-121.093256,101,Q3,Yes,3,45,,Yes,48.02,No,Yes,Fiber Optic,18,No,No,No,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,95.2,4285.8,43.95,50,2160.9,6452.75,5,Stayed,0,3363,Yes
-Male,60,No,No,Yes,Yes,2,United States,California,Strawberry Valley,95981,"39.58458, -121.093256",39.58458,-121.093256,101,Q3,Yes,6,67,,Yes,14.41,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.65,1620.45,0.0,0,965.47,2585.92,5,Stayed,0,4444,Yes
-Male,58,No,No,No,No,0,United States,California,Callahan,96014,"41.388397, -122.794636",41.388397,-122.794636,290,Q3,No,0,1,Offer E,Yes,44.75,No,Yes,Cable,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.85,45.85,0.0,0,44.75,90.6,2,Churned,1,5930,No
-Female,39,No,No,No,No,0,United States,California,Callahan,96014,"41.388397, -122.794636",41.388397,-122.794636,290,Q3,No,0,50,Offer B,Yes,48.45,Yes,Yes,DSL,14,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Mailed Check,79.6,4024.2,0.0,0,2422.5,6446.7,4,Stayed,0,5592,No
-Female,59,No,No,No,No,0,United States,California,Callahan,96014,"41.388397, -122.794636",41.388397,-122.794636,290,Q3,No,0,53,,Yes,33.88,No,Yes,Fiber Optic,6,No,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,94.45,5042.75,0.0,0,1795.64,6838.39,4,Stayed,0,5452,No
-Male,45,No,No,Yes,Yes,2,United States,California,Callahan,96014,"41.388397, -122.794636",41.388397,-122.794636,290,Q3,Yes,1,56,Offer B,Yes,22.74,No,Yes,DSL,13,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,59.8,3457.45,35.01,0,1273.44,4695.88,3,Stayed,0,4964,Yes
-Female,20,Yes,No,No,No,0,United States,California,Cottonwood,96022,"40.336392, -122.448533",40.336392,-122.448533,"12,348",Q3,No,0,1,Offer E,Yes,17.23,No,Yes,Fiber Optic,52,No,Yes,No,Yes,Yes,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,91.7,91.7,0.0,0,17.23,108.93,3,Churned,1,4319,No
-Male,41,No,No,Yes,No,0,United States,California,Cottonwood,96022,"40.336392, -122.448533",40.336392,-122.448533,"12,348",Q3,Yes,7,48,Offer B,Yes,38.82,Yes,Yes,Cable,8,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,70.55,3420.5,0.0,0,1863.36,5283.86,4,Stayed,0,3997,Yes
-Male,58,No,No,Yes,Yes,3,United States,California,Cottonwood,96022,"40.336392, -122.448533",40.336392,-122.448533,"12,348",Q3,No,0,13,,No,0.0,No,Yes,DSL,57,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,40.55,590.35,0.0,0,0.0,590.35,3,Stayed,0,2898,Yes
-Male,23,Yes,No,No,No,0,United States,California,Cottonwood,96022,"40.336392, -122.448533",40.336392,-122.448533,"12,348",Q3,No,0,11,Offer D,Yes,28.76,No,Yes,DSL,27,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,60.9,688.5,49.24,0,316.36,955.62,3,Stayed,0,2726,No
-Female,39,No,No,No,No,0,United States,California,Douglas City,96024,"40.586588, -122.903677",40.586588,-122.903677,960,Q3,No,0,16,Offer D,Yes,18.99,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,95.6,1555.65,0.0,0,303.84,1859.49,1,Churned,1,5915,No
-Female,45,No,No,No,No,0,United States,California,Douglas City,96024,"40.586588, -122.903677",40.586588,-122.903677,960,Q3,No,0,2,,Yes,15.33,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.95,137.95,0.0,0,30.66,168.61,1,Churned,1,5390,No
-Female,39,No,No,Yes,Yes,2,United States,California,Douglas City,96024,"40.586588, -122.903677",40.586588,-122.903677,960,Q3,Yes,5,64,Offer B,Yes,26.7,No,Yes,Cable,17,Yes,No,No,Yes,Yes,No,No,No,One Year,No,Mailed Check,65.8,4068.0,27.79,20,1708.8,5769.01,3,Stayed,0,4754,Yes
-Male,33,No,No,Yes,No,0,United States,California,Douglas City,96024,"40.586588, -122.903677",40.586588,-122.903677,960,Q3,Yes,8,72,Offer A,No,0.0,No,Yes,DSL,12,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,64.7,4746.05,0.0,140,0.0,4886.05,3,Stayed,0,6075,Yes
-Male,59,No,No,No,No,0,United States,California,Fall River Mills,96028,"41.017282, -121.468945",41.017282,-121.468945,"1,902",Q3,No,0,1,Offer E,Yes,30.07,Yes,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.95,74.95,0.0,0,30.07,105.02,1,Churned,1,2591,No
-Female,37,No,No,Yes,Yes,2,United States,California,Fall River Mills,96028,"41.017282, -121.468945",41.017282,-121.468945,"1,902",Q3,Yes,1,41,Offer B,No,0.0,No,Yes,Cable,16,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,35.4,1412.4,0.0,0,0.0,1412.4,4,Stayed,0,4375,Yes
-Female,56,No,No,Yes,Yes,2,United States,California,Fall River Mills,96028,"41.017282, -121.468945",41.017282,-121.468945,"1,902",Q3,Yes,1,7,Offer E,Yes,9.1,Yes,Yes,DSL,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,48.8,349.8,0.0,0,63.7,413.5,4,Stayed,0,4785,Yes
-Female,23,Yes,No,Yes,Yes,2,United States,California,Fall River Mills,96028,"41.017282, -121.468945",41.017282,-121.468945,"1,902",Q3,Yes,3,6,,Yes,30.17,No,Yes,DSL,48,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.85,355.1,39.15,0,181.02,496.97,3,Stayed,0,5729,Yes
-Female,53,No,No,Yes,No,0,United States,California,Nubieber,96068,"41.082472, -121.195215",41.082472,-121.195215,240,Q3,Yes,1,42,,Yes,34.02,No,Yes,Fiber Optic,18,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,77.95,3384.0,0.0,0,1428.84,4812.84,1,Churned,1,5396,Yes
-Male,29,Yes,No,No,No,0,United States,California,Nubieber,96068,"41.082472, -121.195215",41.082472,-121.195215,240,Q3,No,0,10,,Yes,33.98,Yes,Yes,DSL,59,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.5,568.2,0.0,0,339.8,908.0,4,Stayed,0,4163,No
-Male,25,Yes,No,No,No,0,United States,California,Nubieber,96068,"41.082472, -121.195215",41.082472,-121.195215,240,Q3,No,0,24,,Yes,38.68,No,Yes,DSL,73,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.7,1167.8,0.0,0,928.32,2096.12,5,Stayed,0,5832,No
-Male,20,Yes,No,Yes,Yes,1,United States,California,Nubieber,96068,"41.082472, -121.195215",41.082472,-121.195215,240,Q3,Yes,6,31,,Yes,25.04,No,Yes,DSL,71,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,54.35,1647.0,0.0,0,776.24,2423.24,3,Stayed,0,3615,Yes
-Female,19,Yes,No,Yes,No,0,United States,California,Los Angeles,90004,"34.076259, -118.310715",34.076259,-118.310715,"67,852",Q3,Yes,1,3,Offer E,Yes,44.46,No,Yes,DSL,51,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,44.3,134.5,0.0,0,133.38,267.88,2,Churned,1,4903,Yes
-Female,55,No,No,Yes,Yes,1,United States,California,Los Angeles,90004,"34.076259, -118.310715",34.076259,-118.310715,"67,852",Q3,Yes,1,1,Offer E,Yes,3.09,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.15,20.15,0.0,0,3.09,23.24,2,Churned,1,4277,Yes
-Male,53,No,No,No,No,0,United States,California,Los Angeles,90004,"34.076259, -118.310715",34.076259,-118.310715,"67,852",Q3,No,0,45,,No,0.0,No,Yes,DSL,10,Yes,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,42.3,1840.75,0.0,0,0.0,1840.75,3,Stayed,0,4307,No
-Female,44,No,No,Yes,Yes,1,United States,California,Los Angeles,90004,"34.076259, -118.310715",34.076259,-118.310715,"67,852",Q3,Yes,5,48,,Yes,8.94,Yes,Yes,DSL,27,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,79.65,3870.3,0.0,0,429.12,4299.42,4,Stayed,0,3246,Yes
-Male,26,Yes,No,Yes,Yes,2,United States,California,Los Angeles,90004,"34.076259, -118.310715",34.076259,-118.310715,"67,852",Q3,Yes,5,29,Offer C,Yes,36.7,Yes,Yes,DSL,69,Yes,No,No,Yes,Yes,No,No,No,One Year,No,Bank Withdrawal,69.05,1958.45,0.0,40,1064.3,3062.75,4,Stayed,0,4459,Yes
-Male,32,No,No,No,No,0,United States,California,Los Angeles,90012,"34.065875, -118.238728",34.065875,-118.238728,"30,596",Q3,No,0,5,Offer E,Yes,31.14,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.75,324.6,0.0,0,155.7,480.3,1,Churned,1,3965,No
-Male,37,No,No,Yes,Yes,2,United States,California,Los Angeles,90012,"34.065875, -118.238728",34.065875,-118.238728,"30,596",Q3,Yes,1,13,Offer D,Yes,29.68,No,Yes,DSL,22,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,49.95,587.45,0.0,150,385.84,1123.29,3,Stayed,0,5764,Yes
-Female,48,No,No,No,No,0,United States,California,Los Angeles,90012,"34.065875, -118.238728",34.065875,-118.238728,"30,596",Q3,No,0,37,,Yes,9.61,No,Yes,Fiber Optic,11,No,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,80.05,3019.1,0.0,0,355.57,3374.67,5,Stayed,0,3364,No
-Male,51,No,No,Yes,Yes,2,United States,California,Los Angeles,90012,"34.065875, -118.238728",34.065875,-118.238728,"30,596",Q3,Yes,10,19,Offer D,Yes,9.47,Yes,Yes,DSL,13,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,50.1,910.45,0.0,120,179.93,1210.38,5,Stayed,0,5749,Yes
-Male,19,Yes,No,No,No,0,United States,California,Los Angeles,90012,"34.065875, -118.238728",34.065875,-118.238728,"30,596",Q3,No,0,26,Offer C,Yes,49.87,Yes,Yes,Fiber Optic,48,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,86.65,2208.75,0.0,0,1296.62,3505.37,3,Stayed,0,4469,No
-Female,37,No,No,No,No,0,United States,California,Los Angeles,90025,"34.046174, -118.446333",34.046174,-118.446333,"41,175",Q3,No,0,29,,Yes,44.33,No,Yes,Fiber Optic,7,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.9,2384.15,0.0,0,1285.57,3669.72,2,Churned,1,3249,No
-Female,25,Yes,No,Yes,No,0,United States,California,Los Angeles,90025,"34.046174, -118.446333",34.046174,-118.446333,"41,175",Q3,Yes,1,58,Offer B,Yes,48.98,Yes,Yes,Cable,76,No,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,59.9,3505.1,0.0,0,2840.84,6345.94,3,Stayed,0,6407,Yes
-Male,36,No,No,Yes,No,0,United States,California,Los Angeles,90025,"34.046174, -118.446333",34.046174,-118.446333,"41,175",Q3,Yes,1,66,,Yes,25.83,Yes,Yes,Fiber Optic,24,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,95.3,6273.4,0.0,0,1704.78,7978.18,4,Stayed,0,5706,Yes
-Female,20,Yes,No,Yes,Yes,2,United States,California,Los Angeles,90025,"34.046174, -118.446333",34.046174,-118.446333,"41,175",Q3,Yes,2,56,Offer B,Yes,31.53,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.45,1385.85,0.0,0,1765.68,3151.53,3,Stayed,0,5577,Yes
-Male,49,No,No,Yes,No,0,United States,California,Los Angeles,90025,"34.046174, -118.446333",34.046174,-118.446333,"41,175",Q3,Yes,7,25,Offer C,Yes,11.6,Yes,Yes,DSL,10,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,55.55,1405.3,0.0,0,290.0,1695.3,5,Stayed,0,2950,Yes
-Female,41,No,No,Yes,No,0,United States,California,Los Angeles,90058,"34.001617, -118.222274",34.001617,-118.222274,"3,642",Q3,Yes,1,66,Offer A,Yes,48.77,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,102.45,6615.15,0.0,130,3218.82,9963.97,1,Churned,1,4688,Yes
-Female,35,No,No,Yes,No,0,United States,California,Los Angeles,90058,"34.001617, -118.222274",34.001617,-118.222274,"3,642",Q3,Yes,1,39,,Yes,9.51,No,Yes,Fiber Optic,7,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,104.7,4134.85,0.0,0,370.89,4505.74,2,Churned,1,2371,Yes
-Female,64,No,No,Yes,No,0,United States,California,Los Angeles,90058,"34.001617, -118.222274",34.001617,-118.222274,"3,642",Q3,Yes,7,69,,Yes,39.88,Yes,Yes,Cable,17,Yes,No,Yes,Yes,No,No,No,No,Two Year,Yes,Credit Card,64.15,4254.1,0.0,40,2751.72,7045.82,3,Stayed,0,5128,Yes
-Male,44,No,No,Yes,No,0,United States,California,Los Angeles,90058,"34.001617, -118.222274",34.001617,-118.222274,"3,642",Q3,Yes,1,12,Offer D,Yes,44.6,No,Yes,Fiber Optic,20,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.05,999.8,0.0,0,535.2,1535.0,3,Stayed,0,2540,Yes
-Female,48,No,No,Yes,No,0,United States,California,Los Angeles,90058,"34.001617, -118.222274",34.001617,-118.222274,"3,642",Q3,Yes,5,49,Offer B,Yes,49.58,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.45,900.9,0.0,0,2429.42,3330.32,3,Stayed,0,6061,Yes
-Male,39,No,No,No,No,0,United States,California,Los Angeles,90066,"34.002028, -118.430656",34.002028,-118.430656,"55,204",Q3,No,0,4,,Yes,28.89,No,Yes,DSL,3,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,74.4,299.7,0.0,0,115.56,415.26,2,Churned,1,3633,No
-Male,42,No,No,No,No,0,United States,California,Los Angeles,90066,"34.002028, -118.430656",34.002028,-118.430656,"55,204",Q3,No,0,13,Offer D,Yes,35.4,No,Yes,Fiber Optic,18,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.2,1060.6,0.0,0,460.2,1520.8,2,Churned,1,4028,No
-Female,44,No,No,Yes,No,0,United States,California,Los Angeles,90066,"34.002028, -118.430656",34.002028,-118.430656,"55,204",Q3,Yes,2,63,Offer B,Yes,1.43,Yes,Yes,Fiber Optic,16,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,99.65,6311.2,0.0,0,90.09,6401.29,3,Stayed,0,4572,Yes
-Female,25,Yes,No,No,No,0,United States,California,Los Angeles,90066,"34.002028, -118.430656",34.002028,-118.430656,"55,204",Q3,No,0,12,Offer D,Yes,8.82,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.1,223.6,0.0,0,105.84,329.44,4,Stayed,0,5179,No
-Female,52,No,No,No,No,0,United States,California,Los Angeles,90066,"34.002028, -118.430656",34.002028,-118.430656,"55,204",Q3,No,0,36,Offer C,Yes,28.41,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.8,3886.45,0.0,0,1022.76,4909.21,3,Stayed,0,5319,No
-Female,54,No,No,No,No,0,United States,California,Malibu,90265,"34.074572, -118.831181",34.074572,-118.831181,"19,630",Q3,No,0,1,,Yes,32.45,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.5,19.5,0.0,0,32.45,51.95,2,Churned,1,5211,No
-Female,31,No,No,Yes,No,0,United States,California,Malibu,90265,"34.074572, -118.831181",34.074572,-118.831181,"19,630",Q3,Yes,10,49,,Yes,2.82,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.15,973.35,0.0,0,138.18,1111.53,5,Stayed,0,5422,Yes
-Female,63,No,No,Yes,No,0,United States,California,Malibu,90265,"34.074572, -118.831181",34.074572,-118.831181,"19,630",Q3,Yes,7,65,,Yes,19.99,No,Yes,DSL,26,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.15,3673.15,0.0,0,1299.35,4972.5,3,Stayed,0,6205,Yes
-Male,32,No,No,Yes,Yes,3,United States,California,Malibu,90265,"34.074572, -118.831181",34.074572,-118.831181,"19,630",Q3,Yes,7,20,Offer D,Yes,42.06,Yes,Yes,Fiber Optic,23,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Credit Card,96.8,1826.7,0.0,0,841.2,2667.9,4,Stayed,0,3222,Yes
-Female,47,No,No,No,No,0,United States,California,Malibu,90265,"34.074572, -118.831181",34.074572,-118.831181,"19,630",Q3,No,0,41,Offer B,Yes,31.08,Yes,Yes,DSL,12,Yes,No,Yes,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,74.65,3090.65,0.0,100,1274.28,4464.93,4,Stayed,0,3859,No
-Female,50,No,No,No,No,0,United States,California,Redondo Beach,90277,"33.830453, -118.384565",33.830453,-118.384565,"34,191",Q3,No,0,2,,Yes,6.2,No,Yes,Fiber Optic,6,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,87.15,183.75,0.0,0,12.4,196.15,2,Churned,1,4149,No
-Male,32,No,No,Yes,Yes,3,United States,California,Redondo Beach,90277,"33.830453, -118.384565",33.830453,-118.384565,"34,191",Q3,Yes,5,30,Offer C,Yes,6.19,No,Yes,Fiber Optic,21,No,Yes,Yes,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,82.05,2570.2,0.0,120,185.7,2875.9,3,Stayed,0,5036,Yes
-Male,23,Yes,No,No,No,0,United States,California,Redondo Beach,90277,"33.830453, -118.384565",33.830453,-118.384565,"34,191",Q3,No,0,26,,Yes,38.04,Yes,Yes,DSL,73,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,61.55,1581.95,0.0,0,989.04,2570.99,3,Stayed,0,5156,No
-Female,43,No,No,No,No,0,United States,California,Redondo Beach,90277,"33.830453, -118.384565",33.830453,-118.384565,"34,191",Q3,No,0,1,,Yes,42.34,No,Yes,DSL,10,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.15,45.15,0.0,0,42.34,87.49,3,Joined,0,4131,No
-Male,30,No,No,No,No,0,United States,California,Redondo Beach,90277,"33.830453, -118.384565",33.830453,-118.384565,"34,191",Q3,No,0,40,Offer B,Yes,32.27,No,Yes,Fiber Optic,69,No,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,89.6,3488.15,0.0,0,1290.8,4778.95,4,Stayed,0,2524,No
-Male,33,No,No,No,No,0,United States,California,La Palma,90623,"33.850504, -118.039892",33.850504,-118.039892,"15,505",Q3,No,0,2,,Yes,48.66,No,Yes,Fiber Optic,21,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,79.0,143.65,0.0,0,97.32,240.97,3,Churned,1,5239,No
-Male,55,No,No,No,No,0,United States,California,La Palma,90623,"33.850504, -118.039892",33.850504,-118.039892,"15,505",Q3,No,0,10,Offer D,Yes,12.78,No,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.5,863.1,0.0,0,127.8,990.9,3,Churned,1,4206,No
-Female,48,No,No,Yes,No,0,United States,California,La Palma,90623,"33.850504, -118.039892",33.850504,-118.039892,"15,505",Q3,Yes,5,33,,Yes,20.02,No,Yes,Fiber Optic,27,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,93.8,3124.5,0.0,0,660.66,3785.16,3,Churned,1,5080,Yes
-Female,27,Yes,No,Yes,No,0,United States,California,La Palma,90623,"33.850504, -118.039892",33.850504,-118.039892,"15,505",Q3,Yes,1,56,,Yes,42.37,Yes,Yes,Fiber Optic,71,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,99.8,5515.45,0.0,0,2372.72,7888.17,4,Stayed,0,4606,Yes
-Female,63,No,No,Yes,No,0,United States,California,La Palma,90623,"33.850504, -118.039892",33.850504,-118.039892,"15,505",Q3,Yes,10,72,,Yes,40.59,Yes,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,115.15,8349.7,0.0,0,2922.48,11272.18,4,Stayed,0,4761,Yes
-Female,39,No,No,No,No,0,United States,California,Stanton,90680,"33.801869, -117.995068",33.801869,-117.995068,"29,694",Q3,No,0,18,Offer D,Yes,8.95,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.15,390.85,0.0,0,161.1,551.95,3,Churned,1,4931,No
-Male,45,No,No,No,No,0,United States,California,Stanton,90680,"33.801869, -117.995068",33.801869,-117.995068,"29,694",Q3,No,0,1,,Yes,15.77,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.75,19.75,0.0,0,15.77,35.52,3,Joined,0,2484,No
-Female,30,No,No,Yes,No,0,United States,California,Stanton,90680,"33.801869, -117.995068",33.801869,-117.995068,"29,694",Q3,Yes,7,70,Offer A,Yes,26.47,Yes,Yes,DSL,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,94.8,6859.05,0.0,0,1852.9,8711.95,3,Stayed,0,5072,Yes
-Female,49,No,No,Yes,Yes,2,United States,California,Stanton,90680,"33.801869, -117.995068",33.801869,-117.995068,"29,694",Q3,Yes,8,22,,Yes,45.35,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.75,452.35,0.0,0,997.7,1450.05,4,Stayed,0,2258,Yes
-Male,48,No,No,Yes,Yes,2,United States,California,Stanton,90680,"33.801869, -117.995068",33.801869,-117.995068,"29,694",Q3,Yes,6,67,,Yes,8.82,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.8,1411.9,0.0,0,590.94,2002.84,4,Stayed,0,5626,Yes
-Female,32,No,No,No,No,0,United States,California,Lomita,90717,"33.794209, -118.317354",33.794209,-118.317354,"21,065",Q3,No,0,12,Offer D,Yes,42.55,No,Yes,Fiber Optic,18,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,78.1,947.3,0.0,0,510.6,1457.9,3,Churned,1,4741,No
-Female,38,No,No,Yes,Yes,3,United States,California,Lomita,90717,"33.794209, -118.317354",33.794209,-118.317354,"21,065",Q3,Yes,5,4,,Yes,42.71,No,Yes,DSL,56,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,56.5,235.1,0.0,0,170.84,405.94,2,Churned,1,5758,Yes
-Male,58,No,No,No,No,0,United States,California,Lomita,90717,"33.794209, -118.317354",33.794209,-118.317354,"21,065",Q3,No,0,57,,Yes,5.71,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.6,1170.55,0.0,0,325.47,1496.02,3,Stayed,0,4393,No
-Male,62,No,No,No,No,0,United States,California,Lomita,90717,"33.794209, -118.317354",33.794209,-118.317354,"21,065",Q3,No,0,29,Offer C,Yes,48.2,No,Yes,Fiber Optic,19,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,98.8,2807.1,0.0,0,1397.8,4204.9,5,Stayed,0,4580,No
-Female,47,No,No,No,No,0,United States,California,Lomita,90717,"33.794209, -118.317354",33.794209,-118.317354,"21,065",Q3,No,0,65,,Yes,38.33,Yes,Yes,Fiber Optic,7,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,89.85,5844.65,0.0,0,2491.45,8336.1,3,Stayed,0,6421,No
-Female,20,Yes,No,Yes,No,0,United States,California,Seal Beach,90740,"33.75462, -118.071128",33.75462,-118.071128,"24,180",Q3,Yes,1,19,Offer D,Yes,21.71,Yes,Yes,Fiber Optic,47,No,No,Yes,No,No,Yes,Yes,No,Month-to-Month,No,Credit Card,89.65,1761.05,0.0,80,412.49,2253.54,3,Churned,1,3046,Yes
-Female,62,No,No,No,Yes,3,United States,California,Seal Beach,90740,"33.75462, -118.071128",33.75462,-118.071128,"24,180",Q3,No,0,11,Offer D,Yes,33.06,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.1,221.35,0.0,0,363.66,585.01,2,Churned,1,4500,No
-Male,34,No,No,No,No,0,United States,California,Seal Beach,90740,"33.75462, -118.071128",33.75462,-118.071128,"24,180",Q3,No,0,64,,Yes,30.27,Yes,Yes,Fiber Optic,12,Yes,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,84.3,5289.05,0.0,0,1937.28,7226.33,3,Stayed,0,5044,No
-Male,54,No,No,No,No,0,United States,California,Seal Beach,90740,"33.75462, -118.071128",33.75462,-118.071128,"24,180",Q3,No,0,39,Offer C,Yes,36.93,Yes,Yes,Fiber Optic,12,No,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,81.4,3213.75,0.0,0,1440.27,4654.02,4,Stayed,0,4104,No
-Male,31,No,No,No,No,0,United States,California,Seal Beach,90740,"33.75462, -118.071128",33.75462,-118.071128,"24,180",Q3,No,0,52,,Yes,21.98,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.65,1025.05,0.0,0,1142.96,2168.01,4,Stayed,0,5157,No
-Female,51,No,No,No,No,0,United States,California,Long Beach,90810,"33.819814, -118.222416",33.819814,-118.222416,"35,656",Q3,No,0,23,Offer D,Yes,33.44,Yes,Yes,Fiber Optic,11,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.15,1676.95,0.0,0,769.12,2446.07,1,Churned,1,5216,No
-Female,62,No,No,No,No,0,United States,California,Long Beach,90810,"33.819814, -118.222416",33.819814,-118.222416,"35,656",Q3,No,0,7,Offer E,Yes,48.22,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.05,164.85,0.0,0,337.54,502.39,2,Churned,1,5595,No
-Female,51,No,No,No,No,0,United States,California,Long Beach,90810,"33.819814, -118.222416",33.819814,-118.222416,"35,656",Q3,No,0,1,,Yes,10.08,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.2,69.2,0.0,0,10.08,79.28,2,Churned,1,2637,No
-Female,23,Yes,No,No,No,0,United States,California,Long Beach,90810,"33.819814, -118.222416",33.819814,-118.222416,"35,656",Q3,No,0,22,,Yes,19.2,Yes,Yes,Fiber Optic,41,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,84.15,1821.95,0.0,60,422.4,2304.35,3,Stayed,0,3549,No
-Female,58,No,No,Yes,No,0,United States,California,Long Beach,90810,"33.819814, -118.222416",33.819814,-118.222416,"35,656",Q3,Yes,3,48,Offer B,Yes,1.02,No,Yes,Fiber Optic,2,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,100.05,4834.0,37.45,0,48.96,4845.51,5,Stayed,0,3468,Yes
-Female,36,No,No,Yes,No,0,United States,California,Northridge,91325,"34.236683, -118.517588",34.236683,-118.517588,"32,307",Q3,Yes,1,2,Offer E,No,0.0,No,Yes,DSL,12,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,35.1,68.75,0.0,10,0.0,78.75,2,Churned,1,2643,Yes
-Male,29,Yes,No,No,Yes,1,United States,California,Northridge,91325,"34.236683, -118.517588",34.236683,-118.517588,"32,307",Q3,No,0,1,,Yes,7.57,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.75,20.75,0.0,0,7.57,28.32,5,Joined,0,3358,No
-Male,43,No,No,No,No,0,United States,California,Northridge,91325,"34.236683, -118.517588",34.236683,-118.517588,"32,307",Q3,No,0,66,Offer A,Yes,33.02,Yes,Yes,Fiber Optic,6,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.25,6860.6,44.0,0,2179.32,8995.92,4,Stayed,0,4915,No
-Female,64,No,No,No,No,0,United States,California,Northridge,91325,"34.236683, -118.517588",34.236683,-118.517588,"32,307",Q3,No,0,30,,Yes,2.67,No,Yes,Fiber Optic,27,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,94.4,2638.1,0.0,0,80.1,2718.2,5,Stayed,0,4584,No
-Male,54,No,No,Yes,Yes,3,United States,California,Northridge,91325,"34.236683, -118.517588",34.236683,-118.517588,"32,307",Q3,Yes,1,6,,Yes,41.36,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.4,107.6,0.0,0,248.16,355.76,5,Stayed,0,4628,Yes
-Male,47,No,No,No,No,0,United States,California,Porter Ranch,91326,"34.281911, -118.556218",34.281911,-118.556218,"28,067",Q3,No,0,1,Offer E,Yes,48.58,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,46.2,46.2,0.0,0,48.58,94.78,2,Churned,1,4167,No
-Female,55,No,No,Yes,No,0,United States,California,Porter Ranch,91326,"34.281911, -118.556218",34.281911,-118.556218,"28,067",Q3,No,0,27,Offer C,Yes,20.02,No,Yes,Fiber Optic,27,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,101.9,2681.15,0.0,0,540.54,3221.69,3,Stayed,0,3795,Yes
-Male,45,No,No,Yes,Yes,3,United States,California,Porter Ranch,91326,"34.281911, -118.556218",34.281911,-118.556218,"28,067",Q3,Yes,1,68,Offer A,Yes,35.89,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.95,1377.7,28.98,0,2440.52,3789.24,3,Stayed,0,4165,Yes
-Male,58,No,No,No,No,0,United States,California,Porter Ranch,91326,"34.281911, -118.556218",34.281911,-118.556218,"28,067",Q3,No,0,17,,Yes,36.47,No,Yes,Cable,15,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,56.1,946.95,0.0,0,619.99,1566.94,3,Stayed,0,5025,No
-Male,38,No,No,No,No,0,United States,California,Porter Ranch,91326,"34.281911, -118.556218",34.281911,-118.556218,"28,067",Q3,No,0,39,,Yes,37.94,No,Yes,Fiber Optic,19,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,100.45,3801.7,0.0,0,1479.66,5281.36,4,Stayed,0,2698,No
-Female,54,No,No,No,No,0,United States,California,Monterey Park,91754,"34.050322, -118.147037",34.050322,-118.147037,"33,280",Q3,No,0,44,,Yes,40.17,Yes,Yes,Fiber Optic,6,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.8,3862.55,0.0,0,1767.48,5630.03,2,Churned,1,3997,No
-Female,57,No,No,Yes,No,0,United States,California,Monterey Park,91754,"34.050322, -118.147037",34.050322,-118.147037,"33,280",Q3,Yes,1,45,Offer B,Yes,33.54,Yes,Yes,Fiber Optic,4,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Mailed Check,113.3,5032.25,0.0,0,1509.3,6541.55,3,Stayed,0,4885,Yes
-Female,22,Yes,No,No,No,0,United States,California,Monterey Park,91754,"34.050322, -118.147037",34.050322,-118.147037,"33,280",Q3,No,0,21,Offer D,Yes,6.12,No,Yes,Fiber Optic,51,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.15,1956.4,0.0,0,128.52,2084.92,3,Stayed,0,5324,No
-Female,42,No,No,No,No,0,United States,California,Monterey Park,91754,"34.050322, -118.147037",34.050322,-118.147037,"33,280",Q3,No,0,29,,Yes,14.46,No,Yes,DSL,25,Yes,No,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,58.0,1734.5,0.0,0,419.34,2153.84,3,Stayed,0,2810,No
-Female,20,Yes,No,Yes,No,0,United States,California,Monterey Park,91754,"34.050322, -118.147037",34.050322,-118.147037,"33,280",Q3,Yes,7,63,Offer B,Yes,34.51,No,Yes,Fiber Optic,46,Yes,No,Yes,No,No,No,Yes,Yes,One Year,Yes,Credit Card,81.15,5224.5,0.0,0,2174.13,7398.63,4,Stayed,0,5294,Yes
-Female,60,No,No,No,No,0,United States,California,Walnut,91789,"34.018354, -117.85492",34.018354,-117.85492,"45,118",Q3,No,0,3,Offer E,Yes,32.43,No,Yes,Fiber Optic,2,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.1,246.5,0.0,0,97.29,343.79,1,Churned,1,5339,No
-Male,25,Yes,No,No,No,0,United States,California,Walnut,91789,"34.018354, -117.85492",34.018354,-117.85492,"45,118",Q3,No,0,5,,No,0.0,No,Yes,Cable,59,Yes,No,Yes,Yes,No,No,Yes,Yes,Month-to-Month,No,Credit Card,40.0,223.45,0.0,0,0.0,223.45,1,Churned,1,3125,No
-Female,21,Yes,No,No,Yes,1,United States,California,Walnut,91789,"34.018354, -117.85492",34.018354,-117.85492,"45,118",Q3,No,0,1,Offer E,Yes,32.73,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,25.4,25.4,0.0,0,32.73,58.13,3,Joined,0,4556,No
-Female,27,Yes,No,Yes,No,0,United States,California,Walnut,91789,"34.018354, -117.85492",34.018354,-117.85492,"45,118",Q3,Yes,1,33,,Yes,15.45,No,Yes,Cable,59,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,53.75,1857.3,0.0,0,509.85,2367.15,3,Stayed,0,3160,Yes
-Male,37,No,No,No,No,0,United States,California,Walnut,91789,"34.018354, -117.85492",34.018354,-117.85492,"45,118",Q3,No,0,53,Offer B,Yes,4.82,No,Yes,DSL,24,No,No,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,61.1,3357.9,0.0,0,255.46,3613.36,5,Stayed,0,5940,No
-Male,61,No,No,Yes,No,0,United States,California,Coronado,92118,"32.68674, -117.186612",32.68674,-117.186612,"24,093",Q3,Yes,4,67,Offer A,Yes,8.18,Yes,Yes,Fiber Optic,3,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,104.1,7040.85,0.0,0,548.06,7588.91,2,Churned,1,4857,Yes
-Female,36,No,No,No,No,0,United States,California,Coronado,92118,"32.68674, -117.186612",32.68674,-117.186612,"24,093",Q3,No,0,1,,Yes,5.94,Yes,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.1,75.1,0.0,0,5.94,81.04,2,Churned,1,4335,No
-Female,35,No,No,No,No,0,United States,California,Coronado,92118,"32.68674, -117.186612",32.68674,-117.186612,"24,093",Q3,No,0,1,,Yes,22.37,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.15,19.15,0.0,0,22.37,41.52,5,Joined,0,2577,No
-Female,61,No,No,Yes,Yes,3,United States,California,Coronado,92118,"32.68674, -117.186612",32.68674,-117.186612,"24,093",Q3,Yes,2,58,,Yes,43.01,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,105.2,6225.4,34.83,0,2494.58,8685.15,4,Stayed,0,4605,Yes
-Female,23,Yes,No,Yes,Yes,3,United States,California,Coronado,92118,"32.68674, -117.186612",32.68674,-117.186612,"24,093",Q3,No,0,24,Offer C,Yes,46.54,Yes,Yes,DSL,85,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,64.35,1558.65,0.0,0,1116.96,2675.61,4,Stayed,0,5461,Yes
-Female,21,Yes,No,Yes,No,0,United States,California,San Diego,92139,"32.677716, -117.047666",32.677716,-117.047666,"36,351",Q3,Yes,1,15,,Yes,12.27,No,Yes,Fiber Optic,76,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,88.15,1390.6,0.0,0,184.05,1574.65,1,Churned,1,2524,Yes
-Female,53,No,No,Yes,No,0,United States,California,San Diego,92139,"32.677716, -117.047666",32.677716,-117.047666,"36,351",Q3,Yes,3,41,,Yes,13.23,No,Yes,Fiber Optic,16,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,86.2,3339.05,0.0,0,542.43,3881.48,3,Stayed,0,5325,Yes
-Male,39,No,No,No,No,0,United States,California,San Diego,92139,"32.677716, -117.047666",32.677716,-117.047666,"36,351",Q3,No,0,43,Offer B,Yes,19.66,Yes,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.35,3161.4,0.0,0,845.38,4006.78,5,Stayed,0,4898,No
-Male,61,No,No,No,No,0,United States,California,San Diego,92139,"32.677716, -117.047666",32.677716,-117.047666,"36,351",Q3,No,0,1,,Yes,44.22,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.1,19.1,0.0,0,44.22,63.32,4,Joined,0,2091,No
-Female,60,No,No,Yes,Yes,1,United States,California,San Diego,92139,"32.677716, -117.047666",32.677716,-117.047666,"36,351",Q3,Yes,6,23,,Yes,27.49,Yes,Yes,Cable,21,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,69.5,1652.1,16.89,0,632.27,2267.48,4,Stayed,0,2159,Yes
-Male,55,No,No,No,No,0,United States,California,San Diego,92154,"32.578103, -117.012975",32.578103,-117.012975,"68,776",Q3,No,0,1,,Yes,13.27,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,20.2,20.2,0.0,0,13.27,33.47,1,Churned,1,4325,No
-Male,20,Yes,No,Yes,No,0,United States,California,San Diego,92154,"32.578103, -117.012975",32.578103,-117.012975,"68,776",Q3,Yes,3,50,Offer B,No,0.0,No,Yes,DSL,73,Yes,No,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,44.45,2188.45,0.0,0,0.0,2188.45,4,Stayed,0,5363,Yes
-Male,38,No,No,No,No,0,United States,California,San Diego,92154,"32.578103, -117.012975",32.578103,-117.012975,"68,776",Q3,No,0,20,Offer D,Yes,49.81,No,Yes,DSL,4,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,50.0,1003.05,2.81,0,996.2,1996.44,3,Stayed,0,5741,No
-Female,21,Yes,No,Yes,Yes,3,United States,California,San Diego,92154,"32.578103, -117.012975",32.578103,-117.012975,"68,776",Q3,Yes,7,20,,Yes,15.29,Yes,Yes,Cable,59,Yes,No,No,No,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,76.0,1588.75,7.3,70,305.8,1957.25,4,Stayed,0,4085,Yes
-Female,47,No,No,Yes,No,0,United States,California,Palm Desert,92211,"33.762759, -116.324817",33.762759,-116.324817,"19,702",Q3,Yes,1,26,,Yes,15.37,No,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.8,2361.8,0.0,0,399.62,2761.42,1,Churned,1,2641,Yes
-Female,25,Yes,No,No,No,0,United States,California,Palm Desert,92211,"33.762759, -116.324817",33.762759,-116.324817,"19,702",Q3,No,0,24,Offer C,No,0.0,No,Yes,DSL,52,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,54.15,1240.25,0.0,0,0.0,1240.25,1,Churned,1,5153,No
-Female,59,No,No,Yes,Yes,1,United States,California,Palm Desert,92211,"33.762759, -116.324817",33.762759,-116.324817,"19,702",Q3,Yes,9,43,Offer B,Yes,28.03,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,24.45,993.15,41.33,0,1205.29,2157.11,4,Stayed,0,5119,Yes
-Male,48,No,No,No,No,0,United States,California,Banning,92220,"33.936298, -116.849577",33.936298,-116.849577,"25,859",Q3,No,0,22,,Yes,19.19,Yes,Yes,Fiber Optic,17,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.35,1730.35,0.0,0,422.18,2152.53,1,Churned,1,4718,No
-Female,51,No,No,No,No,0,United States,California,Banning,92220,"33.936298, -116.849577",33.936298,-116.849577,"25,859",Q3,No,0,42,,No,0.0,No,Yes,DSL,13,Yes,Yes,Yes,Yes,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,54.75,2348.45,0.0,80,0.0,2428.45,3,Stayed,0,3179,No
-Female,27,Yes,No,Yes,No,0,United States,California,Banning,92220,"33.936298, -116.849577",33.936298,-116.849577,"25,859",Q3,Yes,4,40,Offer B,Yes,42.1,Yes,Yes,DSL,52,No,Yes,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,63.9,2635.0,0.0,0,1684.0,4319.0,3,Stayed,0,2654,Yes
-Female,22,Yes,No,Yes,No,0,United States,California,Banning,92220,"33.936298, -116.849577",33.936298,-116.849577,"25,859",Q3,Yes,3,52,,No,0.0,No,Yes,DSL,52,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,66.25,3330.1,0.0,0,0.0,3330.1,4,Stayed,0,4275,Yes
-Male,55,No,No,No,Yes,2,United States,California,Banning,92220,"33.936298, -116.849577",33.936298,-116.849577,"25,859",Q3,No,0,57,Offer B,Yes,9.36,Yes,Yes,Cable,20,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Mailed Check,89.55,5012.35,30.45,0,533.52,5515.42,4,Stayed,0,4260,No
-Male,26,Yes,No,Yes,No,0,United States,California,Heber,92249,"32.730583, -115.501083",32.730583,-115.501083,"3,535",Q3,Yes,1,47,Offer B,Yes,17.54,Yes,Yes,Fiber Optic,59,No,Yes,Yes,No,No,No,Yes,No,Month-to-Month,Yes,Bank Withdrawal,83.35,4065.0,0.0,140,824.38,5029.38,1,Churned,1,2516,Yes
-Male,47,No,No,No,No,0,United States,California,Heber,92249,"32.730583, -115.501083",32.730583,-115.501083,"3,535",Q3,No,0,23,Offer D,Yes,18.7,Yes,Yes,Fiber Optic,24,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.0,1917.1,0.0,0,430.1,2347.2,2,Churned,1,5701,No
-Female,52,No,No,No,No,0,United States,California,Heber,92249,"32.730583, -115.501083",32.730583,-115.501083,"3,535",Q3,No,0,11,,Yes,26.85,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.05,237.7,0.0,0,295.35,533.05,4,Stayed,0,5355,No
-Female,56,No,No,Yes,Yes,2,United States,California,Heber,92249,"32.730583, -115.501083",32.730583,-115.501083,"3,535",Q3,Yes,10,69,,Yes,39.07,Yes,Yes,DSL,19,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,61.4,4059.85,0.0,0,2695.83,6755.68,3,Stayed,0,5266,Yes
-Male,39,No,No,Yes,No,0,United States,California,Heber,92249,"32.730583, -115.501083",32.730583,-115.501083,"3,535",Q3,Yes,7,60,,Yes,30.14,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.95,1258.15,0.0,0,1808.4,3066.55,4,Stayed,0,5971,Yes
-Female,27,Yes,No,Yes,No,0,United States,California,La Quinta,92253,"33.695532, -116.310571",33.695532,-116.310571,"23,971",Q3,Yes,1,22,,Yes,13.11,Yes,Yes,DSL,51,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.2,1742.75,0.0,0,288.42,2031.17,1,Churned,1,3410,Yes
-Male,39,No,No,No,No,0,United States,California,La Quinta,92253,"33.695532, -116.310571",33.695532,-116.310571,"23,971",Q3,No,0,72,Offer A,Yes,30.44,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.8,1468.75,0.0,0,2191.68,3660.43,3,Stayed,0,5368,No
-Male,19,Yes,No,No,No,0,United States,California,La Quinta,92253,"33.695532, -116.310571",33.695532,-116.310571,"23,971",Q3,No,0,1,,Yes,24.66,Yes,Yes,DSL,26,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.75,50.75,0.0,0,24.66,75.41,4,Joined,0,3631,No
-Female,52,No,No,No,Yes,1,United States,California,La Quinta,92253,"33.695532, -116.310571",33.695532,-116.310571,"23,971",Q3,No,0,4,,Yes,32.15,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.4,84.75,0.0,0,128.6,213.35,3,Stayed,0,5602,No
-Female,54,No,No,No,No,0,United States,California,La Quinta,92253,"33.695532, -116.310571",33.695532,-116.310571,"23,971",Q3,No,0,40,Offer B,Yes,2.83,Yes,Yes,Fiber Optic,22,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,93.4,3756.4,4.18,0,113.2,3865.42,3,Stayed,0,3819,No
-Female,29,Yes,No,No,No,0,United States,California,Rancho Mirage,92270,"33.763678, -116.429928",33.763678,-116.429928,"12,465",Q3,No,0,1,,Yes,6.67,No,Yes,Fiber Optic,27,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.6,95.6,0.0,0,6.67,102.27,2,Churned,1,4091,No
-Female,60,No,No,No,No,0,United States,California,Rancho Mirage,92270,"33.763678, -116.429928",33.763678,-116.429928,"12,465",Q3,No,0,2,Offer E,Yes,24.71,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.65,38.7,0.0,0,49.42,88.12,2,Churned,1,3845,No
-Female,27,Yes,No,Yes,Yes,2,United States,California,Rancho Mirage,92270,"33.763678, -116.429928",33.763678,-116.429928,"12,465",Q3,Yes,2,40,Offer B,Yes,33.44,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.8,1024.7,0.0,0,1337.6,2362.3,5,Stayed,0,3021,Yes
-Male,54,No,No,Yes,No,0,United States,California,Rancho Mirage,92270,"33.763678, -116.429928",33.763678,-116.429928,"12,465",Q3,Yes,10,71,Offer A,Yes,37.69,No,Yes,Fiber Optic,8,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.25,7291.75,0.0,0,2675.99,9967.74,5,Stayed,0,6319,Yes
-Female,51,No,No,No,No,0,United States,California,Rancho Mirage,92270,"33.763678, -116.429928",33.763678,-116.429928,"12,465",Q3,No,0,18,,Yes,7.42,Yes,Yes,Fiber Optic,12,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.05,1679.4,38.65,0,133.56,1774.31,4,Stayed,0,4524,No
-Female,42,No,No,No,No,0,United States,California,Amboy,92304,"34.559882, -115.637164",34.559882,-115.637164,42,Q3,No,0,1,Offer E,Yes,21.59,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,20.15,20.15,0.0,0,21.59,41.74,3,Churned,1,4939,No
-Female,56,No,No,Yes,No,0,United States,California,Amboy,92304,"34.559882, -115.637164",34.559882,-115.637164,42,Q3,Yes,5,72,Offer A,No,0.0,No,Yes,DSL,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,65.2,4784.45,0.0,0,0.0,4784.45,3,Stayed,0,5092,Yes
-Female,40,No,No,Yes,No,0,United States,California,Amboy,92304,"34.559882, -115.637164",34.559882,-115.637164,42,Q3,Yes,9,2,,Yes,22.23,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.05,134.05,0.0,0,44.46,178.51,5,Joined,0,2115,Yes
-Male,52,No,No,No,No,0,United States,California,Amboy,92304,"34.559882, -115.637164",34.559882,-115.637164,42,Q3,No,0,4,,No,0.0,No,Yes,Cable,22,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,30.5,118.4,0.0,0,0.0,118.4,4,Stayed,0,3030,No
-Female,30,No,No,Yes,Yes,2,United States,California,Amboy,92304,"34.559882, -115.637164",34.559882,-115.637164,42,Q3,Yes,4,72,,Yes,29.66,Yes,Yes,Fiber Optic,59,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,103.2,7362.9,45.38,0,2135.52,9453.04,4,Stayed,0,5560,Yes
-Male,35,No,No,No,No,0,United States,California,Angelus Oaks,92305,"34.1678, -116.86433",34.1678,-116.86433,301,Q3,No,0,1,Offer E,Yes,27.97,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.75,69.75,0.0,0,27.97,97.72,2,Churned,1,2901,No
-Male,30,No,No,No,No,0,United States,California,Angelus Oaks,92305,"34.1678, -116.86433",34.1678,-116.86433,301,Q3,No,0,2,,Yes,12.59,No,Yes,Cable,76,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,53.45,119.5,0.0,0,25.18,144.68,4,Joined,0,3477,No
-Female,26,Yes,No,No,No,0,United States,California,Angelus Oaks,92305,"34.1678, -116.86433",34.1678,-116.86433,301,Q3,No,0,8,,Yes,5.27,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,20.2,140.95,0.0,0,42.16,183.11,4,Stayed,0,5066,No
-Female,32,No,No,Yes,Yes,2,United States,California,Angelus Oaks,92305,"34.1678, -116.86433",34.1678,-116.86433,301,Q3,Yes,1,11,,No,0.0,No,Yes,DSL,17,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,29.6,346.45,27.24,0,0.0,319.21,4,Stayed,0,2793,Yes
-Male,41,No,No,Yes,No,0,United States,California,Apple Valley,92308,"34.424926, -117.184503",34.424926,-117.184503,"28,819",Q3,Yes,1,17,,Yes,16.61,No,Yes,Fiber Optic,3,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.85,1400.85,0.0,0,282.37,1683.22,1,Churned,1,5174,Yes
-Male,21,Yes,No,Yes,No,0,United States,California,Apple Valley,92308,"34.424926, -117.184503",34.424926,-117.184503,"28,819",Q3,Yes,1,41,Offer B,Yes,35.46,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,19.75,899.45,0.0,0,1453.86,2353.31,4,Stayed,0,2011,Yes
-Male,47,No,No,No,No,0,United States,California,Apple Valley,92308,"34.424926, -117.184503",34.424926,-117.184503,"28,819",Q3,No,0,35,Offer C,No,0.0,No,Yes,DSL,26,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,49.2,1701.65,0.0,0,0.0,1701.65,4,Stayed,0,2782,No
-Male,44,No,No,No,No,0,United States,California,Apple Valley,92308,"34.424926, -117.184503",34.424926,-117.184503,"28,819",Q3,No,0,66,,Yes,30.96,No,Yes,Fiber Optic,11,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.65,6844.5,0.0,0,2043.36,8887.86,4,Stayed,0,5097,No
-Female,47,No,No,No,No,0,United States,California,Baker,92309,"35.28952, -116.092214",35.28952,-116.092214,904,Q3,No,0,4,Offer E,No,0.0,No,Yes,DSL,4,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,33.65,137.85,0.0,0,0.0,137.85,2,Churned,1,2563,No
-Female,46,No,No,No,No,0,United States,California,Baker,92309,"35.28952, -116.092214",35.28952,-116.092214,904,Q3,No,0,26,,No,0.0,No,Yes,Cable,29,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,44.45,1183.8,0.0,0,0.0,1183.8,4,Stayed,0,3080,No
-Male,60,No,No,No,No,0,United States,California,Baker,92309,"35.28952, -116.092214",35.28952,-116.092214,904,Q3,No,0,24,Offer C,Yes,47.33,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,24.6,592.65,0.0,0,1135.92,1728.57,3,Stayed,0,5448,No
-Female,29,Yes,No,No,No,0,United States,California,Baker,92309,"35.28952, -116.092214",35.28952,-116.092214,904,Q3,No,0,6,,No,0.0,No,Yes,Cable,48,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,49.25,255.6,0.0,0,0.0,255.6,3,Stayed,0,2979,No
-Male,56,No,No,No,No,0,United States,California,Cedar Glen,92321,"34.255203, -117.175654",34.255203,-117.175654,455,Q3,No,0,1,Offer E,Yes,3.13,No,Yes,Fiber Optic,5,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.95,79.95,0.0,0,3.13,83.08,3,Churned,1,4815,No
-Female,45,No,No,No,Yes,3,United States,California,Cedar Glen,92321,"34.255203, -117.175654",34.255203,-117.175654,455,Q3,No,0,18,Offer D,Yes,42.45,Yes,Yes,DSL,28,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,64.8,1166.7,0.0,0,764.1,1930.8,4,Stayed,0,2466,No
-Female,28,Yes,No,Yes,Yes,3,United States,California,Cedar Glen,92321,"34.255203, -117.175654",34.255203,-117.175654,455,Q3,Yes,9,4,,Yes,35.2,Yes,Yes,DSL,52,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,58.5,224.85,0.0,0,140.8,365.65,3,Stayed,0,5605,Yes
-Female,63,No,No,No,No,0,United States,California,Cedar Glen,92321,"34.255203, -117.175654",34.255203,-117.175654,455,Q3,No,0,50,Offer B,Yes,37.95,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.75,989.05,0.0,0,1897.5,2886.55,4,Stayed,0,4934,No
-Female,58,No,No,No,No,0,United States,California,Colton,92324,"34.030915, -117.273201",34.030915,-117.273201,"52,202",Q3,No,0,1,Offer E,Yes,25.62,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.3,19.3,0.0,0,25.62,44.92,2,Churned,1,3236,No
-Female,59,No,No,Yes,No,0,United States,California,Colton,92324,"34.030915, -117.273201",34.030915,-117.273201,"52,202",Q3,Yes,8,36,,Yes,49.33,No,Yes,Fiber Optic,23,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,80.4,2937.65,0.0,0,1775.88,4713.53,3,Stayed,0,5544,Yes
-Male,45,No,No,No,No,0,United States,California,Colton,92324,"34.030915, -117.273201",34.030915,-117.273201,"52,202",Q3,No,0,48,,Yes,3.59,No,Yes,DSL,10,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,78.9,3771.5,0.0,0,172.32,3943.82,4,Stayed,0,4063,No
-Female,43,No,No,No,No,0,United States,California,Colton,92324,"34.030915, -117.273201",34.030915,-117.273201,"52,202",Q3,No,0,33,,Yes,49.45,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.4,2406.1,0.0,60,1631.85,4097.95,4,Stayed,0,4860,No
-Female,55,No,No,Yes,No,0,United States,California,Fawnskin,92333,"34.274846, -116.937581",34.274846,-116.937581,414,Q3,Yes,1,37,,Yes,30.16,Yes,Yes,Fiber Optic,4,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99.2,3754.6,0.0,0,1115.92,4870.52,1,Churned,1,3599,Yes
-Male,47,No,No,Yes,No,0,United States,California,Fawnskin,92333,"34.274846, -116.937581",34.274846,-116.937581,414,Q3,Yes,8,72,Offer A,Yes,27.25,No,Yes,Fiber Optic,19,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,105.5,7611.55,0.0,0,1962.0,9573.55,3,Stayed,0,5534,Yes
-Male,34,No,No,No,No,0,United States,California,Fawnskin,92333,"34.274846, -116.937581",34.274846,-116.937581,414,Q3,No,0,1,,No,0.0,No,Yes,DSL,22,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,29.15,29.15,0.0,0,0.0,29.15,5,Joined,0,3923,No
-Male,35,No,No,No,Yes,1,United States,California,Fawnskin,92333,"34.274846, -116.937581",34.274846,-116.937581,414,Q3,No,0,34,Offer C,Yes,4.28,Yes,Yes,Fiber Optic,16,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.8,3470.8,0.0,0,145.52,3616.32,4,Stayed,0,5382,No
-Female,32,No,No,Yes,No,0,United States,California,Fontana,92337,"34.049671, -117.468896",34.049671,-117.468896,"29,847",Q3,No,0,8,Offer E,Yes,26.41,Yes,Yes,Fiber Optic,16,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.2,627.4,0.0,0,211.28,838.68,1,Churned,1,2887,Yes
-Male,44,No,No,No,No,0,United States,California,Fontana,92337,"34.049671, -117.468896",34.049671,-117.468896,"29,847",Q3,No,0,1,,No,0.0,No,Yes,Cable,2,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,24.45,24.45,0.0,0,0.0,24.45,3,Churned,1,2121,No
-Male,34,No,No,Yes,No,0,United States,California,Fontana,92337,"34.049671, -117.468896",34.049671,-117.468896,"29,847",Q3,Yes,10,60,Offer B,No,0.0,No,Yes,DSL,2,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,60.2,3582.4,0.0,0,0.0,3582.4,5,Stayed,0,5359,Yes
-Female,56,No,No,No,No,0,United States,California,Fontana,92337,"34.049671, -117.468896",34.049671,-117.468896,"29,847",Q3,No,0,51,Offer B,Yes,44.35,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.95,1288.0,0.0,0,2261.85,3549.85,5,Stayed,0,5458,No
-Male,37,No,No,Yes,No,0,United States,California,Redlands,92374,"34.064073, -117.166158",34.064073,-117.166158,"36,675",Q3,Yes,1,5,Offer E,No,0.0,No,Yes,DSL,7,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.95,100.4,0.0,0,0.0,100.4,1,Churned,1,5865,Yes
-Male,24,Yes,No,Yes,No,0,United States,California,Redlands,92374,"34.064073, -117.166158",34.064073,-117.166158,"36,675",Q3,Yes,2,9,,Yes,14.91,No,Yes,Cable,82,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,70.05,564.4,0.0,0,134.19,698.59,3,Stayed,0,4900,Yes
-Male,50,No,No,Yes,No,0,United States,California,Redlands,92374,"34.064073, -117.166158",34.064073,-117.166158,"36,675",Q3,Yes,9,43,,Yes,4.34,No,Yes,DSL,23,No,No,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,56.35,2391.15,0.0,0,186.62,2577.77,4,Stayed,0,4928,Yes
-Male,38,No,No,No,No,0,United States,California,Sugarloaf,92386,"34.243088, -116.830015",34.243088,-116.830015,"1,834",Q3,No,0,1,Offer E,Yes,39.44,Yes,Yes,Fiber Optic,18,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,75.3,75.3,0.0,0,39.44,114.74,3,Churned,1,3596,No
-Female,47,No,No,Yes,Yes,3,United States,California,Sugarloaf,92386,"34.243088, -116.830015",34.243088,-116.830015,"1,834",Q3,Yes,8,7,,Yes,16.22,No,Yes,DSL,53,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.7,554.05,0.0,0,113.54,667.59,3,Stayed,0,2950,Yes
-Male,40,No,No,No,No,0,United States,California,Sugarloaf,92386,"34.243088, -116.830015",34.243088,-116.830015,"1,834",Q3,No,0,29,Offer C,Yes,49.52,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.1,529.5,0.0,0,1436.08,1965.58,4,Stayed,0,5880,No
-Male,19,Yes,No,No,No,0,United States,California,Sugarloaf,92386,"34.243088, -116.830015",34.243088,-116.830015,"1,834",Q3,No,0,55,Offer B,Yes,42.19,No,Yes,Fiber Optic,51,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,100.9,5552.05,0.0,0,2320.45,7872.5,4,Stayed,0,5101,No
-Female,25,Yes,No,Yes,No,0,United States,California,Anza,92539,"33.527605, -116.666551",33.527605,-116.666551,"3,745",Q3,Yes,1,30,Offer C,Yes,4.82,Yes,Yes,Fiber Optic,41,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.0,2624.25,0.0,0,144.6,2768.85,2,Churned,1,3698,Yes
-Male,51,No,No,Yes,No,0,United States,California,Anza,92539,"33.527605, -116.666551",33.527605,-116.666551,"3,745",Q3,Yes,2,24,Offer C,Yes,3.0,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.65,2542.45,0.0,0,72.0,2614.45,3,Churned,1,4734,Yes
-Female,54,No,No,Yes,Yes,2,United States,California,Anza,92539,"33.527605, -116.666551",33.527605,-116.666551,"3,745",Q3,Yes,1,52,Offer B,Yes,31.96,No,Yes,Fiber Optic,26,Yes,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.05,4326.8,0.0,0,1661.92,5988.72,3,Stayed,0,6099,Yes
-Female,45,No,No,Yes,Yes,3,United States,California,Anza,92539,"33.527605, -116.666551",33.527605,-116.666551,"3,745",Q3,Yes,8,10,,Yes,32.76,No,Yes,Fiber Optic,51,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,88.85,929.45,0.0,0,327.6,1257.05,4,Stayed,0,4531,Yes
-Female,29,Yes,No,No,No,0,United States,California,Hemet,92543,"33.739415, -116.968339",33.739415,-116.968339,"29,687",Q3,No,0,2,Offer E,Yes,33.89,No,Yes,Fiber Optic,41,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,80.55,184.1,0.0,0,67.78,251.88,3,Churned,1,2856,No
-Male,23,Yes,No,No,No,0,United States,California,Hemet,92543,"33.739415, -116.968339",33.739415,-116.968339,"29,687",Q3,No,0,69,Offer A,Yes,26.45,Yes,Yes,DSL,46,Yes,Yes,Yes,Yes,Yes,No,No,No,Two Year,Yes,Credit Card,79.45,5502.55,0.0,80,1825.05,7407.6,4,Stayed,0,5189,No
-Female,53,No,No,Yes,Yes,2,United States,California,Hemet,92543,"33.739415, -116.968339",33.739415,-116.968339,"29,687",Q3,Yes,5,3,,Yes,10.13,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.3,54.7,0.0,0,30.39,85.09,4,Joined,0,5722,Yes
-Male,44,No,No,Yes,No,0,United States,California,Hemet,92543,"33.739415, -116.968339",33.739415,-116.968339,"29,687",Q3,Yes,6,34,Offer C,Yes,4.42,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.05,679.0,0.0,0,150.28,829.28,3,Stayed,0,2236,Yes
-Female,37,No,No,No,No,0,United States,California,Moreno Valley,92551,"33.88274, -117.224878",33.88274,-117.224878,"22,983",Q3,No,0,2,Offer E,Yes,24.31,No,Yes,Fiber Optic,16,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.8,160.75,0.0,0,48.62,209.37,1,Churned,1,5270,No
-Female,47,No,No,No,No,0,United States,California,Moreno Valley,92551,"33.88274, -117.224878",33.88274,-117.224878,"22,983",Q3,No,0,1,,Yes,16.47,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.85,19.85,0.0,0,16.47,36.32,5,Joined,0,4905,No
-Male,47,No,No,Yes,Yes,2,United States,California,Moreno Valley,92551,"33.88274, -117.224878",33.88274,-117.224878,"22,983",Q3,Yes,9,69,Offer A,Yes,22.49,Yes,Yes,Fiber Optic,11,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.0,7297.75,0.0,0,1551.81,8849.56,4,Stayed,0,5436,Yes
-Female,30,No,No,No,No,0,United States,California,Moreno Valley,92551,"33.88274, -117.224878",33.88274,-117.224878,"22,983",Q3,No,0,26,Offer C,Yes,35.75,No,Yes,Cable,71,No,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,56.05,1553.2,0.0,0,929.5,2482.7,4,Stayed,0,3079,No
-Male,58,No,No,Yes,No,0,United States,California,Newport Coast,92657,"33.603282, -117.821841",33.603282,-117.821841,"5,597",Q3,No,0,67,Offer A,Yes,29.24,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,111.3,7482.1,0.0,0,1959.08,9441.18,3,Churned,1,4146,Yes
-Male,46,No,No,Yes,Yes,2,United States,California,Newport Coast,92657,"33.603282, -117.821841",33.603282,-117.821841,"5,597",Q3,Yes,2,55,,Yes,24.7,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.35,1153.25,0.0,0,1358.5,2511.75,3,Stayed,0,5248,Yes
-Male,48,No,No,Yes,No,0,United States,California,Newport Coast,92657,"33.603282, -117.821841",33.603282,-117.821841,"5,597",Q3,Yes,8,61,Offer B,Yes,12.32,Yes,Yes,Fiber Optic,7,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,114.1,7132.15,0.0,0,751.52,7883.67,4,Stayed,0,5239,Yes
-Male,61,No,No,Yes,No,0,United States,California,Newport Coast,92657,"33.603282, -117.821841",33.603282,-117.821841,"5,597",Q3,Yes,7,70,Offer A,Yes,9.03,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.15,1940.85,0.0,0,632.1,2572.95,4,Stayed,0,4279,Yes
-Female,63,No,No,Yes,No,0,United States,California,Newport Beach,92662,"33.606336, -117.893042",33.606336,-117.893042,"3,124",Q3,Yes,1,7,Offer E,Yes,44.66,No,Yes,Fiber Optic,26,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.25,587.1,0.0,0,312.62,899.72,2,Churned,1,3344,Yes
-Female,58,No,No,Yes,No,0,United States,California,Newport Beach,92662,"33.606336, -117.893042",33.606336,-117.893042,"3,124",Q3,Yes,2,56,,Yes,42.86,Yes,Yes,DSL,8,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,68.75,3808.0,0.0,0,2400.16,6208.16,3,Stayed,0,6198,Yes
-Female,30,No,No,No,No,0,United States,California,Newport Beach,92662,"33.606336, -117.893042",33.606336,-117.893042,"3,124",Q3,No,0,54,Offer B,Yes,37.65,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,No,No,No,One Year,Yes,Bank Withdrawal,94.75,5121.75,0.0,70,2033.1,7224.85,4,Stayed,0,5665,No
-Male,46,No,No,Yes,No,0,United States,California,Newport Beach,92662,"33.606336, -117.893042",33.606336,-117.893042,"3,124",Q3,Yes,1,70,Offer A,Yes,18.26,Yes,Yes,DSL,18,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,76.95,5289.8,0.0,0,1278.2,6568.0,3,Stayed,0,6280,Yes
-Female,64,No,No,No,No,0,United States,California,Trabuco Canyon,92679,"33.631119, -117.567346",33.631119,-117.567346,"32,268",Q3,No,0,14,,Yes,29.3,No,Yes,Fiber Optic,26,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,86.3,1180.95,0.0,10,410.2,1601.15,2,Churned,1,3677,No
-Male,52,No,No,Yes,No,0,United States,California,Trabuco Canyon,92679,"33.631119, -117.567346",33.631119,-117.567346,"32,268",Q3,Yes,1,30,Offer C,Yes,28.85,Yes,Yes,Fiber Optic,6,Yes,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,94.4,2838.7,0.0,80,865.5,3784.2,1,Churned,1,2792,Yes
-Male,63,No,No,Yes,Yes,3,United States,California,Trabuco Canyon,92679,"33.631119, -117.567346",33.631119,-117.567346,"32,268",Q3,Yes,6,7,Offer E,Yes,5.17,No,Yes,Cable,51,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,69.7,516.15,0.0,0,36.19,552.34,3,Stayed,0,4326,Yes
-Female,50,No,No,Yes,Yes,2,United States,California,Trabuco Canyon,92679,"33.631119, -117.567346",33.631119,-117.567346,"32,268",Q3,Yes,4,19,Offer D,Yes,38.43,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.6,485.9,0.0,0,730.17,1216.07,3,Stayed,0,5038,Yes
-Male,41,No,No,No,No,0,United States,California,Anaheim,92804,"33.818, -117.974404",33.818,-117.974404,"81,333",Q3,No,0,10,,Yes,27.28,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.0,740.0,0.0,0,272.8,1012.8,1,Churned,1,3156,No
-Male,59,No,No,No,No,0,United States,California,Anaheim,92804,"33.818, -117.974404",33.818,-117.974404,"81,333",Q3,No,0,2,Offer E,Yes,9.61,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.65,38.8,0.0,0,19.22,58.02,4,Joined,0,3007,No
-Female,61,No,No,No,No,0,United States,California,Anaheim,92804,"33.818, -117.974404",33.818,-117.974404,"81,333",Q3,No,0,12,Offer D,Yes,14.42,Yes,Yes,Fiber Optic,14,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.8,1001.2,21.53,0,173.04,1152.71,3,Stayed,0,5906,No
-Female,37,No,No,Yes,Yes,3,United States,California,Anaheim,92804,"33.818, -117.974404",33.818,-117.974404,"81,333",Q3,Yes,1,55,,Yes,8.39,Yes,Yes,DSL,52,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,85.1,4657.95,0.0,0,461.45,5119.4,3,Stayed,0,5661,Yes
-Female,53,No,No,No,No,0,United States,California,Garden Grove,92843,"33.764018, -117.931507",33.764018,-117.931507,"43,491",Q3,No,0,34,Offer C,Yes,34.41,Yes,Yes,DSL,4,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Mailed Check,64.4,2088.75,0.0,0,1169.94,3258.69,2,Churned,1,5189,No
-Male,19,Yes,No,Yes,No,0,United States,California,Garden Grove,92843,"33.764018, -117.931507",33.764018,-117.931507,"43,491",Q3,Yes,1,63,,Yes,13.45,Yes,Yes,DSL,69,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,83.5,5435.0,0.0,0,847.35,6282.35,4,Stayed,0,4652,Yes
-Female,52,No,No,Yes,Yes,3,United States,California,Garden Grove,92843,"33.764018, -117.931507",33.764018,-117.931507,"43,491",Q3,Yes,1,38,Offer C,Yes,44.32,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.3,749.35,10.65,0,1684.16,2422.86,5,Stayed,0,4686,Yes
-Male,36,No,No,Yes,No,0,United States,California,Garden Grove,92843,"33.764018, -117.931507",33.764018,-117.931507,"43,491",Q3,Yes,1,70,Offer A,Yes,28.54,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.25,1724.15,0.0,0,1997.8,3721.95,4,Stayed,0,4118,Yes
-Female,30,No,No,No,No,0,United States,California,Yorba Linda,92886,"33.897253, -117.792202",33.897253,-117.792202,"39,458",Q3,No,0,3,Offer E,Yes,40.67,No,Yes,Fiber Optic,58,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,80.1,217.55,0.0,0,122.01,339.56,3,Churned,1,4330,No
-Male,47,No,No,Yes,Yes,3,United States,California,Yorba Linda,92886,"33.897253, -117.792202",33.897253,-117.792202,"39,458",Q3,Yes,1,72,,Yes,21.89,Yes,Yes,Fiber Optic,58,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,114.55,8306.05,21.6,40,1576.08,9900.53,3,Stayed,0,6158,Yes
-Female,41,No,No,Yes,Yes,1,United States,California,Yorba Linda,92886,"33.897253, -117.792202",33.897253,-117.792202,"39,458",Q3,Yes,1,60,Offer B,Yes,43.33,Yes,Yes,Fiber Optic,28,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,115.25,6758.45,11.85,0,2599.8,9346.4,5,Stayed,0,5328,Yes
-Male,64,No,No,No,No,0,United States,California,Yorba Linda,92886,"33.897253, -117.792202",33.897253,-117.792202,"39,458",Q3,No,0,35,,Yes,20.39,Yes,Yes,DSL,21,Yes,No,No,No,No,No,No,Yes,Two Year,No,Credit Card,55.25,1924.1,0.0,0,713.65,2637.75,3,Stayed,0,5498,No
-Male,28,Yes,No,Yes,No,0,United States,California,Oxnard,93035,"34.18454, -119.224666",34.18454,-119.224666,"25,322",Q3,Yes,1,23,,Yes,37.95,No,Yes,Fiber Optic,27,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.85,2331.3,0.0,0,872.85,3204.15,1,Churned,1,3425,Yes
-Male,56,No,No,Yes,Yes,1,United States,California,Oxnard,93035,"34.18454, -119.224666",34.18454,-119.224666,"25,322",Q3,Yes,5,40,,Yes,14.41,No,Yes,Fiber Optic,22,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,85.05,3355.65,38.15,0,576.4,3893.9,4,Stayed,0,5904,Yes
-Male,60,No,No,No,No,0,United States,California,Oxnard,93035,"34.18454, -119.224666",34.18454,-119.224666,"25,322",Q3,No,0,11,Offer D,No,0.0,No,Yes,DSL,22,No,Yes,Yes,No,No,No,No,No,Month-to-Month,No,Credit Card,34.7,383.55,22.53,150,0.0,511.02,5,Stayed,0,4310,No
-Female,63,No,No,Yes,Yes,1,United States,California,Oxnard,93035,"34.18454, -119.224666",34.18454,-119.224666,"25,322",Q3,Yes,3,42,Offer B,Yes,3.14,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.0,833.55,0.0,0,131.88,965.43,3,Stayed,0,3413,Yes
-Male,41,No,No,Yes,No,0,United States,California,Piru,93040,"34.432843, -118.730106",34.432843,-118.730106,"1,459",Q3,No,0,1,,Yes,36.44,Yes,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.5,74.5,0.0,0,36.44,110.94,3,Churned,1,5554,Yes
-Male,41,No,No,Yes,No,0,United States,California,Piru,93040,"34.432843, -118.730106",34.432843,-118.730106,"1,459",Q3,Yes,1,3,Offer E,Yes,37.61,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.55,51.15,0.0,0,112.83,163.98,1,Churned,1,4115,Yes
-Female,38,No,No,Yes,No,0,United States,California,Piru,93040,"34.432843, -118.730106",34.432843,-118.730106,"1,459",Q3,Yes,1,70,Offer A,Yes,5.48,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,93.9,6579.05,0.0,0,383.6,6962.65,1,Churned,1,6173,Yes
-Female,49,No,No,No,No,0,United States,California,Piru,93040,"34.432843, -118.730106",34.432843,-118.730106,"1,459",Q3,No,0,20,,Yes,15.87,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.7,406.95,0.0,0,317.4,724.35,5,Stayed,0,4404,No
-Male,60,No,No,No,No,0,United States,California,Santa Paula,93060,"34.402343, -119.094824",34.402343,-119.094824,"32,511",Q3,No,0,65,Offer B,Yes,9.36,Yes,Yes,Fiber Optic,4,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,109.15,6941.2,0.0,140,608.4,7689.6,2,Churned,1,6001,No
-Male,48,No,No,Yes,No,0,United States,California,Santa Paula,93060,"34.402343, -119.094824",34.402343,-119.094824,"32,511",Q3,Yes,1,68,Offer A,Yes,23.67,Yes,Yes,Fiber Optic,22,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,113.15,7856.0,0.0,0,1609.56,9465.56,1,Churned,1,4610,Yes
-Female,22,Yes,No,Yes,No,0,United States,California,Santa Paula,93060,"34.402343, -119.094824",34.402343,-119.094824,"32,511",Q3,No,0,25,,Yes,29.81,No,Yes,Fiber Optic,52,No,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,95.15,2395.7,0.0,80,745.25,3220.95,3,Stayed,0,3273,Yes
-Male,22,Yes,No,Yes,Yes,2,United States,California,Santa Paula,93060,"34.402343, -119.094824",34.402343,-119.094824,"32,511",Q3,Yes,10,50,,Yes,36.61,No,Yes,DSL,41,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,44.8,2230.85,36.22,0,1830.5,4025.13,5,Stayed,0,6115,Yes
-Male,27,Yes,No,Yes,No,0,United States,California,Santa Barbara,93108,"34.457541, -119.631072",34.457541,-119.631072,"12,741",Q3,Yes,1,53,Offer B,Yes,31.24,Yes,Yes,Fiber Optic,73,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,93.9,5029.2,0.0,0,1655.72,6684.92,1,Churned,1,5543,Yes
-Female,52,No,No,No,No,0,United States,California,Santa Barbara,93108,"34.457541, -119.631072",34.457541,-119.631072,"12,741",Q3,No,0,46,,Yes,45.2,No,Yes,DSL,17,No,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,54.35,2460.15,0.0,0,2079.2,4539.35,3,Churned,1,2793,No
-Male,40,No,No,No,No,0,United States,California,Santa Barbara,93108,"34.457541, -119.631072",34.457541,-119.631072,"12,741",Q3,No,0,10,,Yes,17.4,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.35,176.3,0.0,0,174.0,350.3,5,Stayed,0,4745,No
-Female,53,No,No,No,No,0,United States,California,Santa Barbara,93108,"34.457541, -119.631072",34.457541,-119.631072,"12,741",Q3,No,0,4,Offer E,Yes,1.3,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.15,68.45,0.0,0,5.2,73.65,3,Stayed,0,5221,No
-Male,35,No,No,Yes,No,0,United States,California,Taft,93268,"35.184837, -119.402525",35.184837,-119.402525,"14,937",Q3,Yes,1,17,,Yes,13.68,No,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.4,1214.05,0.0,0,232.56,1446.61,1,Churned,1,4469,Yes
-Male,40,No,No,No,No,0,United States,California,Taft,93268,"35.184837, -119.402525",35.184837,-119.402525,"14,937",Q3,No,0,1,,Yes,19.32,No,Yes,Fiber Optic,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,79.6,79.6,0.0,0,19.32,98.92,3,Churned,1,2199,No
-Female,47,No,No,No,No,0,United States,California,Taft,93268,"35.184837, -119.402525",35.184837,-119.402525,"14,937",Q3,No,0,1,,Yes,37.51,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,71.1,71.1,0.0,0,37.51,108.61,5,Joined,0,3029,No
-Male,22,Yes,No,No,No,0,United States,California,Taft,93268,"35.184837, -119.402525",35.184837,-119.402525,"14,937",Q3,No,0,51,,Yes,34.75,Yes,Yes,Cable,59,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,81.15,4126.2,0.0,0,1772.25,5898.45,4,Stayed,0,4549,No
-Female,49,No,No,No,Yes,1,United States,California,Los Osos,93402,"35.279984, -120.824288",35.279984,-120.824288,"14,859",Q3,No,0,1,Offer E,Yes,46.17,No,Yes,Cable,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,45.95,45.95,0.0,0,46.17,92.12,1,Churned,1,4563,No
-Male,60,No,No,Yes,Yes,2,United States,California,Los Osos,93402,"35.279984, -120.824288",35.279984,-120.824288,"14,859",Q3,Yes,6,29,,Yes,6.73,Yes,Yes,DSL,27,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,80.1,2211.8,0.0,0,195.17,2406.97,4,Stayed,0,4558,Yes
-Female,38,No,No,No,No,0,United States,California,Los Osos,93402,"35.279984, -120.824288",35.279984,-120.824288,"14,859",Q3,No,0,2,,Yes,25.81,Yes,Yes,Cable,7,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.35,117.05,0.0,0,51.62,168.67,5,Joined,0,4916,No
-Male,59,No,No,No,No,0,United States,California,Los Osos,93402,"35.279984, -120.824288",35.279984,-120.824288,"14,859",Q3,No,0,34,,No,0.0,No,Yes,Cable,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.05,852.7,0.0,0,0.0,852.7,4,Stayed,0,3800,No
-Female,45,No,No,No,No,0,United States,California,Buellton,93427,"34.631362, -120.238218",34.631362,-120.238218,"4,644",Q3,No,0,1,Offer E,Yes,33.34,No,Yes,Fiber Optic,4,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,85.55,85.55,0.0,0,33.34,118.89,2,Churned,1,3967,No
-Male,56,No,No,No,No,0,United States,California,Buellton,93427,"34.631362, -120.238218",34.631362,-120.238218,"4,644",Q3,No,0,14,,Yes,36.97,Yes,Yes,Fiber Optic,27,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.55,1415.55,0.0,0,517.58,1933.13,2,Churned,1,5224,No
-Male,21,Yes,No,No,No,0,United States,California,Buellton,93427,"34.631362, -120.238218",34.631362,-120.238218,"4,644",Q3,No,0,46,Offer B,Yes,37.75,Yes,Yes,Fiber Optic,73,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,89.15,4245.55,0.0,0,1736.5,5982.05,3,Stayed,0,5593,No
-Female,52,No,No,Yes,No,0,United States,California,Buellton,93427,"34.631362, -120.238218",34.631362,-120.238218,"4,644",Q3,Yes,1,61,Offer B,Yes,40.37,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.3,1554.9,0.0,0,2462.57,4017.47,4,Stayed,0,4501,Yes
-Female,61,No,No,Yes,No,0,United States,California,Morro Bay,93442,"35.369553, -120.763864",35.369553,-120.763864,"10,909",Q3,Yes,4,35,Offer C,Yes,10.43,No,Yes,Fiber Optic,4,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.3,2416.55,0.0,80,365.05,2861.6,3,Churned,1,5413,Yes
-Female,47,No,No,No,No,0,United States,California,Morro Bay,93442,"35.369553, -120.763864",35.369553,-120.763864,"10,909",Q3,No,0,22,Offer D,Yes,5.28,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,26.25,605.9,0.0,0,116.16,722.06,4,Stayed,0,5676,No
-Female,22,Yes,No,No,Yes,1,United States,California,Morro Bay,93442,"35.369553, -120.763864",35.369553,-120.763864,"10,909",Q3,No,0,5,,Yes,40.03,No,Yes,DSL,52,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,51.0,286.8,0.0,0,200.15,486.95,4,Stayed,0,2789,No
-Female,33,No,No,Yes,No,0,United States,California,Morro Bay,93442,"35.369553, -120.763864",35.369553,-120.763864,"10,909",Q3,Yes,9,1,,No,0.0,No,Yes,DSL,14,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,35.0,35.0,0.0,0,0.0,35.0,3,Joined,0,4099,Yes
-Female,22,Yes,No,Yes,No,0,United States,California,Templeton,93465,"35.536115, -120.739231",35.536115,-120.739231,"7,918",Q3,Yes,1,33,Offer C,Yes,41.61,Yes,Yes,Fiber Optic,73,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,103.7,3467.0,0.0,0,1373.13,4840.13,2,Churned,1,4461,Yes
-Female,27,Yes,No,No,No,0,United States,California,Templeton,93465,"35.536115, -120.739231",35.536115,-120.739231,"7,918",Q3,No,0,14,,Yes,36.25,No,Yes,Fiber Optic,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,71.0,914.0,0.0,0,507.5,1421.5,1,Churned,1,3228,No
-Female,21,Yes,No,Yes,No,0,United States,California,Templeton,93465,"35.536115, -120.739231",35.536115,-120.739231,"7,918",Q3,Yes,1,70,Offer A,Yes,41.88,Yes,Yes,Fiber Optic,59,No,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,109.5,7674.55,0.0,150,2931.6,10756.15,2,Churned,1,4191,Yes
-Female,35,No,No,No,No,0,United States,California,Templeton,93465,"35.536115, -120.739231",35.536115,-120.739231,"7,918",Q3,No,0,2,,Yes,35.41,No,Yes,Fiber Optic,25,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.45,137.1,0.0,0,70.82,207.92,4,Joined,0,5602,No
-Female,22,Yes,No,Yes,No,0,United States,California,Independence,93526,"36.869584, -118.189241",36.869584,-118.189241,734,Q3,Yes,1,8,Offer E,Yes,38.83,No,Yes,Fiber Optic,76,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.2,777.3,0.0,0,310.64,1087.94,1,Churned,1,2939,Yes
-Male,24,Yes,No,No,No,0,United States,California,Independence,93526,"36.869584, -118.189241",36.869584,-118.189241,734,Q3,No,0,10,,Yes,13.16,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.25,202.5,0.0,0,131.6,334.1,4,Stayed,0,5504,No
-Female,42,No,No,Yes,Yes,3,United States,California,Independence,93526,"36.869584, -118.189241",36.869584,-118.189241,734,Q3,Yes,5,72,Offer A,Yes,18.21,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.9,1859.2,0.0,0,1311.12,3170.32,3,Stayed,0,5192,Yes
-Female,58,No,No,No,No,0,United States,California,Independence,93526,"36.869584, -118.189241",36.869584,-118.189241,734,Q3,No,0,12,,Yes,41.78,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.3,228.75,0.0,0,501.36,730.11,5,Stayed,0,2868,No
-Female,55,No,No,Yes,No,0,United States,California,Lancaster,93534,"34.727529, -118.153098",34.727529,-118.153098,"35,109",Q3,Yes,1,42,Offer B,No,0.0,No,Yes,Cable,5,No,Yes,No,Yes,No,No,No,No,One Year,No,Mailed Check,33.55,1445.3,0.0,50,0.0,1495.3,2,Churned,1,2044,Yes
-Male,37,No,No,No,No,0,United States,California,Lancaster,93534,"34.727529, -118.153098",34.727529,-118.153098,"35,109",Q3,No,0,1,Offer E,Yes,48.14,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.8,20.8,0.0,0,48.14,68.94,4,Joined,0,3678,No
-Female,63,No,No,No,No,0,United States,California,Lancaster,93534,"34.727529, -118.153098",34.727529,-118.153098,"35,109",Q3,No,0,1,Offer E,Yes,38.33,No,Yes,DSL,24,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,50.15,50.15,0.0,50,38.33,138.48,3,Joined,0,4421,No
-Male,22,Yes,No,No,Yes,1,United States,California,Lancaster,93534,"34.727529, -118.153098",34.727529,-118.153098,"35,109",Q3,No,0,2,Offer E,Yes,43.93,No,Yes,DSL,59,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55.3,108.65,0.0,0,87.86,196.51,3,Joined,0,4594,No
-Male,54,No,No,No,No,0,United States,California,Rosamond,93560,"34.903052, -118.411251",34.903052,-118.411251,"14,931",Q3,No,0,1,Offer E,No,0.0,No,Yes,Cable,29,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,35.9,35.9,0.0,0,0.0,35.9,1,Churned,1,4747,No
-Female,24,Yes,No,Yes,No,0,United States,California,Rosamond,93560,"34.903052, -118.411251",34.903052,-118.411251,"14,931",Q3,Yes,5,72,Offer A,Yes,41.21,Yes,Yes,Fiber Optic,73,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,110.65,8065.65,0.0,0,2967.12,11032.77,4,Stayed,0,4259,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,Rosamond,93560,"34.903052, -118.411251",34.903052,-118.411251,"14,931",Q3,Yes,4,10,,Yes,38.03,Yes,Yes,Fiber Optic,42,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,78.15,765.15,0.0,0,380.3,1145.45,3,Stayed,0,3403,Yes
-Female,56,No,No,No,No,0,United States,California,Rosamond,93560,"34.903052, -118.411251",34.903052,-118.411251,"14,931",Q3,No,0,10,,Yes,23.84,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.9,199.45,0.0,0,238.4,437.85,4,Stayed,0,5811,No
-Female,30,No,No,No,No,0,United States,California,Hume,93628,"36.807595, -118.901544",36.807595,-118.901544,93,Q3,No,0,5,Offer E,Yes,10.11,No,Yes,Fiber Optic,69,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.35,461.7,0.0,0,50.55,512.25,3,Churned,1,4584,No
-Female,53,No,No,No,No,0,United States,California,Hume,93628,"36.807595, -118.901544",36.807595,-118.901544,93,Q3,No,0,1,Offer E,Yes,42.09,No,Yes,Fiber Optic,9,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.15,70.15,0.0,0,42.09,112.24,1,Churned,1,5773,No
-Female,61,No,No,Yes,No,0,United States,California,Hume,93628,"36.807595, -118.901544",36.807595,-118.901544,93,Q3,Yes,1,46,,Yes,37.02,No,Yes,DSL,6,No,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,64.2,3009.5,0.0,0,1702.92,4712.42,4,Stayed,0,4699,Yes
-Female,22,Yes,No,Yes,No,0,United States,California,Hume,93628,"36.807595, -118.901544",36.807595,-118.901544,93,Q3,Yes,5,72,Offer A,Yes,22.74,Yes,Yes,Fiber Optic,48,Yes,Yes,No,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,94.45,6921.7,0.0,0,1637.28,8558.98,4,Stayed,0,5274,Yes
-Female,32,No,No,No,No,0,United States,California,North Fork,93643,"37.244307, -119.470256",37.244307,-119.470256,"3,376",Q3,No,0,1,,Yes,27.7,Yes,Yes,Fiber Optic,19,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,77.15,77.15,0.0,10,27.7,114.85,3,Churned,1,2756,No
-Female,55,No,No,Yes,No,0,United States,California,North Fork,93643,"37.244307, -119.470256",37.244307,-119.470256,"3,376",Q3,Yes,9,42,,Yes,33.63,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.25,1108.2,0.0,0,1412.46,2520.66,4,Stayed,0,3052,Yes
-Female,50,No,No,Yes,Yes,3,United States,California,North Fork,93643,"37.244307, -119.470256",37.244307,-119.470256,"3,376",Q3,Yes,7,20,,Yes,7.31,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.7,395.6,0.0,0,146.2,541.8,5,Stayed,0,4910,Yes
-Male,30,No,No,Yes,No,0,United States,California,North Fork,93643,"37.244307, -119.470256",37.244307,-119.470256,"3,376",Q3,Yes,7,44,,Yes,23.75,No,Yes,Fiber Optic,53,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,90.65,3974.15,0.0,0,1045.0,5019.15,5,Stayed,0,3786,Yes
-Male,53,No,No,No,No,0,United States,California,Oakhurst,93644,"37.648647, -119.231447",37.648647,-119.231447,"8,521",Q3,No,0,1,,No,0.0,No,Yes,DSL,9,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,35.25,35.25,0.0,0,0.0,35.25,2,Churned,1,2548,No
-Male,23,Yes,No,Yes,No,0,United States,California,Oakhurst,93644,"37.648647, -119.231447",37.648647,-119.231447,"8,521",Q3,No,0,34,,No,0.0,No,Yes,DSL,42,Yes,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,30.4,938.65,0.0,0,0.0,938.65,4,Stayed,0,4697,Yes
-Male,46,No,No,Yes,No,0,United States,California,Oakhurst,93644,"37.648647, -119.231447",37.648647,-119.231447,"8,521",Q3,Yes,3,63,Offer B,Yes,26.81,No,Yes,Fiber Optic,6,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,99.7,6330.4,0.0,0,1689.03,8019.43,3,Stayed,0,5135,Yes
-Female,22,Yes,No,Yes,Yes,1,United States,California,Oakhurst,93644,"37.648647, -119.231447",37.648647,-119.231447,"8,521",Q3,Yes,2,71,,Yes,1.84,Yes,Yes,Fiber Optic,69,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,109.0,7661.8,0.0,150,130.64,7942.44,3,Stayed,0,4204,Yes
-Female,44,No,No,No,No,0,United States,California,Traver,93673,"36.456091, -119.486225",36.456091,-119.486225,646,Q3,No,0,14,,Yes,1.19,Yes,Yes,Fiber Optic,23,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.45,1072.0,0.0,0,16.66,1088.66,1,Churned,1,4155,No
-Female,33,No,No,Yes,Yes,2,United States,California,Traver,93673,"36.456091, -119.486225",36.456091,-119.486225,646,Q3,Yes,3,37,Offer C,Yes,1.08,Yes,Yes,Fiber Optic,16,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.8,3340.55,0.0,0,39.96,3380.51,4,Stayed,0,3746,Yes
-Female,43,No,No,Yes,Yes,1,United States,California,Traver,93673,"36.456091, -119.486225",36.456091,-119.486225,646,Q3,Yes,3,12,,Yes,24.65,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.1,232.4,0.0,0,295.8,528.2,3,Stayed,0,2360,Yes
-Female,42,No,No,No,No,0,United States,California,Traver,93673,"36.456091, -119.486225",36.456091,-119.486225,646,Q3,No,0,25,Offer C,Yes,13.93,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.8,475.2,0.0,0,348.25,823.45,3,Stayed,0,3875,No
-Male,55,No,No,No,No,0,United States,California,Salinas,93906,"36.722898, -121.633648",36.722898,-121.633648,"53,946",Q3,No,0,2,,Yes,42.16,No,Yes,Cable,2,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.7,189.2,0.0,0,84.32,273.52,1,Churned,1,4676,No
-Male,50,No,No,No,No,0,United States,California,Salinas,93906,"36.722898, -121.633648",36.722898,-121.633648,"53,946",Q3,No,0,2,Offer E,Yes,40.25,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,24.85,62.0,0.0,0,80.5,142.5,3,Joined,0,5983,No
-Male,31,No,No,No,No,0,United States,California,Salinas,93906,"36.722898, -121.633648",36.722898,-121.633648,"53,946",Q3,No,0,1,Offer E,Yes,10.22,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.75,19.75,0.0,0,10.22,29.97,5,Joined,0,4441,No
-Male,29,Yes,No,Yes,No,0,United States,California,Salinas,93906,"36.722898, -121.633648",36.722898,-121.633648,"53,946",Q3,Yes,8,72,Offer A,Yes,10.68,Yes,Yes,Fiber Optic,59,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,108.4,7719.5,0.0,0,768.96,8488.46,4,Stayed,0,4394,Yes
-Male,28,Yes,No,No,No,0,United States,California,Carmel Valley,93924,"36.414611, -121.6386",36.414611,-121.6386,"6,691",Q3,No,0,1,,Yes,21.8,Yes,Yes,Fiber Optic,42,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,74.25,74.25,0.0,0,21.8,96.05,1,Churned,1,4750,No
-Female,59,No,No,Yes,No,0,United States,California,Carmel Valley,93924,"36.414611, -121.6386",36.414611,-121.6386,"6,691",Q3,Yes,10,66,,Yes,37.38,Yes,Yes,Fiber Optic,8,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,89.0,5898.6,0.0,0,2467.08,8365.68,3,Stayed,0,4488,Yes
-Female,44,No,No,Yes,Yes,2,United States,California,Carmel Valley,93924,"36.414611, -121.6386",36.414611,-121.6386,"6,691",Q3,Yes,5,72,Offer A,No,0.0,No,Yes,Cable,23,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,65.7,4575.35,0.0,0,0.0,4575.35,3,Stayed,0,6187,Yes
-Male,36,No,No,No,No,0,United States,California,Carmel Valley,93924,"36.414611, -121.6386",36.414611,-121.6386,"6,691",Q3,No,0,16,Offer D,Yes,33.44,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.6,330.25,0.0,0,535.04,865.29,3,Stayed,0,5667,No
-Male,52,No,No,No,No,0,United States,California,Brisbane,94005,"37.684694, -122.40712",37.684694,-122.40712,"3,635",Q3,No,0,1,,Yes,3.14,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.4,19.4,0.0,0,3.14,22.54,2,Churned,1,4152,No
-Male,33,No,No,No,Yes,2,United States,California,Brisbane,94005,"37.684694, -122.40712",37.684694,-122.40712,"3,635",Q3,No,0,45,,Yes,23.54,Yes,Yes,Fiber Optic,12,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,99.7,4634.35,0.0,0,1059.3,5693.65,4,Stayed,0,3333,No
-Male,47,No,No,Yes,Yes,2,United States,California,Brisbane,94005,"37.684694, -122.40712",37.684694,-122.40712,"3,635",Q3,Yes,10,68,Offer A,No,0.0,No,Yes,DSL,19,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,56.4,3948.45,0.0,0,0.0,3948.45,3,Stayed,0,4556,Yes
-Male,61,No,No,No,Yes,2,United States,California,Brisbane,94005,"37.684694, -122.40712",37.684694,-122.40712,"3,635",Q3,No,0,30,Offer C,Yes,4.27,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,25.35,723.3,0.0,0,128.1,851.4,3,Stayed,0,5915,No
-Male,48,No,No,No,No,0,United States,California,San Francisco,94105,"37.789168, -122.395009",37.789168,-122.395009,"2,066",Q3,No,0,46,,Yes,15.78,Yes,Yes,Fiber Optic,3,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.7,4154.8,0.0,0,725.88,4880.68,1,Churned,1,3378,No
-Female,41,No,No,No,No,0,United States,California,San Francisco,94105,"37.789168, -122.395009",37.789168,-122.395009,"2,066",Q3,No,0,1,Offer E,Yes,31.68,No,Yes,Fiber Optic,22,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,90.6,90.6,0.0,0,31.68,122.28,1,Churned,1,2540,No
-Female,26,Yes,No,No,Yes,3,United States,California,San Francisco,94105,"37.789168, -122.395009",37.789168,-122.395009,"2,066",Q3,No,0,8,,Yes,45.87,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.95,170.9,0.0,0,366.96,537.86,4,Stayed,0,5919,No
-Female,21,Yes,No,Yes,No,0,United States,California,San Francisco,94105,"37.789168, -122.395009",37.789168,-122.395009,"2,066",Q3,Yes,1,47,Offer B,Yes,45.9,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.65,921.55,0.0,0,2157.3,3078.85,5,Stayed,0,4159,Yes
-Male,36,No,No,No,No,0,United States,California,San Francisco,94110,"37.750021, -122.415201",37.750021,-122.415201,"74,641",Q3,No,0,18,,Yes,12.5,Yes,Yes,DSL,5,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,82.0,1425.45,0.0,0,225.0,1650.45,1,Churned,1,3306,No
-Male,40,No,No,Yes,Yes,1,United States,California,San Francisco,94110,"37.750021, -122.415201",37.750021,-122.415201,"74,641",Q3,Yes,1,72,,Yes,11.67,Yes,Yes,Fiber Optic,26,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.1,7848.5,0.0,0,840.24,8688.74,3,Stayed,0,6283,Yes
-Male,55,No,No,No,No,0,United States,California,San Francisco,94110,"37.750021, -122.415201",37.750021,-122.415201,"74,641",Q3,No,0,72,,Yes,45.41,Yes,Yes,Cable,20,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,92.0,6632.75,0.0,0,3269.52,9902.27,3,Stayed,0,4200,No
-Female,51,No,No,No,No,0,United States,California,San Francisco,94110,"37.750021, -122.415201",37.750021,-122.415201,"74,641",Q3,No,0,1,,Yes,26.15,No,Yes,DSL,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.0,44.0,0.0,0,26.15,70.15,4,Joined,0,4138,No
-Male,33,No,No,Yes,No,0,United States,California,San Francisco,94117,"37.770533, -122.445121",37.770533,-122.445121,"38,756",Q3,Yes,1,30,Offer C,Yes,10.5,Yes,Yes,Fiber Optic,22,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.05,2866.45,0.0,0,315.0,3181.45,3,Churned,1,4095,Yes
-Female,41,No,No,No,No,0,United States,California,San Francisco,94117,"37.770533, -122.445121",37.770533,-122.445121,"38,756",Q3,No,0,10,,Yes,45.21,Yes,Yes,Fiber Optic,3,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.6,1060.2,0.0,0,452.1,1512.3,1,Churned,1,4001,No
-Female,37,No,No,No,No,0,United States,California,San Francisco,94117,"37.770533, -122.445121",37.770533,-122.445121,"38,756",Q3,No,0,26,Offer C,Yes,20.64,Yes,Yes,Fiber Optic,22,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.7,2193.0,0.0,0,536.64,2729.64,3,Stayed,0,4501,No
-Male,57,No,No,No,No,0,United States,California,San Francisco,94117,"37.770533, -122.445121",37.770533,-122.445121,"38,756",Q3,No,0,45,,Yes,28.72,No,Yes,Fiber Optic,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,112.2,5031.85,0.0,0,1292.4,6324.25,3,Stayed,0,3091,No
-Female,44,No,No,No,No,0,United States,California,San Francisco,94122,"37.760412, -122.484966",37.760412,-122.484966,"55,504",Q3,No,0,1,,Yes,13.01,No,Yes,DSL,12,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,54.75,54.75,0.0,0,13.01,67.76,3,Churned,1,2614,No
-Female,44,No,No,No,No,0,United States,California,San Francisco,94122,"37.760412, -122.484966",37.760412,-122.484966,"55,504",Q3,No,0,53,,Yes,29.8,Yes,Yes,Fiber Optic,4,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,106.95,5785.5,0.0,0,1579.4,7364.9,1,Churned,1,5550,No
-Male,26,Yes,No,No,No,0,United States,California,San Francisco,94122,"37.760412, -122.484966",37.760412,-122.484966,"55,504",Q3,No,0,12,,Yes,41.11,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.45,255.35,0.0,0,493.32,748.67,5,Stayed,0,4883,No
-Male,29,Yes,No,Yes,No,0,United States,California,San Francisco,94122,"37.760412, -122.484966",37.760412,-122.484966,"55,504",Q3,Yes,9,8,,Yes,4.98,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.25,158.35,0.0,0,39.84,198.19,4,Stayed,0,4964,Yes
-Male,44,No,No,Yes,No,0,United States,California,Pleasant Hill,94523,"37.95338, -122.076886",37.95338,-122.076886,"32,685",Q3,Yes,1,61,,Yes,45.7,Yes,Yes,Fiber Optic,24,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.55,6281.45,0.0,0,2787.7,9069.15,1,Churned,1,5011,Yes
-Male,26,Yes,No,No,No,0,United States,California,Pleasant Hill,94523,"37.95338, -122.076886",37.95338,-122.076886,"32,685",Q3,No,0,4,Offer E,Yes,34.69,No,Yes,DSL,47,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,56.75,245.15,0.0,0,138.76,383.91,3,Stayed,0,2401,No
-Male,57,No,No,No,No,0,United States,California,Pleasant Hill,94523,"37.95338, -122.076886",37.95338,-122.076886,"32,685",Q3,No,0,57,,Yes,9.32,No,Yes,DSL,20,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,54.65,3134.7,0.0,0,531.24,3665.94,5,Stayed,0,4223,No
-Female,19,Yes,No,No,No,0,United States,California,Pleasant Hill,94523,"37.95338, -122.076886",37.95338,-122.076886,"32,685",Q3,No,0,26,Offer C,Yes,45.09,No,Yes,Fiber Optic,41,Yes,No,Yes,Yes,No,No,No,No,One Year,Yes,Credit Card,87.15,2274.1,0.0,20,1172.34,3466.44,3,Stayed,0,5689,No
-Male,36,No,No,Yes,No,0,United States,California,Danville,94526,"37.815459, -121.977203",37.815459,-121.977203,"32,873",Q3,Yes,1,10,Offer D,Yes,31.72,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.3,738.2,0.0,0,317.2,1055.4,3,Churned,1,2162,Yes
-Female,45,No,No,Yes,Yes,3,United States,California,Danville,94526,"37.815459, -121.977203",37.815459,-121.977203,"32,873",Q3,Yes,7,32,,Yes,26.66,No,Yes,Fiber Optic,57,No,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,86.1,2723.75,0.0,130,853.12,3706.87,5,Stayed,0,4970,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,Danville,94526,"37.815459, -121.977203",37.815459,-121.977203,"32,873",Q3,Yes,1,72,,Yes,1.67,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,115.55,8312.4,0.0,0,120.24,8432.64,3,Stayed,0,5076,Yes
-Male,19,Yes,No,No,No,0,United States,California,Danville,94526,"37.815459, -121.977203",37.815459,-121.977203,"32,873",Q3,No,0,69,Offer A,Yes,42.49,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.1,1268.85,0.0,0,2931.81,4200.66,3,Stayed,0,4535,No
-Male,21,Yes,No,No,No,0,United States,California,Pope Valley,94567,"38.672708, -122.403219",38.672708,-122.403219,494,Q3,No,0,52,,Yes,49.29,No,Yes,Fiber Optic,51,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.0,5426.85,0.0,0,2563.08,7989.93,2,Churned,1,4630,No
-Female,42,No,No,Yes,Yes,2,United States,California,Pope Valley,94567,"38.672708, -122.403219",38.672708,-122.403219,494,Q3,Yes,1,1,,No,0.0,No,Yes,DSL,12,No,No,No,Yes,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,40.1,40.1,0.0,10,0.0,50.1,1,Churned,1,5434,Yes
-Female,51,No,No,Yes,No,0,United States,California,Pope Valley,94567,"38.672708, -122.403219",38.672708,-122.403219,494,Q3,Yes,1,9,,No,0.0,No,Yes,DSL,10,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,48.75,442.2,0.0,10,0.0,452.2,2,Churned,1,4359,Yes
-Female,54,No,No,No,No,0,United States,California,Pope Valley,94567,"38.672708, -122.403219",38.672708,-122.403219,494,Q3,No,0,12,Offer D,Yes,6.56,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,43.8,540.95,0.0,0,78.72,619.67,4,Stayed,0,5706,No
-Male,62,No,No,No,No,0,United States,California,Dublin,94568,"37.713926, -121.928425",37.713926,-121.928425,"29,636",Q3,No,0,22,Offer D,Yes,7.28,Yes,Yes,DSL,7,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.45,1127.35,0.0,0,160.16,1287.51,1,Churned,1,2445,No
-Male,25,Yes,No,No,No,0,United States,California,Dublin,94568,"37.713926, -121.928425",37.713926,-121.928425,"29,636",Q3,No,0,1,,Yes,36.07,No,Yes,Fiber Optic,41,No,No,Yes,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.85,84.85,0.0,0,36.07,120.92,1,Churned,1,3086,No
-Male,48,No,No,No,No,0,United States,California,Dublin,94568,"37.713926, -121.928425",37.713926,-121.928425,"29,636",Q3,No,0,1,Offer E,Yes,5.32,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.75,19.75,0.0,0,5.32,25.07,5,Joined,0,3595,No
-Female,49,No,No,Yes,Yes,1,United States,California,Dublin,94568,"37.713926, -121.928425",37.713926,-121.928425,"29,636",Q3,Yes,7,64,Offer B,Yes,21.16,Yes,Yes,Fiber Optic,23,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,110.3,6997.3,0.0,0,1354.24,8351.54,3,Stayed,0,5574,Yes
-Female,40,No,No,Yes,No,0,United States,California,Rodeo,94572,"38.027218, -122.23463",38.027218,-122.23463,"8,506",Q3,Yes,1,47,,Yes,44.26,No,Yes,Cable,23,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.3,4045.65,0.0,0,2080.22,6125.87,2,Churned,1,3631,Yes
-Female,22,Yes,No,No,No,0,United States,California,Rodeo,94572,"38.027218, -122.23463",38.027218,-122.23463,"8,506",Q3,No,0,42,Offer B,Yes,5.75,No,Yes,DSL,53,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,73.9,3160.55,0.0,0,241.5,3402.05,2,Churned,1,2774,No
-Female,56,No,No,Yes,No,0,United States,California,Rodeo,94572,"38.027218, -122.23463",38.027218,-122.23463,"8,506",Q3,Yes,9,56,Offer B,Yes,4.24,No,Yes,Fiber Optic,15,Yes,No,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,80.3,4513.65,0.0,0,237.44,4751.09,3,Stayed,0,6203,Yes
-Female,61,No,No,No,No,0,United States,California,Rodeo,94572,"38.027218, -122.23463",38.027218,-122.23463,"8,506",Q3,No,0,12,Offer D,Yes,15.97,No,Yes,Fiber Optic,19,Yes,No,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,85.15,979.05,0.0,0,191.64,1170.69,4,Stayed,0,2452,No
-Male,59,No,No,No,No,0,United States,California,Deer Park,94576,"38.554383, -122.474773",38.554383,-122.474773,223,Q3,No,0,18,Offer D,No,0.0,No,Yes,DSL,26,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,33.5,600.0,0.0,0,0.0,600.0,2,Churned,1,5474,No
-Female,28,Yes,No,Yes,Yes,2,United States,California,Deer Park,94576,"38.554383, -122.474773",38.554383,-122.474773,223,Q3,Yes,1,35,,Yes,25.27,Yes,Yes,DSL,82,Yes,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,72.25,2568.55,0.0,0,884.45,3453.0,1,Churned,1,5898,Yes
-Female,30,No,No,Yes,Yes,3,United States,California,Deer Park,94576,"38.554383, -122.474773",38.554383,-122.474773,223,Q3,Yes,9,22,Offer D,Yes,25.98,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.25,555.4,0.0,0,571.56,1126.96,3,Stayed,0,4386,Yes
-Male,45,No,No,Yes,No,0,United States,California,Deer Park,94576,"38.554383, -122.474773",38.554383,-122.474773,223,Q3,Yes,3,70,Offer A,Yes,1.07,No,Yes,Fiber Optic,21,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,84.6,5706.2,0.0,0,74.9,5781.1,3,Stayed,0,5679,Yes
-Male,64,No,No,No,No,0,United States,California,Sunol,94586,"37.587494, -121.862856",37.587494,-121.862856,790,Q3,No,0,24,,Yes,32.49,No,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.35,2238.5,0.0,0,779.76,3018.26,1,Churned,1,5546,No
-Male,21,Yes,No,No,No,0,United States,California,Sunol,94586,"37.587494, -121.862856",37.587494,-121.862856,790,Q3,No,0,2,,Yes,23.52,No,Yes,DSL,48,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,70.3,132.4,0.0,0,47.04,179.44,3,Joined,0,4799,No
-Female,35,No,No,Yes,No,0,United States,California,Sunol,94586,"37.587494, -121.862856",37.587494,-121.862856,790,Q3,Yes,6,45,Offer B,Yes,42.32,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.5,1121.05,0.0,0,1904.4,3025.45,3,Stayed,0,3146,Yes
-Male,52,No,No,Yes,Yes,1,United States,California,Sunol,94586,"37.587494, -121.862856",37.587494,-121.862856,790,Q3,Yes,7,72,,Yes,15.96,No,Yes,DSL,26,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,68.4,4855.35,0.0,0,1149.12,6004.47,3,Stayed,0,5504,Yes
-Male,26,Yes,No,Yes,No,0,United States,California,Vallejo,94589,"38.161321, -122.271588",38.161321,-122.271588,"42,209",Q3,No,0,1,Offer E,Yes,23.06,No,Yes,Fiber Optic,52,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.75,90.75,0.0,0,23.06,113.81,3,Churned,1,5460,Yes
-Male,42,No,No,Yes,Yes,1,United States,California,Vallejo,94589,"38.161321, -122.271588",38.161321,-122.271588,"42,209",Q3,Yes,1,4,,Yes,37.23,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.55,284.9,0.0,0,148.92,433.82,4,Stayed,0,3708,Yes
-Male,59,No,No,Yes,Yes,3,United States,California,Vallejo,94589,"38.161321, -122.271588",38.161321,-122.271588,"42,209",Q3,Yes,6,40,Offer B,Yes,11.5,Yes,Yes,Fiber Optic,22,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,110.1,4469.1,0.0,0,460.0,4929.1,3,Stayed,0,2283,Yes
-Male,38,No,No,Yes,No,0,United States,California,Vallejo,94589,"38.161321, -122.271588",38.161321,-122.271588,"42,209",Q3,Yes,6,11,,Yes,44.2,No,Yes,DSL,15,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,55.05,608.15,0.0,0,486.2,1094.35,3,Stayed,0,2762,Yes
-Male,44,No,No,No,No,0,United States,California,Oakland,94618,"37.84551, -122.235181",37.84551,-122.235181,"15,438",Q3,No,0,22,Offer D,Yes,10.33,Yes,Yes,Fiber Optic,19,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.35,2317.1,0.0,0,227.26,2544.36,1,Churned,1,4694,No
-Male,27,Yes,No,Yes,No,0,United States,California,Oakland,94618,"37.84551, -122.235181",37.84551,-122.235181,"15,438",Q3,Yes,1,28,,Yes,33.63,No,Yes,DSL,48,Yes,No,No,Yes,No,No,No,No,One Year,No,Credit Card,54.35,1426.45,0.0,30,941.64,2398.09,5,Stayed,0,5105,Yes
-Male,49,No,No,No,No,0,United States,California,Oakland,94618,"37.84551, -122.235181",37.84551,-122.235181,"15,438",Q3,No,0,1,,Yes,36.28,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.75,20.75,0.0,0,36.28,57.03,3,Joined,0,2791,No
-Male,60,No,No,No,No,0,United States,California,Oakland,94618,"37.84551, -122.235181",37.84551,-122.235181,"15,438",Q3,No,0,57,,Yes,1.69,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.65,1125.6,0.0,0,96.33,1221.93,5,Stayed,0,4193,No
-Male,24,Yes,No,Yes,No,0,United States,California,Berkeley,94705,"37.858898, -122.240512",37.858898,-122.240512,"12,448",Q3,Yes,8,4,,Yes,48.64,Yes,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.65,301.4,0.0,0,194.56,495.96,1,Churned,1,4013,Yes
-Female,30,No,No,No,No,0,United States,California,Berkeley,94705,"37.858898, -122.240512",37.858898,-122.240512,"12,448",Q3,No,0,47,Offer B,Yes,40.25,Yes,Yes,Fiber Optic,69,Yes,No,Yes,No,Yes,No,No,Yes,One Year,No,Credit Card,94.9,4615.25,0.0,0,1891.75,6507.0,4,Stayed,0,4510,No
-Male,43,No,No,No,No,0,United States,California,Berkeley,94705,"37.858898, -122.240512",37.858898,-122.240512,"12,448",Q3,No,0,71,,Yes,39.08,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.55,1898.1,0.0,0,2774.68,4672.78,5,Stayed,0,6305,No
-Female,51,No,No,No,No,0,United States,California,Berkeley,94705,"37.858898, -122.240512",37.858898,-122.240512,"12,448",Q3,No,0,22,,No,0.0,No,Yes,Cable,22,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.35,1098.85,0.0,0,0.0,1098.85,3,Stayed,0,2875,No
-Male,55,No,No,Yes,No,0,United States,California,Richmond,94805,"37.941456, -122.320968",37.941456,-122.320968,"13,984",Q3,Yes,1,5,,Yes,1.16,Yes,Yes,Fiber Optic,7,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,78.75,412.1,0.0,10,5.8,427.9,2,Churned,1,3401,Yes
-Male,24,Yes,No,Yes,No,0,United States,California,Richmond,94805,"37.941456, -122.320968",37.941456,-122.320968,"13,984",Q3,Yes,1,65,Offer B,Yes,26.75,Yes,Yes,Cable,51,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,72.45,4653.85,14.23,0,1738.75,6378.37,1,Churned,1,4415,Yes
-Male,61,No,No,Yes,Yes,1,United States,California,Richmond,94805,"37.941456, -122.320968",37.941456,-122.320968,"13,984",Q3,Yes,5,68,Offer A,Yes,32.59,Yes,Yes,Fiber Optic,24,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,114.7,7849.85,0.0,0,2216.12,10065.97,3,Stayed,0,5671,Yes
-Male,57,No,No,No,Yes,2,United States,California,Richmond,94805,"37.941456, -122.320968",37.941456,-122.320968,"13,984",Q3,No,0,5,,Yes,13.54,No,Yes,DSL,21,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,48.65,235.2,0.0,0,67.7,302.9,5,Stayed,0,3307,No
-Female,47,No,No,No,No,0,United States,California,Inverness,94937,"38.099323, -122.945723",38.099323,-122.945723,"1,004",Q3,No,0,1,,Yes,46.49,Yes,Yes,DSL,14,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.1,50.1,0.0,0,46.49,96.59,2,Churned,1,4778,No
-Female,48,No,No,Yes,Yes,3,United States,California,Inverness,94937,"38.099323, -122.945723",38.099323,-122.945723,"1,004",Q3,Yes,1,16,Offer D,No,0.0,No,Yes,Cable,53,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,35.5,552.7,0.0,80,0.0,632.7,5,Stayed,0,2069,Yes
-Female,30,No,No,Yes,No,0,United States,California,Inverness,94937,"38.099323, -122.945723",38.099323,-122.945723,"1,004",Q3,Yes,10,6,Offer E,Yes,42.66,Yes,Yes,Cable,85,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.35,314.55,0.0,0,255.96,570.51,3,Stayed,0,3442,Yes
-Male,31,No,No,No,Yes,3,United States,California,Inverness,94937,"38.099323, -122.945723",38.099323,-122.945723,"1,004",Q3,No,0,39,,No,0.0,No,Yes,DSL,29,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,54.85,2191.7,0.0,0,0.0,2191.7,4,Stayed,0,3884,No
-Male,28,Yes,No,No,No,0,United States,California,Mill Valley,94941,"37.901371, -122.572024",37.901371,-122.572024,"28,727",Q3,No,0,3,Offer E,Yes,32.76,No,Yes,Fiber Optic,73,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.7,293.65,0.0,0,98.28,391.93,3,Churned,1,3916,No
-Female,47,No,No,No,No,0,United States,California,Mill Valley,94941,"37.901371, -122.572024",37.901371,-122.572024,"28,727",Q3,No,0,36,,Yes,41.33,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.55,620.75,0.0,0,1487.88,2108.63,5,Stayed,0,2691,No
-Female,40,No,No,No,No,0,United States,California,Mill Valley,94941,"37.901371, -122.572024",37.901371,-122.572024,"28,727",Q3,No,0,23,,Yes,14.45,Yes,Yes,Fiber Optic,19,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,98.7,2249.1,0.0,0,332.35,2581.45,5,Stayed,0,5781,No
-Female,20,Yes,No,Yes,Yes,2,United States,California,Mill Valley,94941,"37.901371, -122.572024",37.901371,-122.572024,"28,727",Q3,Yes,1,37,,Yes,2.68,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.35,683.75,0.0,0,99.16,782.91,5,Stayed,0,2360,Yes
-Male,44,No,No,No,No,0,United States,California,San Juan Bautista,95045,"36.810568, -121.503022",36.810568,-121.503022,"3,402",Q3,No,0,4,Offer E,No,0.0,No,Yes,Cable,20,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,44.55,174.3,0.0,10,0.0,184.3,2,Churned,1,5605,No
-Female,38,No,No,Yes,No,0,United States,California,San Juan Bautista,95045,"36.810568, -121.503022",36.810568,-121.503022,"3,402",Q3,Yes,4,7,,Yes,12.16,No,Yes,DSL,9,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,81.25,580.1,47.36,0,85.12,617.86,3,Stayed,0,5928,Yes
-Female,20,Yes,No,Yes,Yes,2,United States,California,San Juan Bautista,95045,"36.810568, -121.503022",36.810568,-121.503022,"3,402",Q3,Yes,3,7,,No,0.0,No,Yes,DSL,76,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,24.7,149.05,0.0,0,0.0,149.05,3,Stayed,0,3872,Yes
-Female,20,Yes,No,Yes,Yes,2,United States,California,San Juan Bautista,95045,"36.810568, -121.503022",36.810568,-121.503022,"3,402",Q3,Yes,1,41,,Yes,32.29,No,Yes,DSL,69,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,78.45,3126.45,0.0,0,1323.89,4450.34,3,Stayed,0,5468,Yes
-Male,41,No,No,Yes,Yes,3,United States,California,Santa Clara,95054,"37.393554, -121.965114",37.393554,-121.965114,"13,031",Q3,Yes,1,31,,No,0.0,No,Yes,DSL,23,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,35.4,1077.5,0.0,0,0.0,1077.5,1,Churned,1,2067,Yes
-Male,53,No,No,No,Yes,3,United States,California,Santa Clara,95054,"37.393554, -121.965114",37.393554,-121.965114,"13,031",Q3,No,0,15,,Yes,32.54,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,24.8,324.15,12.8,0,488.1,799.45,3,Stayed,0,3965,No
-Male,21,Yes,No,No,No,0,United States,California,Santa Clara,95054,"37.393554, -121.965114",37.393554,-121.965114,"13,031",Q3,No,0,24,,Yes,27.91,No,Yes,Fiber Optic,59,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.55,2187.15,0.0,0,669.84,2856.99,5,Stayed,0,2007,No
-Female,56,No,No,No,No,0,United States,California,Santa Clara,95054,"37.393554, -121.965114",37.393554,-121.965114,"13,031",Q3,No,0,58,,Yes,42.33,Yes,Yes,Cable,7,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,71.1,4299.2,0.0,0,2455.14,6754.34,3,Stayed,0,5395,No
-Female,45,No,No,No,No,0,United States,California,Santa Cruz,95060,"36.993451, -122.098858",36.993451,-122.098858,"43,192",Q3,No,0,1,Offer E,Yes,32.33,Yes,Yes,Fiber Optic,9,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,95.65,95.65,0.0,0,32.33,127.98,2,Churned,1,3473,No
-Male,47,No,No,Yes,No,0,United States,California,Santa Cruz,95060,"36.993451, -122.098858",36.993451,-122.098858,"43,192",Q3,Yes,1,6,,Yes,26.91,No,Yes,Fiber Optic,6,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,83.55,477.55,0.0,0,161.46,639.01,1,Churned,1,4242,Yes
-Female,21,Yes,No,Yes,Yes,3,United States,California,Santa Cruz,95060,"36.993451, -122.098858",36.993451,-122.098858,"43,192",Q3,Yes,4,20,,Yes,38.6,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.0,417.65,9.73,0,772.0,1179.92,3,Stayed,0,3402,Yes
-Male,62,No,No,No,No,0,United States,California,Santa Cruz,95060,"36.993451, -122.098858",36.993451,-122.098858,"43,192",Q3,No,0,19,Offer D,Yes,46.49,No,Yes,Cable,8,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,61.55,1093.2,0.0,0,883.31,1976.51,3,Stayed,0,5831,No
-Female,54,No,No,No,No,0,United States,California,San Jose,95120,"37.186141, -121.843554",37.186141,-121.843554,"37,090",Q3,No,0,15,Offer D,Yes,39.84,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.75,297.3,0.0,0,597.6,894.9,2,Churned,1,2428,No
-Male,32,No,No,No,No,0,United States,California,San Jose,95120,"37.186141, -121.843554",37.186141,-121.843554,"37,090",Q3,No,0,52,Offer B,Yes,15.1,Yes,Yes,Fiber Optic,17,No,No,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,89.45,4577.75,18.89,0,785.2,5344.06,3,Stayed,0,5386,No
-Male,28,Yes,No,Yes,No,0,United States,California,San Jose,95120,"37.186141, -121.843554",37.186141,-121.843554,"37,090",Q3,Yes,10,34,,Yes,13.97,Yes,Yes,Fiber Optic,48,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,88.85,3000.25,0.0,0,474.98,3475.23,3,Stayed,0,4014,Yes
-Female,50,No,No,Yes,Yes,1,United States,California,San Jose,95120,"37.186141, -121.843554",37.186141,-121.843554,"37,090",Q3,Yes,6,64,,Yes,19.23,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,24.9,1595.5,0.0,0,1230.72,2826.22,4,Stayed,0,5038,Yes
-Male,42,No,No,Yes,No,0,United States,California,San Jose,95121,"37.304681, -121.809955",37.304681,-121.809955,"37,127",Q3,Yes,1,17,Offer D,Yes,17.71,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92.55,1515.1,0.0,0,301.07,1816.17,3,Churned,1,5775,Yes
-Male,55,No,No,Yes,No,0,United States,California,San Jose,95121,"37.304681, -121.809955",37.304681,-121.809955,"37,127",Q3,Yes,3,1,Offer E,No,0.0,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,23.45,23.45,0.0,0,0.0,23.45,2,Churned,1,4517,Yes
-Female,57,No,No,Yes,Yes,3,United States,California,San Jose,95121,"37.304681, -121.809955",37.304681,-121.809955,"37,127",Q3,Yes,1,48,Offer B,Yes,30.41,Yes,Yes,Fiber Optic,53,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,105.25,4997.5,1.66,0,1459.68,6455.52,3,Stayed,0,4275,Yes
-Male,44,No,No,No,No,0,United States,California,San Jose,95121,"37.304681, -121.809955",37.304681,-121.809955,"37,127",Q3,No,0,30,,Yes,12.17,No,Yes,Fiber Optic,16,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,97.0,3021.3,0.0,0,365.1,3386.4,5,Stayed,0,4126,No
-Female,48,No,No,No,No,0,United States,California,San Jose,95131,"37.387027, -121.897775",37.387027,-121.897775,"26,389",Q3,No,0,25,,Yes,1.37,No,Yes,DSL,21,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,No,Credit Card,74.3,1863.8,0.0,0,34.25,1898.05,1,Churned,1,5175,No
-Male,26,Yes,No,No,No,0,United States,California,San Jose,95131,"37.387027, -121.897775",37.387027,-121.897775,"26,389",Q3,No,0,27,,Yes,20.66,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.4,529.8,0.0,0,557.82,1087.62,5,Stayed,0,3792,No
-Male,26,Yes,No,No,No,0,United States,California,San Jose,95131,"37.387027, -121.897775",37.387027,-121.897775,"26,389",Q3,No,0,37,,No,0.0,No,Yes,DSL,69,Yes,Yes,No,Yes,No,No,Yes,No,Two Year,Yes,Credit Card,40.55,1390.85,0.0,50,0.0,1440.85,3,Stayed,0,4050,No
-Male,50,No,No,Yes,No,0,United States,California,San Jose,95131,"37.387027, -121.897775",37.387027,-121.897775,"26,389",Q3,Yes,3,36,,Yes,5.99,Yes,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.0,3440.25,0.0,0,215.64,3655.89,5,Stayed,0,3057,Yes
-Female,63,No,No,No,No,0,United States,California,Stockton,95202,"37.959706, -121.287669",37.959706,-121.287669,"7,071",Q3,No,0,50,,Yes,27.7,Yes,Yes,Fiber Optic,28,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.65,5551.15,0.0,0,1385.0,6936.15,1,Churned,1,5855,No
-Male,39,No,No,No,No,0,United States,California,Stockton,95202,"37.959706, -121.287669",37.959706,-121.287669,"7,071",Q3,No,0,3,,Yes,31.88,No,Yes,Fiber Optic,7,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.5,242.05,0.0,0,95.64,337.69,2,Churned,1,3567,No
-Male,19,Yes,No,Yes,Yes,2,United States,California,Stockton,95202,"37.959706, -121.287669",37.959706,-121.287669,"7,071",Q3,Yes,7,11,,Yes,16.71,Yes,Yes,DSL,59,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,65.15,723.35,0.0,0,183.81,907.16,3,Stayed,0,5942,Yes
-Male,56,No,No,No,No,0,United States,California,Stockton,95202,"37.959706, -121.287669",37.959706,-121.287669,"7,071",Q3,No,0,57,Offer B,Yes,12.99,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.55,1252.85,0.0,0,740.43,1993.28,3,Stayed,0,4565,No
-Male,25,Yes,No,No,No,0,United States,California,Stockton,95212,"38.049457, -121.21653",38.049457,-121.21653,"6,951",Q3,No,0,10,Offer D,Yes,40.22,No,Yes,Fiber Optic,41,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.9,1048.85,0.0,0,402.2,1451.05,1,Churned,1,2832,No
-Male,29,Yes,No,No,No,0,United States,California,Stockton,95212,"38.049457, -121.21653",38.049457,-121.21653,"6,951",Q3,No,0,15,Offer D,Yes,14.79,Yes,Yes,DSL,59,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,58.6,939.7,0.0,0,221.85,1161.55,2,Churned,1,2003,No
-Male,46,No,No,No,No,0,United States,California,Stockton,95212,"38.049457, -121.21653",38.049457,-121.21653,"6,951",Q3,No,0,29,Offer C,No,0.0,No,Yes,DSL,8,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Mailed Check,35.6,1072.6,0.0,0,0.0,1072.6,4,Stayed,0,3898,No
-Female,41,No,No,Yes,No,0,United States,California,Stockton,95212,"38.049457, -121.21653",38.049457,-121.21653,"6,951",Q3,Yes,5,64,Offer B,Yes,11.85,Yes,Yes,DSL,2,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,85.0,5484.4,0.0,0,758.4,6242.8,4,Stayed,0,5472,Yes
-Male,53,No,No,Yes,No,0,United States,California,Avery,95224,"38.208336, -120.339938",38.208336,-120.339938,115,Q3,Yes,1,9,Offer E,No,0.0,No,Yes,DSL,15,No,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,24.1,259.8,0.0,0,0.0,259.8,2,Churned,1,3195,Yes
-Male,57,No,No,No,No,0,United States,California,Avery,95224,"38.208336, -120.339938",38.208336,-120.339938,115,Q3,No,0,7,,Yes,5.61,No,Yes,DSL,24,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Mailed Check,54.85,370.4,0.0,0,39.27,409.67,3,Stayed,0,3481,No
-Female,38,No,No,Yes,No,0,United States,California,Avery,95224,"38.208336, -120.339938",38.208336,-120.339938,115,Q3,Yes,2,68,Offer A,Yes,26.64,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.95,1614.9,0.0,0,1811.52,3426.42,5,Stayed,0,6146,Yes
-Male,32,No,No,No,No,0,United States,California,Avery,95224,"38.208336, -120.339938",38.208336,-120.339938,115,Q3,No,0,18,,No,0.0,No,Yes,DSL,8,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25.15,476.8,0.0,0,0.0,476.8,3,Stayed,0,2675,No
-Male,43,No,No,Yes,No,0,United States,California,Mountain Ranch,95246,"38.264262, -120.515133",38.264262,-120.515133,"1,692",Q3,Yes,1,29,,Yes,40.49,No,Yes,Fiber Optic,15,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,94.65,2649.15,0.0,0,1174.21,3823.36,1,Churned,1,5150,Yes
-Female,56,No,No,No,No,0,United States,California,Mountain Ranch,95246,"38.264262, -120.515133",38.264262,-120.515133,"1,692",Q3,No,0,5,,Yes,49.4,Yes,Yes,Cable,22,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,53.8,283.95,0.0,10,247.0,540.95,4,Stayed,0,2182,No
-Male,22,Yes,No,No,No,0,United States,California,Mountain Ranch,95246,"38.264262, -120.515133",38.264262,-120.515133,"1,692",Q3,No,0,7,,Yes,26.76,No,Yes,DSL,46,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.65,322.5,0.0,0,187.32,509.82,4,Stayed,0,4300,No
-Female,21,Yes,No,No,No,0,United States,California,Mountain Ranch,95246,"38.264262, -120.515133",38.264262,-120.515133,"1,692",Q3,No,0,17,,Yes,42.42,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.55,280.85,0.0,0,721.14,1001.99,3,Stayed,0,4947,No
-Male,41,No,No,No,No,0,United States,California,Planada,95365,"37.329725, -120.306399",37.329725,-120.306399,"4,150",Q3,No,0,25,,Yes,34.88,Yes,Yes,Fiber Optic,8,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.7,2362.1,0.0,0,872.0,3234.1,1,Churned,1,5641,No
-Male,64,No,No,No,No,0,United States,California,Planada,95365,"37.329725, -120.306399",37.329725,-120.306399,"4,150",Q3,No,0,4,Offer E,Yes,40.15,No,Yes,DSL,19,No,No,No,No,No,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,54.3,195.3,0.0,80,160.6,435.9,2,Churned,1,5834,No
-Male,24,Yes,No,No,No,0,United States,California,Planada,95365,"37.329725, -120.306399",37.329725,-120.306399,"4,150",Q3,No,0,9,Offer E,No,0.0,No,Yes,DSL,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,24.6,190.1,0.0,0,0.0,190.1,5,Stayed,0,2323,No
-Male,22,Yes,No,No,No,0,United States,California,Planada,95365,"37.329725, -120.306399",37.329725,-120.306399,"4,150",Q3,No,0,32,,Yes,46.33,No,Yes,Fiber Optic,85,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,93.4,2979.3,0.0,0,1482.56,4461.86,3,Stayed,0,3224,No
-Female,39,No,No,No,No,0,United States,California,Santa Rosa,95401,"38.460517, -122.790335",38.460517,-122.790335,"36,125",Q3,No,0,1,,Yes,33.88,No,Yes,Fiber Optic,26,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.7,79.7,0.0,0,33.88,113.58,3,Churned,1,2066,No
-Male,20,Yes,No,No,No,0,United States,California,Santa Rosa,95401,"38.460517, -122.790335",38.460517,-122.790335,"36,125",Q3,No,0,4,Offer E,Yes,29.98,Yes,Yes,Fiber Optic,71,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,72.2,305.55,0.0,0,119.92,425.47,2,Churned,1,5668,No
-Female,25,Yes,No,Yes,Yes,2,United States,California,Santa Rosa,95401,"38.460517, -122.790335",38.460517,-122.790335,"36,125",Q3,Yes,9,3,Offer E,Yes,11.47,No,Yes,DSL,51,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,58.7,168.6,0.0,0,34.41,203.01,3,Joined,0,3654,Yes
-Male,27,Yes,No,Yes,Yes,1,United States,California,Santa Rosa,95401,"38.460517, -122.790335",38.460517,-122.790335,"36,125",Q3,Yes,8,41,Offer B,Yes,39.53,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.5,798.2,0.0,0,1620.73,2418.93,4,Stayed,0,2446,Yes
-Male,46,No,No,No,No,0,United States,California,Santa Rosa,95404,"38.526941, -122.709096",38.526941,-122.709096,"35,057",Q3,No,0,22,Offer D,Yes,49.43,Yes,Yes,Cable,17,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,59.0,1254.7,0.0,0,1087.46,2342.16,3,Churned,1,2195,No
-Male,36,No,No,No,No,0,United States,California,Santa Rosa,95404,"38.526941, -122.709096",38.526941,-122.709096,"35,057",Q3,No,0,17,Offer D,Yes,46.6,No,Yes,Cable,2,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,51.5,900.5,35.34,0,792.2,1657.36,1,Churned,1,5659,No
-Male,58,No,No,No,No,0,United States,California,Santa Rosa,95404,"38.526941, -122.709096",38.526941,-122.709096,"35,057",Q3,No,0,30,,Yes,2.64,Yes,Yes,DSL,15,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,64.5,1888.45,0.0,0,79.2,1967.65,3,Stayed,0,5039,No
-Female,45,No,No,No,No,0,United States,California,Santa Rosa,95404,"38.526941, -122.709096",38.526941,-122.709096,"35,057",Q3,No,0,1,Offer E,Yes,9.82,No,Yes,Cable,13,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.15,44.15,0.0,0,9.82,53.97,4,Joined,0,3103,No
-Female,51,No,No,No,No,0,United States,California,Santa Rosa,95405,"38.439696, -122.668817",38.439696,-122.668817,"22,250",Q3,No,0,48,,Yes,33.91,No,Yes,DSL,13,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,60.35,2896.4,0.0,0,1627.68,4524.08,1,Churned,1,2681,No
-Female,28,Yes,No,Yes,No,0,United States,California,Santa Rosa,95405,"38.439696, -122.668817",38.439696,-122.668817,"22,250",Q3,Yes,1,12,,Yes,40.63,Yes,Yes,Fiber Optic,59,No,Yes,Yes,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.5,916.9,0.0,0,487.56,1404.46,1,Churned,1,4154,Yes
-Female,20,Yes,No,Yes,No,0,United States,California,Santa Rosa,95405,"38.439696, -122.668817",38.439696,-122.668817,"22,250",Q3,Yes,8,21,Offer D,No,0.0,No,Yes,DSL,59,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,28.5,629.35,0.0,0,0.0,629.35,4,Stayed,0,3766,Yes
-Male,31,No,No,Yes,Yes,3,United States,California,Santa Rosa,95405,"38.439696, -122.668817",38.439696,-122.668817,"22,250",Q3,Yes,1,25,,Yes,23.69,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.5,630.6,44.42,0,592.25,1178.43,3,Stayed,0,5230,Yes
-Male,52,No,No,No,No,0,United States,California,Clearlake Oaks,95423,"39.07116, -122.598542",39.07116,-122.598542,"3,684",Q3,No,0,25,,Yes,24.91,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,70.95,1767.35,0.0,20,622.75,2410.1,1,Churned,1,4881,No
-Male,58,No,No,No,No,0,United States,California,Clearlake Oaks,95423,"39.07116, -122.598542",39.07116,-122.598542,"3,684",Q3,No,0,2,,Yes,11.75,No,Yes,Fiber Optic,4,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,67.75,116.65,0.0,0,23.5,140.15,2,Churned,1,2299,No
-Male,62,No,No,No,No,0,United States,California,Clearlake Oaks,95423,"39.07116, -122.598542",39.07116,-122.598542,"3,684",Q3,No,0,1,Offer E,Yes,46.59,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.45,19.45,0.0,0,46.59,66.04,3,Joined,0,5820,No
-Male,53,No,No,Yes,No,0,United States,California,Clearlake Oaks,95423,"39.07116, -122.598542",39.07116,-122.598542,"3,684",Q3,Yes,1,61,,Yes,43.48,Yes,Yes,DSL,20,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,80.8,4860.85,17.17,0,2652.28,7495.96,4,Stayed,0,4302,Yes
-Male,51,No,No,Yes,No,0,United States,California,Covelo,95428,"39.83307, -123.178765",39.83307,-123.178765,"2,296",Q3,Yes,1,18,,Yes,11.3,Yes,Yes,Fiber Optic,16,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.4,1742.95,0.0,0,203.4,1946.35,1,Churned,1,2421,Yes
-Female,39,No,No,Yes,No,0,United States,California,Covelo,95428,"39.83307, -123.178765",39.83307,-123.178765,"2,296",Q3,Yes,9,72,,Yes,10.87,Yes,Yes,DSL,24,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,85.9,6110.75,0.0,0,782.64,6893.39,4,Stayed,0,6361,Yes
-Male,22,Yes,No,Yes,Yes,3,United States,California,Covelo,95428,"39.83307, -123.178765",39.83307,-123.178765,"2,296",Q3,Yes,9,9,Offer E,Yes,30.46,Yes,Yes,Fiber Optic,82,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,90.35,767.9,0.0,0,274.14,1042.04,3,Stayed,0,2993,Yes
-Male,52,No,No,No,No,0,United States,California,Covelo,95428,"39.83307, -123.178765",39.83307,-123.178765,"2,296",Q3,No,0,15,Offer D,No,0.0,No,Yes,DSL,14,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,50.75,688.2,32.55,0,0.0,655.65,5,Stayed,0,5091,No
-Female,50,No,No,No,No,0,United States,California,Eldridge,95431,"38.348884, -122.51699",38.348884,-122.51699,363,Q3,No,0,1,,Yes,3.84,No,Yes,Fiber Optic,2,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,73.5,73.5,0.0,0,3.84,77.34,2,Churned,1,4378,No
-Female,60,No,No,No,No,0,United States,California,Eldridge,95431,"38.348884, -122.51699",38.348884,-122.51699,363,Q3,No,0,10,,Yes,49.7,Yes,Yes,Fiber Optic,10,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.05,830.7,0.0,0,497.0,1327.7,1,Churned,1,3740,No
-Male,45,No,No,No,No,0,United States,California,Guerneville,95446,"38.52576, -123.013347",38.52576,-123.013347,"4,913",Q3,No,0,9,,Yes,19.22,Yes,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.5,829.1,0.0,0,172.98,1002.08,2,Churned,1,5007,No
-Male,56,No,No,Yes,Yes,3,United States,California,Guerneville,95446,"38.52576, -123.013347",38.52576,-123.013347,"4,913",Q3,Yes,3,62,,Yes,40.66,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,115.55,7159.05,0.0,0,2520.92,9679.97,3,Stayed,0,6349,Yes
-Male,51,No,No,Yes,Yes,1,United States,California,Guerneville,95446,"38.52576, -123.013347",38.52576,-123.013347,"4,913",Q3,Yes,5,72,,Yes,37.11,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.55,1432.55,0.0,0,2671.92,4104.47,5,Stayed,0,5809,Yes
-Male,31,No,No,Yes,Yes,1,United States,California,Guerneville,95446,"38.52576, -123.013347",38.52576,-123.013347,"4,913",Q3,Yes,9,72,Offer A,Yes,7.16,Yes,Yes,Fiber Optic,24,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,106.1,7548.6,23.39,0,515.52,8040.73,3,Stayed,0,4890,Yes
-Male,20,Yes,No,No,No,0,United States,California,Jenner,95450,"38.505995, -123.187019",38.505995,-123.187019,438,Q3,No,0,11,,Yes,5.4,No,Yes,Fiber Optic,41,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.55,824.75,0.0,0,59.4,884.15,2,Churned,1,4601,No
-Male,20,Yes,No,Yes,Yes,1,United States,California,Jenner,95450,"38.505995, -123.187019",38.505995,-123.187019,438,Q3,Yes,10,5,,Yes,8.04,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.45,86.05,0.0,0,40.2,126.25,3,Stayed,0,4573,Yes
-Male,40,No,No,Yes,Yes,1,United States,California,Jenner,95450,"38.505995, -123.187019",38.505995,-123.187019,438,Q3,Yes,2,16,,Yes,31.99,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.75,313.4,0.0,0,511.84,825.24,4,Stayed,0,3677,Yes
-Male,31,No,No,No,Yes,1,United States,California,Jenner,95450,"38.505995, -123.187019",38.505995,-123.187019,438,Q3,No,0,70,,Yes,26.62,Yes,Yes,Cable,19,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,64.95,4551.5,20.87,0,1863.4,6394.03,4,Stayed,0,5392,No
-Female,35,No,No,No,No,0,United States,California,Eureka,95501,"40.796621, -124.15428",40.796621,-124.15428,"23,224",Q3,No,0,7,,Yes,18.1,Yes,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,75.45,480.75,0.0,0,126.7,607.45,1,Churned,1,2872,No
-Female,41,No,No,Yes,No,0,United States,California,Eureka,95501,"40.796621, -124.15428",40.796621,-124.15428,"23,224",Q3,Yes,10,45,,Yes,26.01,No,Yes,Cable,29,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,81.0,3533.6,0.0,0,1170.45,4704.05,3,Stayed,0,2934,Yes
-Female,50,No,No,Yes,Yes,2,United States,California,Eureka,95501,"40.796621, -124.15428",40.796621,-124.15428,"23,224",Q3,Yes,1,11,,Yes,15.04,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.0,300.7,0.0,0,165.44,466.14,4,Stayed,0,5409,Yes
-Female,55,No,No,Yes,No,0,United States,California,Eureka,95501,"40.796621, -124.15428",40.796621,-124.15428,"23,224",Q3,Yes,4,3,Offer E,Yes,41.36,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.9,45.75,0.0,0,124.08,169.83,5,Joined,0,3716,Yes
-Male,60,No,No,No,No,0,United States,California,Eureka,95503,"40.737431, -124.108897",40.737431,-124.108897,"23,570",Q3,No,0,7,,Yes,15.51,Yes,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.85,635.6,0.0,0,108.57,744.17,1,Churned,1,3506,No
-Female,47,No,No,Yes,Yes,3,United States,California,Eureka,95503,"40.737431, -124.108897",40.737431,-124.108897,"23,570",Q3,Yes,5,69,,Yes,38.39,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.7,1396.9,0.0,0,2648.91,4045.81,5,Stayed,0,4131,Yes
-Male,20,Yes,No,No,Yes,1,United States,California,Eureka,95503,"40.737431, -124.108897",40.737431,-124.108897,"23,570",Q3,No,0,1,,Yes,41.39,No,Yes,Cable,48,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,59.55,59.55,0.0,0,41.39,100.94,3,Joined,0,5824,No
-Male,39,No,No,Yes,Yes,3,United States,California,Eureka,95503,"40.737431, -124.108897",40.737431,-124.108897,"23,570",Q3,Yes,7,60,,Yes,27.2,No,Yes,DSL,21,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,76.95,4543.95,0.0,0,1632.0,6175.95,4,Stayed,0,5053,Yes
-Male,35,No,No,No,No,0,United States,California,West Sacramento,95605,"38.592745, -121.540036",38.592745,-121.540036,"12,756",Q3,No,0,27,,Yes,24.72,Yes,Yes,Fiber Optic,29,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.5,2180.55,0.0,0,667.44,2847.99,1,Churned,1,2518,No
-Male,43,No,No,Yes,Yes,2,United States,California,West Sacramento,95605,"38.592745, -121.540036",38.592745,-121.540036,"12,756",Q3,Yes,3,11,,Yes,16.67,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.45,250.8,0.0,0,183.37,434.17,5,Stayed,0,2606,Yes
-Female,45,No,No,No,No,0,United States,California,West Sacramento,95605,"38.592745, -121.540036",38.592745,-121.540036,"12,756",Q3,No,0,32,Offer C,Yes,33.45,Yes,Yes,DSL,5,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,74.75,2282.95,0.0,0,1070.4,3353.35,4,Stayed,0,2830,No
-Female,35,No,No,No,No,0,United States,California,West Sacramento,95605,"38.592745, -121.540036",38.592745,-121.540036,"12,756",Q3,No,0,32,Offer C,Yes,15.53,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.9,601.55,0.0,0,496.96,1098.51,3,Stayed,0,4374,No
-Male,44,No,No,Yes,No,0,United States,California,Brooks,95606,"38.809804, -122.241383",38.809804,-122.241383,382,Q3,Yes,1,1,,Yes,32.35,No,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,89.15,89.15,0.0,0,32.35,121.5,1,Churned,1,3123,Yes
-Male,38,No,No,Yes,No,0,United States,California,Brooks,95606,"38.809804, -122.241383",38.809804,-122.241383,382,Q3,Yes,8,72,,No,0.0,No,Yes,Cable,15,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,60.95,4549.05,0.0,0,0.0,4549.05,4,Stayed,0,4147,Yes
-Female,59,No,No,Yes,Yes,3,United States,California,Brooks,95606,"38.809804, -122.241383",38.809804,-122.241383,382,Q3,Yes,3,22,Offer D,Yes,4.67,Yes,Yes,Fiber Optic,58,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.8,1615.1,0.0,0,102.74,1717.84,5,Stayed,0,4479,Yes
-Female,32,No,No,No,No,0,United States,California,Brooks,95606,"38.809804, -122.241383",38.809804,-122.241383,382,Q3,No,0,2,,Yes,44.77,No,Yes,Fiber Optic,9,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.35,139.25,0.0,0,89.54,228.79,5,Joined,0,3430,No
-Female,45,No,No,No,No,0,United States,California,El Dorado,95623,"38.63153, -120.842609",38.63153,-120.842609,"4,097",Q3,No,0,3,,Yes,25.96,No,Yes,DSL,7,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55.3,196.15,0.0,0,77.88,274.03,1,Churned,1,3190,No
-Female,63,No,No,Yes,No,0,United States,California,El Dorado,95623,"38.63153, -120.842609",38.63153,-120.842609,"4,097",Q3,Yes,10,51,Offer B,Yes,33.93,No,Yes,DSL,13,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,85.5,4421.95,0.0,0,1730.43,6152.38,3,Stayed,0,6261,Yes
-Female,28,Yes,No,No,Yes,2,United States,California,El Dorado,95623,"38.63153, -120.842609",38.63153,-120.842609,"4,097",Q3,No,0,2,Offer E,Yes,32.06,No,Yes,Cable,52,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,61.2,125.95,0.0,0,64.12,190.07,4,Joined,0,5056,No
-Female,56,No,No,Yes,Yes,1,United States,California,El Dorado,95623,"38.63153, -120.842609",38.63153,-120.842609,"4,097",Q3,Yes,4,30,Offer C,Yes,36.74,No,Yes,Cable,18,No,No,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,64.5,1985.15,0.0,0,1102.2,3087.35,5,Stayed,0,2215,Yes
-Female,34,No,No,Yes,No,0,United States,California,Garden Valley,95633,"38.852544, -120.837669",38.852544,-120.837669,"2,536",Q3,Yes,1,16,,Yes,6.82,Yes,Yes,Fiber Optic,7,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.95,1378.25,0.0,0,109.12,1487.37,3,Churned,1,3075,Yes
-Female,34,No,No,No,No,0,United States,California,Garden Valley,95633,"38.852544, -120.837669",38.852544,-120.837669,"2,536",Q3,No,0,2,,Yes,42.89,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.2,193.8,0.0,0,85.78,279.58,2,Churned,1,5299,No
-Male,63,No,No,Yes,No,0,United States,California,Garden Valley,95633,"38.852544, -120.837669",38.852544,-120.837669,"2,536",Q3,Yes,3,45,Offer B,Yes,30.8,No,Yes,Cable,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,84.35,3858.05,0.0,0,1386.0,5244.05,3,Stayed,0,3403,Yes
-Female,33,No,No,Yes,No,0,United States,California,Garden Valley,95633,"38.852544, -120.837669",38.852544,-120.837669,"2,536",Q3,Yes,2,23,Offer D,Yes,22.17,Yes,Yes,Fiber Optic,15,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,90.15,2044.95,0.0,0,509.91,2554.86,4,Stayed,0,5110,Yes
-Female,32,No,No,No,No,0,United States,California,Nicolaus,95659,"38.788898, -121.608624",38.788898,-121.608624,751,Q3,No,0,1,,Yes,38.31,No,Yes,Cable,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.4,45.4,0.0,0,38.31,83.71,2,Churned,1,2168,No
-Male,21,Yes,No,Yes,No,0,United States,California,Nicolaus,95659,"38.788898, -121.608624",38.788898,-121.608624,751,Q3,Yes,3,33,,Yes,49.37,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.1,620.55,0.0,0,1629.21,2249.76,5,Stayed,0,3636,Yes
-Female,36,No,No,No,No,0,United States,California,Nicolaus,95659,"38.788898, -121.608624",38.788898,-121.608624,751,Q3,No,0,59,,Yes,30.44,No,Yes,Fiber Optic,30,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,95.8,5655.45,0.0,0,1795.96,7451.41,3,Stayed,0,5470,No
-Female,49,No,No,No,No,0,United States,California,Nicolaus,95659,"38.788898, -121.608624",38.788898,-121.608624,751,Q3,No,0,26,,Yes,37.51,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.05,1815.65,0.0,0,975.26,2790.91,3,Stayed,0,5379,No
-Male,62,No,No,No,No,0,United States,California,Rancho Cordova,95670,"38.602723, -121.279913",38.602723,-121.279913,"49,729",Q3,No,0,49,,Yes,19.08,Yes,Yes,Fiber Optic,24,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,75.2,3678.3,0.0,20,934.92,4633.22,2,Churned,1,5283,No
-Male,40,No,No,No,No,0,United States,California,Rancho Cordova,95670,"38.602723, -121.279913",38.602723,-121.279913,"49,729",Q3,No,0,8,Offer E,Yes,25.72,No,Yes,Cable,24,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,66.25,546.45,0.0,0,205.76,752.21,5,Stayed,0,3026,No
-Male,35,No,No,No,Yes,3,United States,California,Rancho Cordova,95670,"38.602723, -121.279913",38.602723,-121.279913,"49,729",Q3,No,0,49,,Yes,4.76,Yes,Yes,Fiber Optic,58,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,109.2,5290.45,0.0,0,233.24,5523.69,3,Stayed,0,6005,No
-Male,43,No,No,Yes,Yes,3,United States,California,Rancho Cordova,95670,"38.602723, -121.279913",38.602723,-121.279913,"49,729",Q3,Yes,9,55,,Yes,13.45,No,Yes,Fiber Optic,53,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,79.4,4238.45,0.0,0,739.75,4978.2,4,Stayed,0,4162,Yes
-Female,50,No,No,No,No,0,United States,California,Rio Oso,95674,"38.954144, -121.482536",38.954144,-121.482536,947,Q3,No,0,17,,Yes,24.31,Yes,Yes,DSL,21,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Mailed Check,55.85,937.5,0.0,0,413.27,1350.77,2,Churned,1,5472,No
-Male,64,No,No,No,Yes,3,United States,California,Rio Oso,95674,"38.954144, -121.482536",38.954144,-121.482536,947,Q3,No,0,66,Offer A,Yes,23.81,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.3,1673.8,0.0,0,1571.46,3245.26,4,Stayed,0,6019,No
-Female,61,No,No,Yes,Yes,2,United States,California,Rio Oso,95674,"38.954144, -121.482536",38.954144,-121.482536,947,Q3,Yes,7,6,Offer E,No,0.0,No,Yes,Cable,10,No,Yes,Yes,Yes,No,No,No,No,Two Year,No,Credit Card,40.55,217.5,0.0,50,0.0,267.5,5,Stayed,0,2866,Yes
-Female,50,No,No,No,No,0,United States,California,Rio Oso,95674,"38.954144, -121.482536",38.954144,-121.482536,947,Q3,No,0,2,,Yes,41.08,Yes,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.9,136.05,0.0,0,82.16,218.21,4,Joined,0,2044,No
-Male,53,No,No,No,No,0,United States,California,Thornton,95686,"38.157794, -121.520223",38.157794,-121.520223,"1,472",Q3,No,0,6,,Yes,21.97,No,Yes,Fiber Optic,9,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.4,556.35,0.0,0,131.82,688.17,3,Churned,1,4539,No
-Male,46,No,No,No,No,0,United States,California,Thornton,95686,"38.157794, -121.520223",38.157794,-121.520223,"1,472",Q3,No,0,36,,Yes,24.66,Yes,Yes,Fiber Optic,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.9,3067.2,0.0,0,887.76,3954.96,1,Churned,1,2455,No
-Male,51,No,No,No,No,0,United States,California,Thornton,95686,"38.157794, -121.520223",38.157794,-121.520223,"1,472",Q3,No,0,64,Offer B,Yes,9.95,No,Yes,Fiber Optic,2,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,100.3,6603.8,0.0,0,636.8,7240.6,5,Stayed,0,4986,No
-Female,19,Yes,No,No,No,0,United States,California,Thornton,95686,"38.157794, -121.520223",38.157794,-121.520223,"1,472",Q3,No,0,24,,Yes,26.64,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.15,553.0,0.0,0,639.36,1192.36,5,Stayed,0,3904,No
-Male,48,No,No,No,No,0,United States,California,Dutch Flat,95714,"39.197215, -120.83679",39.197215,-120.83679,350,Q3,No,0,4,Offer E,Yes,42.8,No,Yes,Fiber Optic,28,No,No,No,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,77.85,299.2,0.0,10,171.2,480.4,2,Churned,1,2140,No
-Male,28,Yes,No,No,No,0,United States,California,Dutch Flat,95714,"39.197215, -120.83679",39.197215,-120.83679,350,Q3,No,0,4,Offer E,Yes,26.16,Yes,Yes,Fiber Optic,85,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.7,364.55,1.48,0,104.64,467.71,2,Churned,1,2777,No
-Male,43,No,No,Yes,Yes,3,United States,California,Dutch Flat,95714,"39.197215, -120.83679",39.197215,-120.83679,350,Q3,Yes,10,45,,Yes,47.31,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,24.45,1088.25,0.0,0,2128.95,3217.2,5,Stayed,0,3586,Yes
-Male,62,No,No,Yes,No,0,United States,California,Dutch Flat,95714,"39.197215, -120.83679",39.197215,-120.83679,350,Q3,Yes,9,12,Offer D,Yes,39.0,No,Yes,Fiber Optic,7,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.6,959.9,0.0,0,468.0,1427.9,4,Stayed,0,2499,Yes
-Male,50,No,No,No,No,0,United States,California,Echo Lake,95721,"38.851842, -120.076204",38.851842,-120.076204,69,Q3,No,0,3,Offer E,Yes,13.83,Yes,Yes,Fiber Optic,14,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.35,323.25,0.0,0,41.49,364.74,3,Churned,1,3662,No
-Male,47,No,No,Yes,No,0,United States,California,Echo Lake,95721,"38.851842, -120.076204",38.851842,-120.076204,69,Q3,Yes,2,9,Offer E,Yes,34.64,No,Yes,DSL,7,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,68.95,593.85,0.0,0,311.76,905.61,3,Stayed,0,2452,Yes
-Female,26,Yes,No,Yes,No,0,United States,California,Echo Lake,95721,"38.851842, -120.076204",38.851842,-120.076204,69,Q3,Yes,4,72,Offer A,Yes,24.32,Yes,Yes,Fiber Optic,76,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,115.5,8312.75,0.0,0,1751.04,10063.79,3,Stayed,0,4697,Yes
-Female,52,No,No,Yes,Yes,2,United States,California,Echo Lake,95721,"38.851842, -120.076204",38.851842,-120.076204,69,Q3,Yes,4,58,,Yes,43.52,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.55,1079.65,0.0,0,2524.16,3603.81,4,Stayed,0,4125,Yes
-Male,22,Yes,No,No,No,0,United States,California,Weimar,95736,"39.00978, -120.978273",39.00978,-120.978273,31,Q3,No,0,1,,Yes,14.58,No,Yes,DSL,73,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,53.5,53.5,0.0,0,14.58,68.08,1,Churned,1,5094,No
-Female,61,No,No,No,No,0,United States,California,Weimar,95736,"39.00978, -120.978273",39.00978,-120.978273,31,Q3,No,0,40,,Yes,23.28,No,Yes,Cable,6,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,50.25,2023.55,0.0,0,931.2,2954.75,5,Stayed,0,2449,No
-Male,31,No,No,No,No,0,United States,California,Weimar,95736,"39.00978, -120.978273",39.00978,-120.978273,31,Q3,No,0,72,Offer A,Yes,23.43,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.8,1521.2,0.0,0,1686.96,3208.16,5,Stayed,0,4626,No
-Female,60,No,No,No,No,0,United States,California,Weimar,95736,"39.00978, -120.978273",39.00978,-120.978273,31,Q3,No,0,8,,Yes,17.52,No,Yes,DSL,28,Yes,Yes,No,Yes,No,No,No,No,One Year,No,Bank Withdrawal,58.2,469.25,0.0,30,140.16,639.41,4,Stayed,0,3325,No
-Female,21,Yes,No,No,No,0,United States,California,Sacramento,95818,"38.556306, -121.495817",38.556306,-121.495817,"21,313",Q3,No,0,5,,Yes,3.61,No,Yes,DSL,69,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.2,308.25,0.0,0,18.05,326.3,1,Churned,1,5476,No
-Male,51,No,No,Yes,Yes,3,United States,California,Sacramento,95818,"38.556306, -121.495817",38.556306,-121.495817,"21,313",Q3,No,0,8,Offer E,Yes,34.87,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,19.35,152.6,0.0,0,278.96,431.56,3,Stayed,0,5416,Yes
-Male,47,No,No,Yes,No,0,United States,California,Sacramento,95818,"38.556306, -121.495817",38.556306,-121.495817,"21,313",Q3,Yes,5,68,Offer A,Yes,22.83,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.25,1728.2,0.0,0,1552.44,3280.64,3,Stayed,0,4571,Yes
-Female,56,No,No,No,No,0,United States,California,Sacramento,95818,"38.556306, -121.495817",38.556306,-121.495817,"21,313",Q3,No,0,39,,No,0.0,No,Yes,DSL,6,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,50.65,1905.4,3.51,0,0.0,1901.89,4,Stayed,0,5433,No
-Male,47,No,No,Yes,No,0,United States,California,Sacramento,95827,"38.549185, -121.328386",38.549185,-121.328386,"19,611",Q3,Yes,1,72,,Yes,3.07,Yes,Yes,Fiber Optic,23,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,103.4,7372.65,0.0,0,221.04,7593.69,3,Churned,1,5055,Yes
-Female,38,No,No,No,No,0,United States,California,Sacramento,95827,"38.549185, -121.328386",38.549185,-121.328386,"19,611",Q3,No,0,60,,Yes,16.81,No,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99.65,5941.05,0.0,0,1008.6,6949.65,4,Stayed,0,4616,No
-Female,49,No,No,Yes,Yes,2,United States,California,Sacramento,95827,"38.549185, -121.328386",38.549185,-121.328386,"19,611",Q3,Yes,5,58,Offer B,Yes,40.74,No,Yes,Fiber Optic,17,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.55,5511.65,0.0,0,2362.92,7874.57,3,Stayed,0,6423,Yes
-Female,55,No,No,Yes,No,0,United States,California,Sacramento,95827,"38.549185, -121.328386",38.549185,-121.328386,"19,611",Q3,Yes,7,58,,No,0.0,No,Yes,DSL,29,Yes,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,45.35,2540.1,4.08,0,0.0,2536.02,3,Stayed,0,5137,Yes
-Male,64,No,No,No,No,0,United States,California,Chico,95926,"39.745712, -121.84333",39.745712,-121.84333,"35,808",Q3,No,0,2,,No,0.0,No,Yes,Cable,11,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,29.85,75.6,0.0,0,0.0,75.6,2,Churned,1,4268,No
-Female,49,No,No,No,No,0,United States,California,Chico,95926,"39.745712, -121.84333",39.745712,-121.84333,"35,808",Q3,No,0,56,,Yes,32.43,Yes,Yes,Fiber Optic,2,No,Yes,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,106.8,5914.4,0.0,30,1816.08,7760.48,3,Stayed,0,6161,No
-Male,51,No,No,Yes,No,0,United States,California,Chico,95926,"39.745712, -121.84333",39.745712,-121.84333,"35,808",Q3,Yes,3,3,,Yes,31.06,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.0,49.65,0.0,0,93.18,142.83,3,Joined,0,3985,Yes
-Female,56,No,No,No,No,0,United States,California,Chico,95926,"39.745712, -121.84333",39.745712,-121.84333,"35,808",Q3,No,0,9,,Yes,43.83,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.5,150.35,0.0,0,394.47,544.82,4,Stayed,0,4883,No
-Female,36,No,No,No,No,0,United States,California,Downieville,95936,"39.578792, -120.780786",39.578792,-120.780786,404,Q3,No,0,4,,Yes,24.09,No,Yes,Fiber Optic,17,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.65,333.6,0.0,0,96.36,429.96,1,Churned,1,4580,No
-Male,20,Yes,No,No,No,0,United States,California,Downieville,95936,"39.578792, -120.780786",39.578792,-120.780786,404,Q3,No,0,11,Offer D,Yes,8.48,No,Yes,Fiber Optic,52,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.5,795.65,0.0,0,93.28,888.93,4,Stayed,0,2278,No
-Male,56,No,No,Yes,Yes,1,United States,California,Downieville,95936,"39.578792, -120.780786",39.578792,-120.780786,404,Q3,Yes,4,72,Offer A,Yes,5.81,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,114.05,8289.2,0.0,0,418.32,8707.52,4,Stayed,0,6254,Yes
-Male,35,No,No,No,No,0,United States,California,Downieville,95936,"39.578792, -120.780786",39.578792,-120.780786,404,Q3,No,0,1,Offer E,Yes,17.94,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.55,19.55,0.0,0,17.94,37.49,4,Joined,0,3718,No
-Male,40,No,No,Yes,No,0,United States,California,Rough And Ready,95975,"39.225634, -121.156163",39.225634,-121.156163,"1,601",Q3,Yes,1,52,,Yes,38.37,No,Yes,Fiber Optic,14,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,84.1,4348.65,0.0,0,1995.24,6343.89,1,Churned,1,6216,Yes
-Male,32,No,No,No,No,0,United States,California,Rough And Ready,95975,"39.225634, -121.156163",39.225634,-121.156163,"1,601",Q3,No,0,1,,Yes,10.38,Yes,Yes,Fiber Optic,7,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.45,101.45,0.0,0,10.38,111.83,1,Churned,1,4390,No
-Female,52,No,No,No,No,0,United States,California,Rough And Ready,95975,"39.225634, -121.156163",39.225634,-121.156163,"1,601",Q3,No,0,3,,Yes,17.01,No,Yes,Fiber Optic,28,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,95.4,293.15,0.0,0,51.03,344.18,3,Joined,0,2813,No
-Male,48,No,No,Yes,No,0,United States,California,Rough And Ready,95975,"39.225634, -121.156163",39.225634,-121.156163,"1,601",Q3,Yes,8,54,,Yes,14.18,No,Yes,DSL,25,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,74.55,4191.45,0.0,0,765.72,4957.17,4,Stayed,0,4544,Yes
-Female,22,Yes,No,Yes,No,0,United States,California,Bieber,96009,"41.083464, -121.107929",41.083464,-121.107929,595,Q3,Yes,1,22,,Yes,35.04,No,Yes,DSL,76,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,69.5,1498.2,49.57,0,770.88,2219.51,2,Churned,1,5922,Yes
-Male,52,No,No,No,No,0,United States,California,Bieber,96009,"41.083464, -121.107929",41.083464,-121.107929,595,Q3,No,0,63,Offer B,Yes,48.75,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.75,6536.5,0.0,0,3071.25,9607.75,5,Stayed,0,5882,No
-Male,50,No,No,No,No,0,United States,California,Bieber,96009,"41.083464, -121.107929",41.083464,-121.107929,595,Q3,No,0,41,,No,0.0,No,Yes,Cable,8,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,51.35,2075.1,0.0,80,0.0,2155.1,5,Stayed,0,5622,No
-Female,23,Yes,No,Yes,No,0,United States,California,Bieber,96009,"41.083464, -121.107929",41.083464,-121.107929,595,Q3,Yes,2,67,Offer A,Yes,25.46,Yes,Yes,Fiber Optic,73,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.7,6816.95,0.0,0,1705.82,8522.77,4,Stayed,0,5027,Yes
-Female,45,No,No,Yes,No,0,United States,California,Oak Run,96069,"40.689243, -122.037023",40.689243,-122.037023,829,Q3,No,0,23,,Yes,38.81,No,Yes,Fiber Optic,28,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,83.8,1900.25,0.0,0,892.63,2792.88,1,Churned,1,5737,Yes
-Female,49,No,No,No,No,0,United States,California,Oak Run,96069,"40.689243, -122.037023",40.689243,-122.037023,829,Q3,No,0,1,,Yes,26.14,No,Yes,DSL,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,56.25,56.25,0.0,0,26.14,82.39,1,Churned,1,3065,No
-Male,41,No,No,Yes,Yes,1,United States,California,Oak Run,96069,"40.689243, -122.037023",40.689243,-122.037023,829,Q3,Yes,1,4,Offer E,Yes,39.04,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,18.85,84.2,0.0,0,156.16,240.36,4,Stayed,0,5279,Yes
-Male,59,No,No,Yes,Yes,2,United States,California,Oak Run,96069,"40.689243, -122.037023",40.689243,-122.037023,829,Q3,Yes,8,15,,No,0.0,No,Yes,Cable,16,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.2,469.65,0.0,0,0.0,469.65,4,Stayed,0,5825,Yes
-Male,25,Yes,No,No,No,0,United States,California,Old Station,96071,"40.656287, -121.428965",40.656287,-121.428965,182,Q3,No,0,3,Offer E,Yes,22.77,No,Yes,DSL,51,No,No,No,No,Yes,No,Yes,Yes,Month-to-Month,No,Credit Card,55.15,159.15,0.0,0,68.31,227.46,2,Churned,1,5698,No
-Female,62,No,No,No,No,0,United States,California,Old Station,96071,"40.656287, -121.428965",40.656287,-121.428965,182,Q3,No,0,3,,No,0.0,No,Yes,DSL,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.25,58.9,0.0,0,0.0,58.9,1,Churned,1,2088,No
-Male,27,Yes,No,Yes,No,0,United States,California,Old Station,96071,"40.656287, -121.428965",40.656287,-121.428965,182,Q3,Yes,1,21,Offer D,Yes,21.83,Yes,Yes,Fiber Optic,59,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.1,2249.95,0.0,0,458.43,2708.38,1,Churned,1,3584,Yes
-Female,51,No,No,No,Yes,3,United States,California,Old Station,96071,"40.656287, -121.428965",40.656287,-121.428965,182,Q3,No,0,62,Offer B,Yes,2.83,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,26.0,1638.7,0.0,0,175.46,1814.16,3,Stayed,0,4535,No
-Female,39,No,No,Yes,No,0,United States,California,Whitmore,96096,"40.637105, -121.906949",40.637105,-121.906949,843,Q3,Yes,1,34,,Yes,40.78,Yes,Yes,Fiber Optic,4,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,87.45,2874.15,0.0,0,1386.52,4260.67,3,Churned,1,3358,Yes
-Male,40,No,No,Yes,No,0,United States,California,Whitmore,96096,"40.637105, -121.906949",40.637105,-121.906949,843,Q3,Yes,5,51,Offer B,Yes,9.53,No,Yes,DSL,10,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,60.5,3121.45,0.0,0,486.03,3607.48,3,Stayed,0,4994,Yes
-Female,61,No,No,Yes,Yes,3,United States,California,Whitmore,96096,"40.637105, -121.906949",40.637105,-121.906949,843,Q3,Yes,9,72,,Yes,21.84,Yes,Yes,DSL,30,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,74.55,5430.65,0.0,0,1572.48,7003.13,3,Stayed,0,4703,Yes
-Male,21,Yes,No,Yes,Yes,2,United States,California,Whitmore,96096,"40.637105, -121.906949",40.637105,-121.906949,843,Q3,Yes,5,70,Offer A,Yes,40.77,Yes,Yes,Fiber Optic,71,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,116.55,8152.3,0.0,0,2853.9,11006.2,3,Stayed,0,6116,Yes
-Male,36,No,No,Yes,No,0,United States,California,Blairsden Graeagle,96103,"39.783747, -120.661032",39.783747,-120.661032,"1,839",Q3,Yes,1,29,,Yes,11.24,No,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.75,1974.8,0.0,0,325.96,2300.76,1,Churned,1,2663,Yes
-Male,31,No,No,No,No,0,United States,California,Blairsden Graeagle,96103,"39.783747, -120.661032",39.783747,-120.661032,"1,839",Q3,No,0,34,Offer C,Yes,36.52,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.7,675.6,0.0,0,1241.68,1917.28,3,Stayed,0,4136,No
-Female,48,No,No,No,No,0,United States,California,Blairsden Graeagle,96103,"39.783747, -120.661032",39.783747,-120.661032,"1,839",Q3,No,0,15,,Yes,39.87,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.6,299.4,0.0,0,598.05,897.45,5,Stayed,0,3195,No
-Female,19,Yes,No,Yes,Yes,2,United States,California,Blairsden Graeagle,96103,"39.783747, -120.661032",39.783747,-120.661032,"1,839",Q3,Yes,10,8,,Yes,13.21,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.5,162.15,0.0,0,105.68,267.83,5,Stayed,0,3598,Yes
-Male,31,No,No,No,No,0,United States,California,Eagleville,96110,"41.280341, -120.150381",41.280341,-120.150381,132,Q3,No,0,1,Offer E,Yes,9.81,Yes,Yes,Fiber Optic,28,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.7,81.7,0.0,0,9.81,91.51,1,Churned,1,5574,No
-Female,47,No,No,No,No,0,United States,California,Eagleville,96110,"41.280341, -120.150381",41.280341,-120.150381,132,Q3,No,0,1,Offer E,No,0.0,No,Yes,Cable,2,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,35.75,35.75,0.0,0,0.0,35.75,3,Churned,1,3351,No
-Female,51,No,No,Yes,Yes,2,United States,California,Eagleville,96110,"41.280341, -120.150381",41.280341,-120.150381,132,Q3,Yes,4,2,Offer E,No,0.0,No,Yes,Cable,27,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,29.05,44.75,0.0,0,0.0,44.75,4,Joined,0,4998,Yes
-Female,39,No,No,No,No,0,United States,California,Eagleville,96110,"41.280341, -120.150381",41.280341,-120.150381,132,Q3,No,0,2,,Yes,12.68,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.3,41.2,0.0,0,25.36,66.56,5,Joined,0,5074,No
-Male,37,No,No,No,No,0,United States,California,Fort Bidwell,96112,"41.932207, -120.135941",41.932207,-120.135941,231,Q3,No,0,33,,Yes,28.84,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,68.25,2171.15,0.0,0,951.72,3122.87,2,Churned,1,5647,No
-Male,27,Yes,No,Yes,No,0,United States,California,Fort Bidwell,96112,"41.932207, -120.135941",41.932207,-120.135941,231,Q3,Yes,1,64,Offer B,Yes,4.01,Yes,Yes,Fiber Optic,71,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,108.5,6880.85,0.0,0,256.64,7137.49,3,Stayed,0,4576,Yes
-Male,50,No,No,Yes,No,0,United States,California,Fort Bidwell,96112,"41.932207, -120.135941",41.932207,-120.135941,231,Q3,Yes,4,70,Offer A,Yes,38.58,Yes,Yes,DSL,25,No,Yes,Yes,Yes,Yes,No,No,No,Two Year,No,Bank Withdrawal,72.95,5265.55,0.0,60,2700.6,8026.15,4,Stayed,0,6466,Yes
-Male,29,Yes,No,Yes,No,0,United States,California,Sierraville,96126,"39.559709, -120.345639",39.559709,-120.345639,227,Q3,Yes,1,19,,Yes,5.93,Yes,Yes,Fiber Optic,51,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.95,1875.55,0.0,0,112.67,1988.22,3,Churned,1,4072,Yes
-Male,56,No,No,No,No,0,United States,California,Sierraville,96126,"39.559709, -120.345639",39.559709,-120.345639,227,Q3,No,0,2,Offer E,Yes,37.72,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.8,134.7,0.0,0,75.44,210.14,1,Churned,1,2320,No
-Female,58,No,No,No,No,0,United States,California,Sierraville,96126,"39.559709, -120.345639",39.559709,-120.345639,227,Q3,No,0,3,Offer E,Yes,29.51,No,Yes,Cable,17,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,69.95,220.45,0.0,30,88.53,338.98,5,Joined,0,2754,No
-Male,24,Yes,No,No,No,0,United States,California,Sierraville,96126,"39.559709, -120.345639",39.559709,-120.345639,227,Q3,No,0,1,Offer E,Yes,49.51,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,18.9,18.9,0.0,0,49.51,68.41,4,Joined,0,4480,No
-Female,46,No,No,Yes,No,0,United States,California,Westwood,96137,"40.271535, -121.018087",40.271535,-121.018087,"4,158",Q3,Yes,1,1,Offer E,Yes,16.55,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.1,69.1,0.0,0,16.55,85.65,1,Churned,1,4779,Yes
-Male,25,Yes,No,No,No,0,United States,California,Westwood,96137,"40.271535, -121.018087",40.271535,-121.018087,"4,158",Q3,No,0,4,Offer E,Yes,21.62,No,Yes,Fiber Optic,59,No,No,No,No,Yes,No,Yes,No,Month-to-Month,Yes,Bank Withdrawal,81.0,340.85,0.0,50,86.48,477.33,2,Churned,1,3591,No
-Female,46,No,No,Yes,No,0,United States,California,Westwood,96137,"40.271535, -121.018087",40.271535,-121.018087,"4,158",Q3,No,0,29,,Yes,5.69,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.85,573.05,0.0,0,165.01,738.06,4,Stayed,0,2712,Yes
-Female,61,No,No,No,No,0,United States,California,Westwood,96137,"40.271535, -121.018087",40.271535,-121.018087,"4,158",Q3,No,0,57,,Yes,6.45,No,Yes,DSL,3,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,74.3,4166.35,0.0,0,367.65,4534.0,4,Stayed,0,5741,No
-Male,53,No,No,No,No,0,United States,California,South Lake Tahoe,96150,"38.911577, -120.106169",38.911577,-120.106169,"33,038",Q3,No,0,31,,Yes,9.27,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.45,3066.45,0.0,0,287.37,3353.82,3,Churned,1,5387,No
-Male,47,No,No,No,No,0,United States,California,South Lake Tahoe,96150,"38.911577, -120.106169",38.911577,-120.106169,"33,038",Q3,No,0,1,Offer E,Yes,1.13,No,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.85,90.85,0.0,0,1.13,91.98,3,Churned,1,5086,No
-Male,46,No,No,No,No,0,United States,California,Los Angeles,90016,"34.028331, -118.354338",34.028331,-118.354338,"46,984",Q3,No,0,10,Offer D,No,0.0,No,Yes,DSL,30,No,No,Yes,No,No,No,No,No,Month-to-Month,No,Credit Card,29.5,255.25,0.0,40,0.0,295.25,3,Churned,1,3797,No
-Male,27,Yes,No,No,No,0,United States,California,Los Angeles,90016,"34.028331, -118.354338",34.028331,-118.354338,"46,984",Q3,No,0,25,,Yes,10.4,No,Yes,Fiber Optic,48,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.5,2686.05,0.0,0,260.0,2946.05,3,Stayed,0,5822,No
-Female,41,No,No,No,No,0,United States,California,Los Angeles,90016,"34.028331, -118.354338",34.028331,-118.354338,"46,984",Q3,No,0,8,Offer E,Yes,15.86,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,20.25,174.65,0.0,0,126.88,301.53,5,Stayed,0,2653,No
-Male,23,Yes,No,No,No,0,United States,California,Los Angeles,90016,"34.028331, -118.354338",34.028331,-118.354338,"46,984",Q3,No,0,7,Offer E,No,0.0,No,Yes,Cable,48,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,24.35,150.85,0.0,0,0.0,150.85,4,Stayed,0,4665,No
-Female,64,No,No,No,No,0,United States,California,Los Angeles,90017,"34.052842, -118.264495",34.052842,-118.264495,"20,692",Q3,No,0,2,,Yes,26.93,No,Yes,DSL,10,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,70.75,146.9,0.0,0,53.86,200.76,1,Churned,1,3257,No
-Female,48,No,No,Yes,No,0,United States,California,Los Angeles,90017,"34.052842, -118.264495",34.052842,-118.264495,"20,692",Q3,Yes,7,69,Offer A,Yes,33.23,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,113.25,7895.15,0.0,0,2292.87,10188.02,4,Stayed,0,5141,Yes
-Male,40,No,No,No,No,0,United States,California,Los Angeles,90017,"34.052842, -118.264495",34.052842,-118.264495,"20,692",Q3,No,0,14,,Yes,33.5,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,24.8,321.7,0.0,0,469.0,790.7,4,Stayed,0,4527,No
-Female,49,No,No,No,No,0,United States,California,Los Angeles,90017,"34.052842, -118.264495",34.052842,-118.264495,"20,692",Q3,No,0,18,Offer D,Yes,10.67,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.55,389.25,0.0,0,192.06,581.31,4,Stayed,0,2386,No
-Male,39,No,No,No,No,0,United States,California,Los Angeles,90031,"34.085807, -118.206617",34.085807,-118.206617,"38,415",Q3,No,0,1,,Yes,48.22,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,46.3,46.3,0.0,0,48.22,94.52,1,Churned,1,3017,No
-Male,36,No,No,Yes,No,0,United States,California,Los Angeles,90031,"34.085807, -118.206617",34.085807,-118.206617,"38,415",Q3,Yes,9,72,,Yes,10.92,Yes,Yes,DSL,28,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.25,6369.45,0.0,0,786.24,7155.69,3,Stayed,0,5974,Yes
-Male,64,No,No,Yes,No,0,United States,California,Los Angeles,90031,"34.085807, -118.206617",34.085807,-118.206617,"38,415",Q3,Yes,7,56,,Yes,32.93,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Mailed Check,24.45,1431.65,0.0,0,1844.08,3275.73,3,Stayed,0,5623,Yes
-Female,27,Yes,No,No,No,0,United States,California,Los Angeles,90031,"34.085807, -118.206617",34.085807,-118.206617,"38,415",Q3,No,0,42,Offer B,Yes,22.08,No,Yes,Cable,26,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,59.65,2536.55,0.0,0,927.36,3463.91,3,Stayed,0,3048,No
-Female,42,No,No,Yes,Yes,1,United States,California,Los Angeles,90031,"34.085807, -118.206617",34.085807,-118.206617,"38,415",Q3,Yes,5,10,,Yes,26.37,Yes,Yes,Cable,26,Yes,Yes,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,70.3,676.15,0.0,0,263.7,939.85,4,Stayed,0,5496,Yes
-Male,28,Yes,No,No,No,0,United States,California,Los Angeles,90043,"33.988543, -118.334081",33.988543,-118.334081,"44,764",Q3,No,0,10,Offer D,Yes,29.24,Yes,Yes,Fiber Optic,85,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,74.15,811.8,0.0,0,292.4,1104.2,1,Churned,1,4231,No
-Male,53,No,No,Yes,No,0,United States,California,Los Angeles,90043,"33.988543, -118.334081",33.988543,-118.334081,"44,764",Q3,Yes,6,10,Offer D,Yes,26.17,No,Yes,DSL,7,No,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,49.55,475.7,0.0,0,261.7,737.4,3,Stayed,0,2392,Yes
-Male,27,Yes,No,Yes,No,0,United States,California,Los Angeles,90043,"33.988543, -118.334081",33.988543,-118.334081,"44,764",Q3,Yes,8,39,,No,0.0,No,Yes,DSL,48,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,25.25,947.75,0.0,0,0.0,947.75,3,Stayed,0,4259,Yes
-Female,56,No,No,No,No,0,United States,California,Los Angeles,90043,"33.988543, -118.334081",33.988543,-118.334081,"44,764",Q3,No,0,47,,Yes,45.67,Yes,Yes,DSL,3,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,74.05,3496.3,0.0,0,2146.49,5642.79,4,Stayed,0,2831,No
-Female,31,No,No,Yes,Yes,2,United States,California,Los Angeles,90043,"33.988543, -118.334081",33.988543,-118.334081,"44,764",Q3,Yes,10,20,,Yes,14.79,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,406.05,0.0,0,295.8,701.85,3,Stayed,0,2698,Yes
-Female,43,No,No,Yes,No,0,United States,California,Los Angeles,90048,"34.072945, -118.37267",34.072945,-118.37267,"21,739",Q3,Yes,1,11,Offer D,Yes,31.08,Yes,Yes,Fiber Optic,26,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.5,1056.95,0.0,0,341.88,1398.83,3,Churned,1,5286,Yes
-Male,55,No,No,No,No,0,United States,California,Los Angeles,90048,"34.072945, -118.37267",34.072945,-118.37267,"21,739",Q3,No,0,19,Offer D,Yes,4.3,No,Yes,Cable,23,No,No,Yes,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,55.0,1046.5,0.0,30,81.7,1158.2,2,Churned,1,4539,No
-Female,49,No,No,No,No,0,United States,California,Los Angeles,90048,"34.072945, -118.37267",34.072945,-118.37267,"21,739",Q3,No,0,49,Offer B,Yes,27.2,Yes,Yes,Fiber Optic,24,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.5,3906.7,0.0,0,1332.8,5239.5,5,Stayed,0,6434,No
-Female,58,No,No,Yes,No,0,United States,California,Los Angeles,90048,"34.072945, -118.37267",34.072945,-118.37267,"21,739",Q3,Yes,7,63,,Yes,6.33,No,Yes,Cable,30,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,75.55,4707.85,0.0,0,398.79,5106.64,4,Stayed,0,4626,Yes
-Female,35,No,No,No,No,0,United States,California,Los Angeles,90048,"34.072945, -118.37267",34.072945,-118.37267,"21,739",Q3,No,0,28,Offer C,No,0.0,No,Yes,DSL,14,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,29.75,790.7,0.0,0,0.0,790.7,5,Stayed,0,5463,No
-Male,44,No,No,No,No,0,United States,California,Los Angeles,90049,"34.091829, -118.491244",34.091829,-118.491244,"33,523",Q3,No,0,1,,Yes,8.77,No,Yes,DSL,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.15,44.15,0.0,0,8.77,52.92,1,Churned,1,4773,No
-Female,62,No,No,Yes,No,0,United States,California,Los Angeles,90049,"34.091829, -118.491244",34.091829,-118.491244,"33,523",Q3,Yes,1,7,,Yes,22.61,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,86.5,582.5,0.0,20,158.27,760.77,1,Churned,1,3887,Yes
-Male,22,Yes,No,No,No,0,United States,California,Los Angeles,90049,"34.091829, -118.491244",34.091829,-118.491244,"33,523",Q3,No,0,2,,Yes,40.75,No,Yes,DSL,71,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,49.25,97.0,0.0,0,81.5,178.5,5,Joined,0,3805,No
-Male,40,No,No,Yes,Yes,3,United States,California,Los Angeles,90049,"34.091829, -118.491244",34.091829,-118.491244,"33,523",Q3,Yes,9,71,,Yes,33.67,Yes,Yes,Fiber Optic,75,No,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,84.8,6152.4,0.0,0,2390.57,8542.97,3,Stayed,0,5952,Yes
-Female,19,Yes,No,Yes,Yes,1,United States,California,Los Angeles,90049,"34.091829, -118.491244",34.091829,-118.491244,"33,523",Q3,Yes,7,69,,No,0.0,No,Yes,DSL,59,Yes,No,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,43.95,2960.1,0.0,0,0.0,2960.1,3,Stayed,0,4479,Yes
-Female,22,Yes,No,No,No,0,United States,California,Los Angeles,90057,"34.061918, -118.277939",34.061918,-118.277939,"44,004",Q3,No,0,1,,Yes,31.03,Yes,Yes,Fiber Optic,27,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.45,85.45,0.0,0,31.03,116.48,1,Churned,1,2318,No
-Male,23,Yes,No,No,No,0,United States,California,Los Angeles,90057,"34.061918, -118.277939",34.061918,-118.277939,"44,004",Q3,No,0,52,Offer B,Yes,29.16,Yes,Yes,Cable,73,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,79.75,4217.8,0.0,0,1516.32,5734.12,4,Stayed,0,4142,No
-Male,27,Yes,No,No,No,0,United States,California,Los Angeles,90057,"34.061918, -118.277939",34.061918,-118.277939,"44,004",Q3,No,0,47,,Yes,6.61,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.45,943.0,0.0,0,310.67,1253.67,4,Stayed,0,4342,No
-Female,41,No,No,Yes,No,0,United States,California,Los Angeles,90057,"34.061918, -118.277939",34.061918,-118.277939,"44,004",Q3,Yes,4,64,,Yes,8.6,Yes,Yes,Fiber Optic,21,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,111.15,6953.4,0.0,0,550.4,7503.8,4,Stayed,0,5455,Yes
-Male,39,No,No,Yes,Yes,1,United States,California,Los Angeles,90057,"34.061918, -118.277939",34.061918,-118.277939,"44,004",Q3,No,0,48,Offer B,Yes,11.86,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,23.55,1173.35,0.0,0,569.28,1742.63,3,Stayed,0,5019,Yes
-Female,57,No,No,Yes,No,0,United States,California,Los Angeles,90071,"34.052917, -118.255178",34.052917,-118.255178,21,Q3,Yes,1,21,Offer D,Yes,1.21,Yes,Yes,Fiber Optic,16,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.9,2254.2,0.0,0,25.41,2279.61,1,Churned,1,3769,Yes
-Female,57,No,No,No,No,0,United States,California,Los Angeles,90071,"34.052917, -118.255178",34.052917,-118.255178,21,Q3,No,0,5,,Yes,6.17,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.85,108.05,0.0,0,30.85,138.9,1,Churned,1,3799,No
-Female,34,No,No,Yes,No,0,United States,California,Los Angeles,90071,"34.052917, -118.255178",34.052917,-118.255178,21,Q3,Yes,3,47,Offer B,Yes,38.15,Yes,Yes,Fiber Optic,14,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.5,4707.1,0.0,0,1793.05,6500.15,3,Stayed,0,4488,Yes
-Female,28,Yes,No,No,No,0,United States,California,Los Angeles,90071,"34.052917, -118.255178",34.052917,-118.255178,21,Q3,No,0,29,,Yes,39.35,Yes,Yes,DSL,69,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,55.25,1620.2,0.0,0,1141.15,2761.35,4,Stayed,0,5481,No
-Female,22,Yes,No,No,No,0,United States,California,Los Angeles,90071,"34.052917, -118.255178",34.052917,-118.255178,21,Q3,No,0,38,Offer C,Yes,23.95,Yes,Yes,Fiber Optic,27,No,No,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,103.65,3988.5,0.0,140,910.1,5038.6,5,Stayed,0,2511,No
-Female,35,No,No,Yes,Yes,3,United States,California,Compton,90221,"33.885811, -118.206459",33.885811,-118.206459,"51,387",Q3,Yes,1,11,Offer D,Yes,29.01,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.25,180.3,0.0,0,319.11,499.41,1,Churned,1,5638,Yes
-Female,57,No,No,No,No,0,United States,California,Compton,90221,"33.885811, -118.206459",33.885811,-118.206459,"51,387",Q3,No,0,1,Offer E,Yes,15.92,No,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.3,70.3,0.0,0,15.92,86.22,1,Churned,1,5963,No
-Female,61,No,No,No,No,0,United States,California,Compton,90221,"33.885811, -118.206459",33.885811,-118.206459,"51,387",Q3,No,0,31,,Yes,25.57,No,Yes,DSL,27,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,79.2,2497.2,0.0,70,792.67,3359.87,5,Stayed,0,4984,No
-Male,42,No,No,No,No,0,United States,California,Compton,90221,"33.885811, -118.206459",33.885811,-118.206459,"51,387",Q3,No,0,3,Offer E,Yes,12.66,No,Yes,Fiber Optic,28,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,107.95,318.6,0.0,0,37.98,356.58,3,Joined,0,5653,No
-Female,55,No,No,No,No,0,United States,California,Compton,90221,"33.885811, -118.206459",33.885811,-118.206459,"51,387",Q3,No,0,36,Offer C,Yes,29.27,Yes,Yes,DSL,9,No,Yes,No,Yes,No,Yes,Yes,No,One Year,Yes,Credit Card,70.7,2511.95,0.0,60,1053.72,3625.67,3,Stayed,0,3566,No
-Male,39,No,No,No,No,0,United States,California,Lawndale,90260,"33.88856, -118.351813",33.88856,-118.351813,"33,300",Q3,No,0,12,Offer D,Yes,44.71,Yes,Yes,Cable,25,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.05,1148.1,0.0,0,536.52,1684.62,1,Churned,1,2577,No
-Female,56,No,No,No,No,0,United States,California,Lawndale,90260,"33.88856, -118.351813",33.88856,-118.351813,"33,300",Q3,No,0,2,Offer E,Yes,29.04,No,Yes,Fiber Optic,21,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,79.65,152.7,0.0,0,58.08,210.78,2,Churned,1,5082,No
-Female,23,Yes,No,Yes,Yes,1,United States,California,Lawndale,90260,"33.88856, -118.351813",33.88856,-118.351813,"33,300",Q3,Yes,1,11,,No,0.0,No,Yes,Cable,41,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,50.55,565.35,0.0,0,0.0,565.35,3,Stayed,0,3443,Yes
-Male,46,No,No,No,No,0,United States,California,Lawndale,90260,"33.88856, -118.351813",33.88856,-118.351813,"33,300",Q3,No,0,1,,Yes,5.02,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.05,19.05,0.0,0,5.02,24.07,4,Joined,0,5279,No
-Female,20,Yes,No,Yes,Yes,3,United States,California,Lawndale,90260,"33.88856, -118.351813",33.88856,-118.351813,"33,300",Q3,Yes,3,67,,Yes,20.41,Yes,Yes,Fiber Optic,52,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,112.35,7388.45,0.0,0,1367.47,8755.92,4,Stayed,0,5427,Yes
-Female,30,No,No,No,No,0,United States,California,Inglewood,90302,"33.975332, -118.355252",33.975332,-118.355252,"30,779",Q3,No,0,4,,Yes,48.32,Yes,Yes,Fiber Optic,51,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,88.95,355.2,0.0,40,193.28,588.48,1,Churned,1,5948,No
-Male,62,No,No,No,No,0,United States,California,Inglewood,90302,"33.975332, -118.355252",33.975332,-118.355252,"30,779",Q3,No,0,52,,Yes,28.3,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,21.0,1107.2,0.0,0,1471.6,2578.8,4,Stayed,0,4158,No
-Female,63,No,No,No,No,0,United States,California,Inglewood,90302,"33.975332, -118.355252",33.975332,-118.355252,"30,779",Q3,No,0,50,Offer B,Yes,29.8,No,Yes,Fiber Optic,26,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,89.7,4304.5,0.0,0,1490.0,5794.5,4,Stayed,0,5306,No
-Female,45,No,No,No,No,0,United States,California,Inglewood,90302,"33.975332, -118.355252",33.975332,-118.355252,"30,779",Q3,No,0,68,Offer A,Yes,17.41,No,Yes,Cable,27,Yes,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,54.45,3674.95,0.0,0,1183.88,4858.83,4,Stayed,0,6309,No
-Female,55,No,No,No,No,0,United States,California,Inglewood,90302,"33.975332, -118.355252",33.975332,-118.355252,"30,779",Q3,No,0,1,,Yes,2.38,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.9,19.9,0.0,0,2.38,22.28,4,Joined,0,4050,No
-Male,23,Yes,No,No,No,0,United States,California,Santa Monica,90405,"34.005439, -118.477507",34.005439,-118.477507,"26,099",Q3,No,0,3,,Yes,47.68,No,Yes,DSL,82,No,No,No,No,Yes,No,Yes,Yes,Month-to-Month,No,Credit Card,53.4,188.7,0.0,0,143.04,331.74,2,Churned,1,2755,No
-Female,50,No,No,Yes,No,0,United States,California,Santa Monica,90405,"34.005439, -118.477507",34.005439,-118.477507,"26,099",Q3,Yes,3,39,,No,0.0,No,Yes,DSL,13,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,55.9,2184.35,0.0,0,0.0,2184.35,1,Churned,1,5632,Yes
-Female,25,Yes,No,Yes,No,0,United States,California,Santa Monica,90405,"34.005439, -118.477507",34.005439,-118.477507,"26,099",Q3,Yes,1,72,Offer A,Yes,25.82,Yes,Yes,Fiber Optic,59,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.15,7303.05,0.0,0,1859.04,9162.09,3,Stayed,0,4594,Yes
-Female,49,No,No,No,No,0,United States,California,Santa Monica,90405,"34.005439, -118.477507",34.005439,-118.477507,"26,099",Q3,No,0,68,Offer A,Yes,2.83,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.05,1386.9,0.0,0,192.44,1579.34,4,Stayed,0,5740,No
-Male,29,Yes,No,No,No,0,United States,California,Santa Monica,90405,"34.005439, -118.477507",34.005439,-118.477507,"26,099",Q3,No,0,13,Offer D,Yes,44.43,Yes,Yes,Fiber Optic,41,No,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,100.75,1313.25,0.0,120,577.59,2010.84,3,Stayed,0,5985,No
-Female,42,No,No,Yes,No,0,United States,California,Torrance,90505,"33.807882, -118.347957",33.807882,-118.347957,"34,873",Q3,Yes,1,68,,Yes,44.24,Yes,Yes,Fiber Optic,5,No,No,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,83.0,5685.8,0.0,0,3008.32,8694.12,1,Churned,1,4714,Yes
-Female,35,No,No,No,No,0,United States,California,Torrance,90505,"33.807882, -118.347957",33.807882,-118.347957,"34,873",Q3,No,0,52,,Yes,33.84,No,Yes,DSL,5,Yes,No,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,57.95,3042.25,0.0,0,1759.68,4801.93,3,Stayed,0,6078,No
-Female,31,No,No,No,No,0,United States,California,Torrance,90505,"33.807882, -118.347957",33.807882,-118.347957,"34,873",Q3,No,0,2,,Yes,10.81,No,Yes,Cable,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.4,80.95,0.0,0,21.62,102.57,3,Joined,0,4964,No
-Female,47,No,No,Yes,Yes,2,United States,California,Torrance,90505,"33.807882, -118.347957",33.807882,-118.347957,"34,873",Q3,Yes,1,30,Offer C,Yes,16.48,No,Yes,DSL,17,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,66.3,1923.5,0.0,0,494.4,2417.9,3,Stayed,0,4631,Yes
-Male,62,No,No,Yes,No,0,United States,California,Torrance,90505,"33.807882, -118.347957",33.807882,-118.347957,"34,873",Q3,Yes,1,72,,Yes,40.04,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.75,1864.2,0.0,0,2882.88,4747.08,5,Stayed,0,4413,Yes
-Male,44,No,No,Yes,No,0,United States,California,Santa Fe Springs,90670,"33.933565, -118.062611",33.933565,-118.062611,"16,271",Q3,Yes,1,24,,Yes,34.62,Yes,Yes,Fiber Optic,23,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.05,2391.8,0.0,0,830.88,3222.68,1,Churned,1,4766,Yes
-Male,46,No,No,Yes,No,0,United States,California,Santa Fe Springs,90670,"33.933565, -118.062611",33.933565,-118.062611,"16,271",Q3,Yes,1,72,Offer A,Yes,1.86,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,23.55,1723.95,0.0,0,133.92,1857.87,3,Stayed,0,5901,Yes
-Female,36,No,No,No,No,0,United States,California,Santa Fe Springs,90670,"33.933565, -118.062611",33.933565,-118.062611,"16,271",Q3,No,0,2,,Yes,46.78,No,Yes,Fiber Optic,12,Yes,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,91.15,168.5,0.0,10,93.56,272.06,3,Joined,0,2686,No
-Female,30,No,No,Yes,Yes,2,United States,California,Santa Fe Springs,90670,"33.933565, -118.062611",33.933565,-118.062611,"16,271",Q3,Yes,4,40,,Yes,29.14,No,Yes,DSL,48,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,71.35,2847.2,0.0,0,1165.6,4012.8,4,Stayed,0,5807,Yes
-Female,24,Yes,No,Yes,Yes,2,United States,California,Santa Fe Springs,90670,"33.933565, -118.062611",33.933565,-118.062611,"16,271",Q3,Yes,5,71,,Yes,48.08,No,Yes,Cable,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,87.25,6328.7,0.0,0,3413.68,9742.38,4,Stayed,0,4135,Yes
-Female,58,No,No,No,No,0,United States,California,Long Beach,90807,"33.830099, -118.182239",33.830099,-118.182239,"31,556",Q3,No,0,26,,Yes,38.09,No,Yes,Fiber Optic,22,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,88.8,2274.35,0.0,50,990.34,3314.69,2,Churned,1,4910,No
-Male,60,No,No,No,No,0,United States,California,Long Beach,90807,"33.830099, -118.182239",33.830099,-118.182239,"31,556",Q3,No,0,35,,Yes,48.93,No,Yes,Cable,14,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,55.0,2010.55,0.0,0,1712.55,3723.1,1,Churned,1,2220,No
-Female,29,Yes,No,Yes,Yes,3,United States,California,Long Beach,90807,"33.830099, -118.182239",33.830099,-118.182239,"31,556",Q3,Yes,9,6,,Yes,5.52,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.7,113.5,0.0,0,33.12,146.62,3,Stayed,0,4293,Yes
-Male,48,No,No,Yes,Yes,1,United States,California,Long Beach,90807,"33.830099, -118.182239",33.830099,-118.182239,"31,556",Q3,Yes,9,36,,Yes,34.79,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.1,930.95,0.0,0,1252.44,2183.39,3,Stayed,0,3040,Yes
-Female,22,Yes,No,No,No,0,United States,California,Long Beach,90807,"33.830099, -118.182239",33.830099,-118.182239,"31,556",Q3,No,0,8,,Yes,17.3,Yes,Yes,Fiber Optic,41,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.5,632.2,0.0,0,138.4,770.6,3,Stayed,0,5777,No
-Female,36,No,No,No,No,0,United States,California,Pasadena,91105,"34.13946, -118.166649",34.13946,-118.166649,"10,253",Q3,No,0,4,Offer E,Yes,39.9,No,Yes,Cable,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.3,196.95,0.0,0,159.6,356.55,2,Churned,1,3443,No
-Female,19,Yes,No,Yes,No,0,United States,California,Pasadena,91105,"34.13946, -118.166649",34.13946,-118.166649,"10,253",Q3,Yes,4,44,,Yes,11.24,Yes,Yes,Fiber Optic,59,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.1,4364.1,0.0,0,494.56,4858.66,2,Churned,1,5606,Yes
-Female,49,No,No,Yes,No,0,United States,California,Pasadena,91105,"34.13946, -118.166649",34.13946,-118.166649,"10,253",Q3,Yes,5,34,Offer C,Yes,11.52,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,24.7,780.2,0.0,0,391.68,1171.88,4,Stayed,0,3421,Yes
-Female,54,No,No,Yes,Yes,2,United States,California,Pasadena,91105,"34.13946, -118.166649",34.13946,-118.166649,"10,253",Q3,Yes,10,45,Offer B,No,0.0,No,Yes,DSL,18,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.9,2333.85,0.0,0,0.0,2333.85,3,Stayed,0,3937,Yes
-Female,59,No,No,No,Yes,1,United States,California,Pasadena,91105,"34.13946, -118.166649",34.13946,-118.166649,"10,253",Q3,No,0,21,,No,0.0,No,Yes,DSL,11,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,53.15,1183.2,19.13,0,0.0,1164.07,4,Stayed,0,3461,No
-Female,63,No,No,Yes,No,0,United States,California,Canoga Park,91303,"34.19829, -118.602203",34.19829,-118.602203,"23,519",Q3,Yes,1,9,Offer E,Yes,14.21,Yes,Yes,Fiber Optic,5,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,85.35,754.65,0.0,50,127.89,932.54,3,Churned,1,2445,Yes
-Male,24,Yes,No,Yes,No,0,United States,California,Canoga Park,91303,"34.19829, -118.602203",34.19829,-118.602203,"23,519",Q3,Yes,5,43,Offer B,Yes,48.1,Yes,Yes,DSL,51,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,71.9,3173.35,0.0,0,2068.3,5241.65,3,Stayed,0,4106,Yes
-Male,61,No,No,No,No,0,United States,California,Canoga Park,91303,"34.19829, -118.602203",34.19829,-118.602203,"23,519",Q3,No,0,45,,Yes,10.36,No,Yes,DSL,6,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,75.95,3273.8,0.0,0,466.2,3740.0,4,Stayed,0,2185,No
-Male,31,No,No,No,Yes,2,United States,California,Canoga Park,91303,"34.19829, -118.602203",34.19829,-118.602203,"23,519",Q3,No,0,11,,Yes,5.84,Yes,Yes,Fiber Optic,10,No,No,No,No,No,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,86.2,893.2,0.0,30,64.24,987.44,5,Stayed,0,3157,No
-Female,40,No,No,No,No,0,United States,California,Canoga Park,91303,"34.19829, -118.602203",34.19829,-118.602203,"23,519",Q3,No,0,13,,Yes,26.13,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.15,886.7,8.53,0,339.69,1217.86,4,Stayed,0,2992,No
-Male,63,No,No,No,No,0,United States,California,Chatsworth,91311,"34.294142, -118.603883",34.294142,-118.603883,"35,325",Q3,No,0,43,,Yes,34.0,No,Yes,Fiber Optic,11,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.2,3198.6,0.0,0,1462.0,4660.6,1,Churned,1,4673,No
-Male,33,No,No,Yes,No,0,United States,California,Chatsworth,91311,"34.294142, -118.603883",34.294142,-118.603883,"35,325",Q3,Yes,3,59,Offer B,Yes,25.57,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.3,1192.7,0.0,0,1508.63,2701.33,3,Stayed,0,4149,Yes
-Male,62,No,No,No,No,0,United States,California,Chatsworth,91311,"34.294142, -118.603883",34.294142,-118.603883,"35,325",Q3,No,0,19,Offer D,Yes,17.17,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,18.8,279.2,0.0,0,326.23,605.43,3,Stayed,0,2916,No
-Female,38,No,No,Yes,No,0,United States,California,Chatsworth,91311,"34.294142, -118.603883",34.294142,-118.603883,"35,325",Q3,Yes,9,2,,Yes,32.86,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.1,43.15,0.0,0,65.72,108.87,3,Joined,0,4158,Yes
-Female,50,No,No,No,No,0,United States,California,Chatsworth,91311,"34.294142, -118.603883",34.294142,-118.603883,"35,325",Q3,No,0,20,,Yes,24.73,Yes,Yes,Fiber Optic,25,Yes,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,89.1,1879.25,15.43,30,494.6,2388.42,3,Stayed,0,3027,No
-Female,54,No,No,No,No,0,United States,California,Encino,91316,"34.150354, -118.518292",34.150354,-118.518292,"27,614",Q3,No,0,1,Offer E,Yes,15.51,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.9,20.9,0.0,0,15.51,36.41,3,Churned,1,5527,No
-Female,32,No,No,Yes,No,0,United States,California,Encino,91316,"34.150354, -118.518292",34.150354,-118.518292,"27,614",Q3,No,0,20,Offer D,Yes,28.57,No,Yes,Fiber Optic,15,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.55,1901.65,0.0,0,571.4,2473.05,3,Stayed,0,4382,Yes
-Female,24,Yes,No,Yes,Yes,2,United States,California,Encino,91316,"34.150354, -118.518292",34.150354,-118.518292,"27,614",Q3,Yes,8,55,,Yes,27.75,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.4,1083.0,0.0,0,1526.25,2609.25,5,Stayed,0,5366,Yes
-Female,57,No,No,No,No,0,United States,California,Encino,91316,"34.150354, -118.518292",34.150354,-118.518292,"27,614",Q3,No,0,2,,Yes,2.46,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.35,35.1,0.0,0,4.92,40.02,5,Joined,0,3746,No
-Male,59,No,No,Yes,Yes,1,United States,California,Encino,91316,"34.150354, -118.518292",34.150354,-118.518292,"27,614",Q3,Yes,11,43,,Yes,42.22,Yes,Yes,Fiber Optic,25,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,91.25,4013.8,25.49,0,1815.46,5803.77,3,Stayed,0,5884,Yes
-Male,35,No,No,No,No,0,United States,California,Sherman Oaks,91403,"34.147149, -118.463365",34.147149,-118.463365,"22,085",Q3,No,0,16,Offer D,Yes,5.74,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.7,342.4,0.0,0,91.84,434.24,1,Churned,1,3438,No
-Female,53,No,No,No,No,0,United States,California,Sherman Oaks,91403,"34.147149, -118.463365",34.147149,-118.463365,"22,085",Q3,No,0,12,Offer D,Yes,16.72,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.35,219.35,0.0,0,200.64,419.99,5,Stayed,0,4451,No
-Male,21,Yes,No,Yes,No,0,United States,California,Sherman Oaks,91403,"34.147149, -118.463365",34.147149,-118.463365,"22,085",Q3,Yes,1,47,,Yes,20.93,Yes,Yes,Fiber Optic,85,No,No,No,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,95.2,4563.0,0.0,80,983.71,5626.71,5,Stayed,0,4977,Yes
-Female,38,No,No,No,No,0,United States,California,Sherman Oaks,91403,"34.147149, -118.463365",34.147149,-118.463365,"22,085",Q3,No,0,68,Offer A,No,0.0,No,Yes,DSL,28,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,64.35,4539.6,0.0,130,0.0,4669.6,3,Stayed,0,4146,No
-Female,48,No,No,Yes,Yes,3,United States,California,Sherman Oaks,91403,"34.147149, -118.463365",34.147149,-118.463365,"22,085",Q3,Yes,1,53,,Yes,43.71,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.9,1146.05,0.0,0,2316.63,3462.68,5,Stayed,0,4254,Yes
-Female,57,No,No,Yes,No,0,United States,California,Mira Loma,91752,"33.999992, -117.535395",33.999992,-117.535395,"18,980",Q3,Yes,1,14,Offer D,Yes,7.62,No,Yes,Fiber Optic,3,No,Yes,No,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,89.65,1208.35,0.0,120,106.68,1435.03,1,Churned,1,2504,Yes
-Female,35,No,No,No,No,0,United States,California,Mira Loma,91752,"33.999992, -117.535395",33.999992,-117.535395,"18,980",Q3,No,0,31,,No,0.0,No,Yes,DSL,10,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,49.85,1520.1,0.0,0,0.0,1520.1,3,Stayed,0,2539,No
-Male,45,No,No,No,No,0,United States,California,Mira Loma,91752,"33.999992, -117.535395",33.999992,-117.535395,"18,980",Q3,No,0,24,,Yes,2.33,No,Yes,DSL,2,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,51.1,1269.6,0.0,0,55.92,1325.52,5,Stayed,0,2515,No
-Male,55,No,No,No,No,0,United States,California,Mira Loma,91752,"33.999992, -117.535395",33.999992,-117.535395,"18,980",Q3,No,0,1,Offer E,Yes,1.48,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.6,20.6,0.0,0,1.48,22.08,3,Joined,0,5370,No
-Female,60,No,No,Yes,No,0,United States,California,Mira Loma,91752,"33.999992, -117.535395",33.999992,-117.535395,"18,980",Q3,No,0,52,Offer B,Yes,29.23,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,94.6,5025.8,0.0,0,1519.96,6545.76,3,Stayed,0,6212,Yes
-Male,30,No,No,No,No,0,United States,California,Bonita,91902,"32.67117, -117.00232",32.67117,-117.00232,"17,389",Q3,No,0,8,,Yes,13.04,No,Yes,Fiber Optic,85,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,70.1,551.35,0.0,10,104.32,665.67,1,Churned,1,2899,No
-Male,64,No,No,No,No,0,United States,California,Bonita,91902,"32.67117, -117.00232",32.67117,-117.00232,"17,389",Q3,No,0,3,,Yes,33.53,No,Yes,DSL,30,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,54.65,189.1,0.0,0,100.59,289.69,5,Joined,0,2168,No
-Female,32,No,No,Yes,Yes,1,United States,California,Bonita,91902,"32.67117, -117.00232",32.67117,-117.00232,"17,389",Q3,No,0,70,,Yes,26.85,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.15,1411.2,0.0,0,1879.5,3290.7,3,Stayed,0,5219,Yes
-Male,49,No,No,No,No,0,United States,California,Bonita,91902,"32.67117, -117.00232",32.67117,-117.00232,"17,389",Q3,No,0,62,Offer B,Yes,48.72,No,Yes,DSL,2,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.4,4981.15,0.0,0,3020.64,8001.79,5,Stayed,0,5157,No
-Male,34,No,No,No,No,0,United States,California,Guatay,91931,"32.857946, -116.561917",32.857946,-116.561917,796,Q3,No,0,2,,Yes,19.52,No,Yes,Cable,16,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.85,81.0,0.0,0,39.04,120.04,1,Churned,1,3843,No
-Female,25,Yes,No,No,No,0,United States,California,Guatay,91931,"32.857946, -116.561917",32.857946,-116.561917,796,Q3,No,0,41,,Yes,40.78,No,Yes,Fiber Optic,41,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,70.25,2868.05,0.0,0,1671.98,4540.03,3,Churned,1,3407,No
-Male,27,Yes,No,Yes,No,0,United States,California,Guatay,91931,"32.857946, -116.561917",32.857946,-116.561917,796,Q3,Yes,6,14,,Yes,4.05,No,Yes,DSL,59,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.2,668.85,0.0,0,56.7,725.55,3,Stayed,0,4253,Yes
-Female,30,No,No,No,No,0,United States,California,Guatay,91931,"32.857946, -116.561917",32.857946,-116.561917,796,Q3,No,0,31,,Yes,38.78,Yes,Yes,Fiber Optic,59,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.05,2227.8,0.0,0,1202.18,3429.98,5,Stayed,0,2421,No
-Male,64,No,No,No,No,0,United States,California,La Mesa,91942,"32.782501, -117.01611",32.782501,-117.01611,"24,005",Q3,No,0,39,Offer C,Yes,36.17,Yes,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.25,3017.65,0.0,0,1410.63,4428.28,3,Churned,1,4696,No
-Male,44,No,No,No,Yes,2,United States,California,La Mesa,91942,"32.782501, -117.01611",32.782501,-117.01611,"24,005",Q3,No,0,38,,Yes,1.27,Yes,Yes,Fiber Optic,13,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,81.85,3141.7,0.0,0,48.26,3189.96,5,Stayed,0,3571,No
-Female,32,No,No,No,No,0,United States,California,La Mesa,91942,"32.782501, -117.01611",32.782501,-117.01611,"24,005",Q3,No,0,72,Offer A,Yes,2.25,Yes,Yes,Fiber Optic,16,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,101.3,7261.25,0.0,0,162.0,7423.25,3,Stayed,0,5513,No
-Female,26,Yes,No,No,No,0,United States,California,La Mesa,91942,"32.782501, -117.01611",32.782501,-117.01611,"24,005",Q3,No,0,33,,Yes,16.76,Yes,Yes,Fiber Optic,85,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.65,2989.6,0.0,0,553.08,3542.68,4,Stayed,0,4460,No
-Male,35,No,No,No,No,0,United States,California,La Mesa,91942,"32.782501, -117.01611",32.782501,-117.01611,"24,005",Q3,No,0,9,Offer E,Yes,11.5,Yes,Yes,Fiber Optic,14,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.5,791.7,0.0,0,103.5,895.2,5,Stayed,0,4867,No
-Female,53,No,No,Yes,Yes,3,United States,California,Carlsbad,92009,"33.098018, -117.258203",33.098018,-117.258203,"43,161",Q3,No,0,2,,No,0.0,No,Yes,DSL,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,24.4,36.55,0.0,0,0.0,36.55,3,Churned,1,2635,Yes
-Female,61,No,No,No,No,0,United States,California,Carlsbad,92009,"33.098018, -117.258203",33.098018,-117.258203,"43,161",Q3,No,0,60,,No,0.0,No,Yes,Cable,4,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,53.6,3237.05,0.0,0,0.0,3237.05,3,Stayed,0,4173,No
-Female,64,No,No,Yes,Yes,3,United States,California,Carlsbad,92009,"33.098018, -117.258203",33.098018,-117.258203,"43,161",Q3,Yes,6,69,,Yes,11.47,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.15,1337.5,0.0,0,791.43,2128.93,4,Stayed,0,4554,Yes
-Male,36,No,No,Yes,No,0,United States,California,Carlsbad,92009,"33.098018, -117.258203",33.098018,-117.258203,"43,161",Q3,Yes,5,15,,Yes,14.27,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,18.8,294.95,0.0,0,214.05,509.0,4,Stayed,0,3977,Yes
-Male,37,No,No,No,No,0,United States,California,Oceanside,92057,"33.254497, -117.285879",33.254497,-117.285879,"46,893",Q3,No,0,9,,Yes,8.91,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.25,178.5,0.0,0,80.19,258.69,1,Churned,1,3361,No
-Female,58,No,No,No,No,0,United States,California,Oceanside,92057,"33.254497, -117.285879",33.254497,-117.285879,"46,893",Q3,No,0,61,Offer B,Yes,5.55,Yes,Yes,Fiber Optic,7,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,115.1,6993.65,0.0,0,338.55,7332.2,4,Stayed,0,4785,No
-Female,25,Yes,No,Yes,Yes,1,United States,California,Oceanside,92057,"33.254497, -117.285879",33.254497,-117.285879,"46,893",Q3,Yes,1,61,Offer B,No,0.0,No,Yes,DSL,59,Yes,Yes,No,Yes,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,50.7,3088.75,0.0,20,0.0,3108.75,4,Stayed,0,5024,Yes
-Female,38,No,No,No,No,0,United States,California,San Diego,92108,"32.774046, -117.142454",32.774046,-117.142454,"11,650",Q3,No,0,9,,Yes,15.62,No,Yes,DSL,2,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.15,416.45,0.0,0,140.58,557.03,1,Churned,1,3757,No
-Female,21,Yes,No,Yes,No,0,United States,California,San Diego,92108,"32.774046, -117.142454",32.774046,-117.142454,"11,650",Q3,Yes,5,70,Offer A,No,0.0,No,Yes,Cable,46,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,64.55,4504.9,46.06,0,0.0,4458.84,3,Stayed,0,4858,Yes
-Male,40,No,No,No,Yes,3,United States,California,San Diego,92108,"32.774046, -117.142454",32.774046,-117.142454,"11,650",Q3,No,0,50,Offer B,No,0.0,No,Yes,DSL,76,Yes,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,43.05,2208.05,0.0,0,0.0,2208.05,3,Stayed,0,5409,No
-Female,59,No,No,Yes,No,0,United States,California,San Diego,92113,"32.697098, -117.116587",32.697098,-117.116587,"47,431",Q3,Yes,1,50,,Yes,35.33,Yes,Yes,Fiber Optic,17,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.4,4116.15,0.0,0,1766.5,5882.65,1,Churned,1,5135,Yes
-Male,52,No,No,No,No,0,United States,California,San Diego,92113,"32.697098, -117.116587",32.697098,-117.116587,"47,431",Q3,No,0,4,,Yes,47.82,Yes,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.35,265.35,0.0,0,191.28,456.63,1,Churned,1,3622,No
-Male,61,No,No,Yes,No,0,United States,California,San Diego,92113,"32.697098, -117.116587",32.697098,-117.116587,"47,431",Q3,Yes,10,58,,Yes,18.37,No,Yes,DSL,18,No,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,50.3,2878.55,10.23,0,1065.46,3933.78,5,Stayed,0,5232,Yes
-Male,56,No,No,Yes,Yes,3,United States,California,San Diego,92113,"32.697098, -117.116587",32.697098,-117.116587,"47,431",Q3,Yes,8,13,,Yes,28.15,No,Yes,Cable,56,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,61.8,750.1,0.0,0,365.95,1116.05,3,Stayed,0,4749,Yes
-Female,26,Yes,No,Yes,Yes,1,United States,California,San Diego,92113,"32.697098, -117.116587",32.697098,-117.116587,"47,431",Q3,Yes,1,32,,Yes,19.76,No,Yes,DSL,59,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,73.6,2316.85,12.66,0,632.32,2936.51,4,Stayed,0,4343,Yes
-Female,50,No,No,Yes,No,0,United States,California,San Diego,92119,"32.802959, -117.027095",32.802959,-117.027095,"21,866",Q3,Yes,1,54,,Yes,42.1,Yes,Yes,DSL,12,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,70.15,3715.65,0.0,0,2273.4,5989.05,3,Churned,1,4596,Yes
-Male,60,No,No,Yes,No,0,United States,California,San Diego,92119,"32.802959, -117.027095",32.802959,-117.027095,"21,866",Q3,Yes,8,71,,Yes,34.72,Yes,Yes,Fiber Optic,10,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,98.65,6962.85,0.0,0,2465.12,9427.97,5,Stayed,0,5101,Yes
-Male,28,Yes,No,Yes,No,0,United States,California,San Diego,92119,"32.802959, -117.027095",32.802959,-117.027095,"21,866",Q3,Yes,9,52,,Yes,10.4,No,Yes,DSL,85,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,75.4,3865.45,0.0,0,540.8,4406.25,5,Stayed,0,5211,Yes
-Male,28,Yes,No,No,No,0,United States,California,San Diego,92119,"32.802959, -117.027095",32.802959,-117.027095,"21,866",Q3,No,0,24,,Yes,7.52,Yes,Yes,Cable,85,No,No,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,54.6,1242.25,28.42,0,180.48,1394.31,3,Stayed,0,3398,No
-Female,22,Yes,No,Yes,No,0,United States,California,San Diego,92119,"32.802959, -117.027095",32.802959,-117.027095,"21,866",Q3,Yes,1,62,Offer B,Yes,6.41,No,Yes,Cable,59,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,72.0,4284.2,0.0,0,397.42,4681.62,4,Stayed,0,6489,Yes
-Male,64,No,No,No,No,0,United States,California,San Diego,92120,"32.807867, -117.060993",32.807867,-117.060993,"25,569",Q3,No,0,42,,Yes,18.79,Yes,Yes,Fiber Optic,16,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.75,4273.45,0.0,0,789.18,5062.63,2,Churned,1,5545,No
-Male,47,No,No,Yes,Yes,1,United States,California,San Diego,92120,"32.807867, -117.060993",32.807867,-117.060993,"25,569",Q3,Yes,2,72,,Yes,17.3,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,112.6,8126.65,0.0,0,1245.6,9372.25,3,Stayed,0,6486,Yes
-Male,42,No,No,Yes,Yes,3,United States,California,San Diego,92120,"32.807867, -117.060993",32.807867,-117.060993,"25,569",Q3,Yes,2,62,,Yes,1.76,No,Yes,Fiber Optic,20,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,108.15,6825.65,0.0,0,109.12,6934.77,4,Stayed,0,5298,Yes
-Male,27,Yes,No,Yes,Yes,2,United States,California,San Diego,92120,"32.807867, -117.060993",32.807867,-117.060993,"25,569",Q3,Yes,1,5,,Yes,41.21,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.55,99.45,0.0,0,206.05,305.5,3,Stayed,0,3629,Yes
-Male,21,Yes,No,No,No,0,United States,California,San Diego,92120,"32.807867, -117.060993",32.807867,-117.060993,"25,569",Q3,No,0,24,Offer C,Yes,3.72,No,Yes,Cable,59,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,49.7,1218.25,0.0,0,89.28,1307.53,3,Stayed,0,2911,No
-Male,63,No,No,No,No,0,United States,California,San Diego,92127,"33.017518, -117.118456",33.017518,-117.118456,"20,046",Q3,No,0,1,Offer E,Yes,40.83,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.1,20.1,0.0,0,40.83,60.93,3,Churned,1,4933,No
-Female,29,Yes,No,No,No,0,United States,California,San Diego,92127,"33.017518, -117.118456",33.017518,-117.118456,"20,046",Q3,No,0,43,,Yes,2.49,Yes,Yes,DSL,53,No,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Credit Card,85.1,3662.25,0.0,30,107.07,3799.32,3,Stayed,0,2319,No
-Female,33,No,No,Yes,No,0,United States,California,San Diego,92127,"33.017518, -117.118456",33.017518,-117.118456,"20,046",Q3,Yes,1,24,Offer C,Yes,32.86,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.15,456.85,0.0,0,788.64,1245.49,3,Stayed,0,3573,Yes
-Male,19,Yes,No,Yes,Yes,2,United States,California,San Diego,92127,"33.017518, -117.118456",33.017518,-117.118456,"20,046",Q3,Yes,1,44,,No,0.0,No,Yes,Cable,59,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,54.05,2375.2,47.45,0,0.0,2327.75,4,Stayed,0,4896,Yes
-Female,23,Yes,No,No,No,0,United States,California,San Diego,92127,"33.017518, -117.118456",33.017518,-117.118456,"20,046",Q3,No,0,23,,Yes,19.96,No,Yes,Fiber Optic,76,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,83.2,2032.3,23.79,0,459.08,2467.59,3,Stayed,0,2061,No
-Male,64,No,No,Yes,No,0,United States,California,San Diego,92128,"33.000269, -117.072093",33.000269,-117.072093,"42,733",Q3,Yes,2,9,Offer E,No,0.0,No,Yes,DSL,26,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Mailed Check,40.65,328.95,0.0,0,0.0,328.95,1,Churned,1,4800,Yes
-Male,31,No,No,No,No,0,United States,California,San Diego,92128,"33.000269, -117.072093",33.000269,-117.072093,"42,733",Q3,No,0,1,,No,0.0,No,Yes,DSL,13,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25.35,25.35,0.0,0,0.0,25.35,4,Joined,0,4193,No
-Female,64,No,No,No,No,0,United States,California,San Diego,92128,"33.000269, -117.072093",33.000269,-117.072093,"42,733",Q3,No,0,15,Offer D,Yes,39.49,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.6,331.6,0.0,0,592.35,923.95,3,Stayed,0,2722,No
-Female,55,No,No,No,No,0,United States,California,San Diego,92128,"33.000269, -117.072093",33.000269,-117.072093,"42,733",Q3,No,0,47,,Yes,26.35,No,Yes,Cable,5,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,58.9,2813.05,0.0,0,1238.45,4051.5,4,Stayed,0,5774,No
-Male,20,Yes,No,No,Yes,3,United States,California,San Diego,92128,"33.000269, -117.072093",33.000269,-117.072093,"42,733",Q3,No,0,31,Offer C,No,0.0,No,Yes,Cable,51,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25.0,789.2,22.4,0,0.0,766.8,4,Stayed,0,4242,No
-Male,56,No,No,Yes,No,0,United States,California,Indio,92201,"33.713891, -116.237257",33.713891,-116.237257,"56,307",Q3,Yes,1,19,,Yes,43.95,No,Yes,Fiber Optic,20,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,100.0,1888.65,0.0,0,835.05,2723.7,2,Churned,1,2608,Yes
-Female,53,No,No,No,No,0,United States,California,Indio,92201,"33.713891, -116.237257",33.713891,-116.237257,"56,307",Q3,No,0,8,,Yes,29.66,Yes,Yes,Fiber Optic,12,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,95.65,778.1,0.0,0,237.28,1015.38,3,Churned,1,5335,No
-Female,26,Yes,No,No,Yes,1,United States,California,Indio,92201,"33.713891, -116.237257",33.713891,-116.237257,"56,307",Q3,No,0,43,,Yes,5.6,No,Yes,Cable,30,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,63.95,2737.05,0.0,0,240.8,2977.85,3,Stayed,0,4205,No
-Male,63,No,No,Yes,Yes,2,United States,California,Indio,92201,"33.713891, -116.237257",33.713891,-116.237257,"56,307",Q3,Yes,9,30,,Yes,21.72,Yes,Yes,Fiber Optic,19,No,No,No,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,85.45,2509.95,23.13,120,651.6,3258.42,3,Stayed,0,3409,Yes
-Female,36,No,No,Yes,No,0,United States,California,Palm Springs,92262,"33.839989, -116.659215",33.839989,-116.659215,"24,924",Q3,Yes,1,11,,Yes,7.89,Yes,Yes,Fiber Optic,10,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,102.0,1145.35,0.0,0,86.79,1232.14,1,Churned,1,5750,Yes
-Female,62,No,No,Yes,No,0,United States,California,Palm Springs,92262,"33.839989, -116.659215",33.839989,-116.659215,"24,924",Q3,Yes,3,29,,Yes,5.39,Yes,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.95,2149.05,0.0,0,156.31,2305.36,5,Stayed,0,3483,Yes
-Female,57,No,No,Yes,No,0,United States,California,Palm Springs,92262,"33.839989, -116.659215",33.839989,-116.659215,"24,924",Q3,Yes,1,30,,Yes,21.14,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.55,608.5,0.0,0,634.2,1242.7,3,Stayed,0,5203,Yes
-Male,39,No,No,Yes,Yes,1,United States,California,Palm Springs,92262,"33.839989, -116.659215",33.839989,-116.659215,"24,924",Q3,Yes,2,12,,Yes,25.33,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.2,239.0,45.46,0,303.96,497.5,3,Stayed,0,3101,Yes
-Male,40,No,No,No,Yes,1,United States,California,Big Bear City,92314,"34.278967, -116.773825",34.278967,-116.773825,"9,899",Q3,No,0,4,Offer E,Yes,26.04,No,Yes,DSL,27,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,49.35,219.65,0.0,0,104.16,323.81,1,Churned,1,5858,No
-Male,59,No,No,No,No,0,United States,California,Big Bear City,92314,"34.278967, -116.773825",34.278967,-116.773825,"9,899",Q3,No,0,1,,Yes,14.65,No,Yes,Cable,15,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,55.05,55.05,0.0,0,14.65,69.7,4,Joined,0,2962,No
-Female,40,No,No,No,Yes,3,United States,California,Big Bear City,92314,"34.278967, -116.773825",34.278967,-116.773825,"9,899",Q3,No,0,50,,Yes,18.95,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.15,970.85,0.0,0,947.5,1918.35,3,Stayed,0,4263,No
-Female,64,No,No,Yes,No,0,United States,California,Calimesa,92320,"33.982787, -117.057627",33.982787,-117.057627,"7,334",Q3,Yes,1,1,Offer E,Yes,21.65,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,68.95,68.95,0.0,0,21.65,90.6,2,Churned,1,5644,Yes
-Female,63,No,No,Yes,No,0,United States,California,Calimesa,92320,"33.982787, -117.057627",33.982787,-117.057627,"7,334",Q3,Yes,7,54,Offer B,Yes,11.4,Yes,Yes,Fiber Optic,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,114.65,6049.5,0.0,0,615.6,6665.1,4,Stayed,0,4488,Yes
-Female,44,No,No,No,No,0,United States,California,Calimesa,92320,"33.982787, -117.057627",33.982787,-117.057627,"7,334",Q3,No,0,18,Offer D,Yes,18.2,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.65,391.7,0.0,0,327.6,719.3,3,Stayed,0,4333,No
-Male,58,No,No,No,No,0,United States,California,Calimesa,92320,"33.982787, -117.057627",33.982787,-117.057627,"7,334",Q3,No,0,2,,Yes,1.97,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.75,39.3,0.0,0,3.94,43.24,4,Joined,0,4064,No
-Male,35,No,No,No,No,0,United States,California,Green Valley Lake,92341,"34.244411, -117.072654",34.244411,-117.072654,317,Q3,No,0,7,,Yes,36.84,Yes,Yes,Fiber Optic,17,No,No,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,89.35,631.85,0.0,60,257.88,949.73,1,Churned,1,4154,No
-Female,48,No,No,No,No,0,United States,California,Green Valley Lake,92341,"34.244411, -117.072654",34.244411,-117.072654,317,Q3,No,0,24,,Yes,38.79,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,104.15,2494.65,0.0,40,930.96,3465.61,5,Stayed,0,5813,No
-Male,35,No,No,Yes,No,0,United States,California,Green Valley Lake,92341,"34.244411, -117.072654",34.244411,-117.072654,317,Q3,Yes,5,33,,Yes,31.76,Yes,Yes,Fiber Optic,7,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.35,3092.0,0.0,0,1048.08,4140.08,4,Stayed,0,3348,Yes
-Male,60,No,No,Yes,No,0,United States,California,Hinkley,92347,"34.983808, -117.239306",34.983808,-117.239306,"1,933",Q3,Yes,3,4,,Yes,32.43,No,Yes,Fiber Optic,13,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.35,307.4,0.0,0,129.72,437.12,1,Churned,1,4167,Yes
-Male,61,No,No,No,No,0,United States,California,Hinkley,92347,"34.983808, -117.239306",34.983808,-117.239306,"1,933",Q3,No,0,1,,Yes,4.53,Yes,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.1,75.1,0.0,0,4.53,79.63,3,Joined,0,4120,No
-Male,58,No,No,Yes,Yes,3,United States,California,Hinkley,92347,"34.983808, -117.239306",34.983808,-117.239306,"1,933",Q3,Yes,6,30,,Yes,40.0,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,21.25,711.9,0.0,0,1200.0,1911.9,3,Stayed,0,3047,Yes
-Female,40,No,No,No,No,0,United States,California,Hinkley,92347,"34.983808, -117.239306",34.983808,-117.239306,"1,933",Q3,No,0,18,,Yes,38.32,Yes,Yes,DSL,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.3,913.3,0.0,0,689.76,1603.06,3,Stayed,0,5877,No
-Male,56,No,No,No,No,0,United States,California,San Bernardino,92405,"34.142747, -117.300864",34.142747,-117.300864,"24,644",Q3,No,0,2,,Yes,15.79,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.3,28.3,0.0,0,31.58,59.88,3,Churned,1,2279,No
-Female,64,No,No,No,No,0,United States,California,San Bernardino,92405,"34.142747, -117.300864",34.142747,-117.300864,"24,644",Q3,No,0,15,Offer D,Yes,32.07,Yes,Yes,Fiber Optic,28,No,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,100.15,1415.0,0.0,0,481.05,1896.05,3,Stayed,0,2565,No
-Female,21,Yes,No,Yes,No,0,United States,California,San Bernardino,92405,"34.142747, -117.300864",34.142747,-117.300864,"24,644",Q3,Yes,3,54,Offer B,Yes,28.17,No,Yes,DSL,76,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,69.95,3871.85,0.0,0,1521.18,5393.03,4,Stayed,0,5077,Yes
-Female,62,No,No,No,Yes,1,United States,California,San Bernardino,92405,"34.142747, -117.300864",34.142747,-117.300864,"24,644",Q3,No,0,61,Offer B,Yes,32.05,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.0,1498.35,0.0,0,1955.05,3453.4,4,Stayed,0,4673,No
-Female,46,No,No,Yes,No,0,United States,California,Irvine,92602,"33.720359, -117.733655",33.720359,-117.733655,"2,762",Q3,Yes,1,57,Offer B,Yes,36.65,No,Yes,DSL,7,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,70.1,3913.3,0.0,0,2089.05,6002.35,1,Churned,1,4669,Yes
-Female,51,No,No,Yes,Yes,3,United States,California,Irvine,92602,"33.720359, -117.733655",33.720359,-117.733655,"2,762",Q3,Yes,9,24,Offer C,Yes,20.6,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,21.1,490.65,0.0,0,494.4,985.05,5,Stayed,0,4368,Yes
-Male,38,No,No,Yes,Yes,1,United States,California,Irvine,92602,"33.720359, -117.733655",33.720359,-117.733655,"2,762",Q3,Yes,3,56,Offer B,Yes,42.16,Yes,Yes,Fiber Optic,19,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,103.2,5873.75,0.0,0,2360.96,8234.71,3,Stayed,0,4478,Yes
-Male,60,No,No,No,No,0,United States,California,Irvine,92602,"33.720359, -117.733655",33.720359,-117.733655,"2,762",Q3,No,0,54,,Yes,18.54,Yes,Yes,DSL,26,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,87.1,4735.2,0.0,80,1001.16,5816.36,3,Stayed,0,5418,No
-Male,50,No,No,No,No,0,United States,California,Costa Mesa,92627,"33.645672, -117.922613",33.645672,-117.922613,"62,069",Q3,No,0,4,Offer E,Yes,33.65,No,Yes,Fiber Optic,30,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.9,280.85,0.0,0,134.6,415.45,1,Churned,1,4479,No
-Male,57,No,No,Yes,No,0,United States,California,Costa Mesa,92627,"33.645672, -117.922613",33.645672,-117.922613,"62,069",Q3,Yes,2,49,,No,0.0,No,Yes,DSL,5,No,Yes,No,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,51.8,2541.25,0.0,50,0.0,2591.25,2,Churned,1,5375,Yes
-Female,52,No,No,No,No,0,United States,California,Costa Mesa,92627,"33.645672, -117.922613",33.645672,-117.922613,"62,069",Q3,No,0,11,Offer D,Yes,24.57,Yes,Yes,Cable,10,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,58.95,601.6,0.0,70,270.27,941.87,4,Stayed,0,3880,No
-Male,38,No,No,No,No,0,United States,California,Costa Mesa,92627,"33.645672, -117.922613",33.645672,-117.922613,"62,069",Q3,No,0,56,Offer B,Yes,48.63,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Mailed Check,21.2,1238.65,0.0,0,2723.28,3961.93,4,Stayed,0,6473,No
-Female,39,No,No,Yes,No,0,United States,California,Huntington Beach,92647,"33.723579, -118.005441",33.723579,-118.005441,"58,764",Q3,Yes,1,58,Offer B,Yes,27.99,Yes,Yes,Fiber Optic,24,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.45,6144.55,0.0,0,1623.42,7767.97,1,Churned,1,6424,Yes
-Male,59,No,No,Yes,Yes,1,United States,California,Huntington Beach,92647,"33.723579, -118.005441",33.723579,-118.005441,"58,764",Q3,Yes,1,34,Offer C,Yes,3.54,No,Yes,Fiber Optic,12,No,No,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,78.95,2647.2,0.0,0,120.36,2767.56,3,Stayed,0,2074,Yes
-Male,21,Yes,No,Yes,No,0,United States,California,Huntington Beach,92647,"33.723579, -118.005441",33.723579,-118.005441,"58,764",Q3,Yes,4,66,,Yes,7.67,Yes,Yes,DSL,69,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,63.85,4264.6,0.0,0,506.22,4770.82,3,Stayed,0,5956,Yes
-Male,48,No,No,No,No,0,United States,California,Huntington Beach,92647,"33.723579, -118.005441",33.723579,-118.005441,"58,764",Q3,No,0,17,,No,0.0,No,Yes,DSL,11,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25.1,382.8,0.0,0,0.0,382.8,4,Stayed,0,4580,No
-Female,21,Yes,No,No,No,0,United States,California,Silverado,92676,"33.782346, -117.635263",33.782346,-117.635263,"1,859",Q3,No,0,30,Offer C,Yes,11.73,Yes,Yes,Fiber Optic,82,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.2,2983.8,0.0,0,351.9,3335.7,1,Churned,1,3598,No
-Male,39,No,No,No,No,0,United States,California,Silverado,92676,"33.782346, -117.635263",33.782346,-117.635263,"1,859",Q3,No,0,4,,Yes,9.98,Yes,Yes,DSL,13,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,51.75,201.1,0.0,0,39.92,241.02,1,Churned,1,3865,No
-Male,53,No,No,Yes,No,0,United States,California,Silverado,92676,"33.782346, -117.635263",33.782346,-117.635263,"1,859",Q3,Yes,1,56,,Yes,14.43,Yes,Yes,Fiber Optic,25,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,107.25,6033.3,0.0,0,808.08,6841.38,3,Stayed,0,5800,Yes
-Male,58,No,No,No,No,0,United States,California,Silverado,92676,"33.782346, -117.635263",33.782346,-117.635263,"1,859",Q3,No,0,10,,Yes,15.71,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.5,225.85,0.0,0,157.1,382.95,3,Stayed,0,5039,No
-Male,36,No,No,No,No,0,United States,California,Tustin,92780,"33.735802, -117.818805",33.735802,-117.818805,"55,062",Q3,No,0,1,,Yes,24.24,No,Yes,DSL,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.75,45.75,0.0,0,24.24,69.99,1,Churned,1,3531,No
-Male,26,Yes,No,Yes,No,0,United States,California,Tustin,92780,"33.735802, -117.818805",33.735802,-117.818805,"55,062",Q3,Yes,2,61,,Yes,20.34,No,Yes,Cable,51,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,81.05,4747.65,0.0,0,1240.74,5988.39,3,Stayed,0,4072,Yes
-Male,54,No,No,Yes,No,0,United States,California,Tustin,92780,"33.735802, -117.818805",33.735802,-117.818805,"55,062",Q3,Yes,3,58,Offer B,Yes,27.93,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.55,1108.8,0.0,0,1619.94,2728.74,3,Stayed,0,4801,Yes
-Male,39,No,No,Yes,Yes,2,United States,California,Tustin,92780,"33.735802, -117.818805",33.735802,-117.818805,"55,062",Q3,Yes,1,68,Offer A,No,0.0,No,Yes,DSL,19,Yes,Yes,No,No,Yes,No,No,Yes,One Year,No,Credit Card,44.8,2983.65,0.0,0,0.0,2983.65,3,Stayed,0,4112,Yes
-Male,41,No,No,No,No,0,United States,California,Anaheim,92808,"33.850452, -117.726668",33.850452,-117.726668,"19,629",Q3,No,0,11,,Yes,25.24,No,Yes,Fiber Optic,29,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.95,815.5,0.0,0,277.64,1093.14,1,Churned,1,4251,No
-Female,62,No,No,Yes,Yes,1,United States,California,Anaheim,92808,"33.850452, -117.726668",33.850452,-117.726668,"19,629",Q3,Yes,1,1,Offer E,Yes,28.28,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.0,19.0,0.0,0,28.28,47.28,4,Joined,0,2400,Yes
-Female,28,Yes,No,Yes,No,0,United States,California,Anaheim,92808,"33.850452, -117.726668",33.850452,-117.726668,"19,629",Q3,Yes,8,41,Offer B,Yes,18.84,Yes,Yes,Cable,26,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,78.35,3211.2,0.0,0,772.44,3983.64,3,Stayed,0,2894,Yes
-Male,37,No,No,Yes,Yes,1,United States,California,Anaheim,92808,"33.850452, -117.726668",33.850452,-117.726668,"19,629",Q3,Yes,1,22,Offer D,Yes,37.4,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.95,433.5,0.0,0,822.8,1256.3,3,Stayed,0,2233,Yes
-Female,57,No,No,Yes,No,0,United States,California,Fullerton,92831,"33.879983, -117.895482",33.879983,-117.895482,"34,592",Q3,Yes,1,72,,Yes,31.13,Yes,Yes,Fiber Optic,11,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,109.25,8109.8,0.0,0,2241.36,10351.16,1,Churned,1,4261,Yes
-Male,56,No,No,No,No,0,United States,California,Fullerton,92831,"33.879983, -117.895482",33.879983,-117.895482,"34,592",Q3,No,0,52,,Yes,46.24,No,Yes,Cable,10,Yes,Yes,No,No,Yes,No,No,No,Two Year,Yes,Credit Card,63.25,3342.45,0.0,130,2404.48,5876.93,4,Stayed,0,6471,No
-Female,50,No,No,No,No,0,United States,California,Fullerton,92831,"33.879983, -117.895482",33.879983,-117.895482,"34,592",Q3,No,0,1,,Yes,2.7,No,Yes,Fiber Optic,14,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.85,95.85,0.0,0,2.7,98.55,4,Joined,0,3270,No
-Female,41,No,No,Yes,No,0,United States,California,Fullerton,92831,"33.879983, -117.895482",33.879983,-117.895482,"34,592",Q3,Yes,1,67,Offer A,Yes,3.2,Yes,Yes,DSL,23,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,86.15,5883.85,0.0,0,214.4,6098.25,5,Stayed,0,5037,Yes
-Male,31,No,No,No,No,0,United States,California,Corona,92883,"33.762351, -117.488725",33.762351,-117.488725,"13,188",Q3,No,0,18,,Yes,20.86,No,Yes,DSL,3,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,49.4,874.8,0.0,0,375.48,1250.28,1,Churned,1,4028,No
-Male,48,No,No,No,No,0,United States,California,Corona,92883,"33.762351, -117.488725",33.762351,-117.488725,"13,188",Q3,No,0,51,,Yes,36.59,No,Yes,DSL,20,No,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,47.85,2356.75,18.39,0,1866.09,4204.45,4,Stayed,0,4138,No
-Female,31,No,No,No,No,0,United States,California,Corona,92883,"33.762351, -117.488725",33.762351,-117.488725,"13,188",Q3,No,0,8,,Yes,11.46,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.85,161.65,0.0,0,91.68,253.33,5,Stayed,0,4249,No
-Female,35,No,No,No,No,0,United States,California,Corona,92883,"33.762351, -117.488725",33.762351,-117.488725,"13,188",Q3,No,0,4,Offer E,Yes,32.54,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.15,84.5,0.0,0,130.16,214.66,4,Stayed,0,5535,No
-Female,42,No,No,No,No,0,United States,California,Carpinteria,93013,"34.441398, -119.513163",34.441398,-119.513163,"17,409",Q3,No,0,6,Offer E,Yes,43.8,Yes,Yes,Fiber Optic,5,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.55,536.4,0.0,0,262.8,799.2,2,Churned,1,5617,No
-Female,64,No,No,No,No,0,United States,California,Carpinteria,93013,"34.441398, -119.513163",34.441398,-119.513163,"17,409",Q3,No,0,15,,Yes,13.58,Yes,Yes,DSL,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,48.85,631.4,32.09,0,203.7,803.01,4,Stayed,0,3762,No
-Female,25,Yes,No,Yes,No,0,United States,California,Carpinteria,93013,"34.441398, -119.513163",34.441398,-119.513163,"17,409",Q3,Yes,6,72,Offer A,Yes,24.85,Yes,Yes,Fiber Optic,47,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,113.65,8124.2,0.0,0,1789.2,9913.4,3,Stayed,0,6469,Yes
-Male,36,No,No,Yes,No,0,United States,California,Carpinteria,93013,"34.441398, -119.513163",34.441398,-119.513163,"17,409",Q3,Yes,7,61,Offer B,Yes,27.88,Yes,Yes,DSL,5,No,Yes,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,79.8,4914.8,0.0,70,1700.68,6685.48,5,Stayed,0,6432,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,Frazier Park,93222,"34.907911, -119.234281",34.907911,-119.234281,"1,526",Q3,Yes,1,6,Offer E,Yes,27.44,Yes,Yes,Fiber Optic,58,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.3,545.2,0.0,0,164.64,709.84,1,Churned,1,4163,Yes
-Male,37,No,No,Yes,Yes,3,United States,California,Frazier Park,93222,"34.907911, -119.234281",34.907911,-119.234281,"1,526",Q3,Yes,7,35,,Yes,11.75,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.1,655.3,38.61,0,411.25,1027.94,3,Stayed,0,4517,Yes
-Male,40,No,No,Yes,No,0,United States,California,Frazier Park,93222,"34.907911, -119.234281",34.907911,-119.234281,"1,526",Q3,Yes,8,67,Offer A,Yes,31.41,No,Yes,Fiber Optic,23,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,100.9,6733.15,0.0,0,2104.47,8837.62,3,Stayed,0,4078,Yes
-Female,51,No,No,Yes,Yes,1,United States,California,Frazier Park,93222,"34.907911, -119.234281",34.907911,-119.234281,"1,526",Q3,Yes,5,13,Offer D,Yes,19.63,No,Yes,DSL,12,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,54.15,701.05,0.0,0,255.19,956.24,3,Stayed,0,4977,Yes
-Female,61,No,No,No,No,0,United States,California,Lemoore,93245,"36.303666, -119.825657",36.303666,-119.825657,"30,419",Q3,No,0,25,Offer C,Yes,19.75,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.75,692.1,0.0,0,493.75,1185.85,3,Churned,1,4931,No
-Male,22,Yes,No,No,No,0,United States,California,Lemoore,93245,"36.303666, -119.825657",36.303666,-119.825657,"30,419",Q3,No,0,49,Offer B,No,0.0,No,Yes,Cable,58,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.2,1453.1,0.0,0,0.0,1453.1,4,Stayed,0,5214,No
-Male,44,No,No,Yes,Yes,1,United States,California,Lemoore,93245,"36.303666, -119.825657",36.303666,-119.825657,"30,419",Q3,Yes,9,11,Offer D,Yes,38.48,No,Yes,Fiber Optic,19,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,90.6,1020.2,0.0,0,423.28,1443.48,5,Stayed,0,2004,Yes
-Male,26,Yes,No,No,No,0,United States,California,Lemoore,93245,"36.303666, -119.825657",36.303666,-119.825657,"30,419",Q3,No,0,40,Offer B,Yes,34.49,No,Yes,DSL,73,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,51.1,2092.9,0.0,0,1379.6,3472.5,5,Stayed,0,3355,No
-Male,64,No,No,No,No,0,United States,California,Sequoia National Park,93262,"36.527243, -118.594938",36.527243,-118.594938,56,Q3,No,0,1,Offer E,No,0.0,No,Yes,DSL,7,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.25,24.25,0.0,0,0.0,24.25,1,Churned,1,2846,No
-Male,64,No,No,Yes,No,0,United States,California,Sequoia National Park,93262,"36.527243, -118.594938",36.527243,-118.594938,56,Q3,Yes,4,45,Offer B,Yes,1.59,Yes,Yes,Fiber Optic,19,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,81.4,3775.85,0.0,0,71.55,3847.4,5,Stayed,0,5602,Yes
-Female,56,No,No,Yes,No,0,United States,California,Sequoia National Park,93262,"36.527243, -118.594938",36.527243,-118.594938,56,Q3,Yes,10,25,,Yes,3.6,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,26.8,733.55,0.0,0,90.0,823.55,5,Stayed,0,3428,Yes
-Female,60,No,No,Yes,No,0,United States,California,Sequoia National Park,93262,"36.527243, -118.594938",36.527243,-118.594938,56,Q3,Yes,1,22,Offer D,Yes,39.83,No,Yes,Cable,16,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.7,1178.75,0.0,0,876.26,2055.01,3,Stayed,0,5722,Yes
-Male,60,No,No,No,No,0,United States,California,Wasco,93280,"35.652242, -119.4464",35.652242,-119.4464,"22,760",Q3,No,0,28,Offer C,Yes,44.28,No,Yes,Fiber Optic,5,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,2068.55,0.0,0,1239.84,3308.39,1,Churned,1,5392,No
-Male,55,No,No,Yes,No,0,United States,California,Wasco,93280,"35.652242, -119.4464",35.652242,-119.4464,"22,760",Q3,Yes,7,31,,Yes,29.06,Yes,Yes,DSL,22,Yes,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,75.25,2344.5,1.99,0,900.86,3243.37,3,Stayed,0,4258,Yes
-Female,61,No,No,Yes,No,0,United States,California,Wasco,93280,"35.652242, -119.4464",35.652242,-119.4464,"22,760",Q3,Yes,2,3,,Yes,2.66,No,Yes,DSL,7,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,46.1,130.15,0.0,0,7.98,138.13,4,Joined,0,4047,Yes
-Female,29,Yes,No,Yes,No,0,United States,California,Wasco,93280,"35.652242, -119.4464",35.652242,-119.4464,"22,760",Q3,Yes,7,46,Offer B,Yes,31.88,No,Yes,DSL,53,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,69.1,3168.0,0.0,0,1466.48,4634.48,5,Stayed,0,2333,Yes
-Male,21,Yes,No,No,No,0,United States,California,Bakersfield,93306,"35.449881, -118.841442",35.449881,-118.841442,"53,481",Q3,No,0,1,,Yes,20.26,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,24.05,24.05,0.0,0,20.26,44.31,2,Churned,1,3162,No
-Male,52,No,No,No,No,0,United States,California,Bakersfield,93306,"35.449881, -118.841442",35.449881,-118.841442,"53,481",Q3,No,0,35,,Yes,41.21,Yes,Yes,Fiber Optic,6,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,83.15,2848.45,18.84,0,1442.35,4271.96,4,Stayed,0,2332,No
-Male,60,No,No,No,No,0,United States,California,Bakersfield,93306,"35.449881, -118.841442",35.449881,-118.841442,"53,481",Q3,No,0,3,Offer E,Yes,49.63,No,Yes,Fiber Optic,26,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.35,253.8,0.0,0,148.89,402.69,5,Joined,0,4203,No
-Male,42,No,No,Yes,No,0,United States,California,Bakersfield,93306,"35.449881, -118.841442",35.449881,-118.841442,"53,481",Q3,Yes,1,18,,Yes,34.17,Yes,Yes,Fiber Optic,16,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.75,1691.9,0.0,0,615.06,2306.96,4,Stayed,0,4477,Yes
-Female,47,No,No,Yes,Yes,3,United States,California,Casmalia,93429,"34.866032, -120.536546",34.866032,-120.536546,210,Q3,No,0,1,,Yes,34.57,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,20.5,20.5,0.0,0,34.57,55.07,1,Churned,1,2398,Yes
-Male,51,No,No,No,No,0,United States,California,Casmalia,93429,"34.866032, -120.536546",34.866032,-120.536546,210,Q3,No,0,32,,Yes,37.04,Yes,Yes,Fiber Optic,28,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.65,2664.3,0.0,0,1185.28,3849.58,3,Stayed,0,2383,No
-Male,38,No,No,No,No,0,United States,California,Casmalia,93429,"34.866032, -120.536546",34.866032,-120.536546,210,Q3,No,0,64,Offer B,Yes,36.54,Yes,Yes,Fiber Optic,14,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,99.25,6549.45,0.0,0,2338.56,8888.01,4,Stayed,0,5213,No
-Male,49,No,No,No,No,0,United States,California,Casmalia,93429,"34.866032, -120.536546",34.866032,-120.536546,210,Q3,No,0,4,,Yes,23.04,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.7,117.8,0.0,0,92.16,209.96,3,Stayed,0,5018,No
-Male,51,No,No,No,No,0,United States,California,Guadalupe,93434,"34.936, -120.594655",34.936,-120.594655,"5,726",Q3,No,0,4,,Yes,7.26,No,Yes,Fiber Optic,29,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.8,321.9,0.0,0,29.04,350.94,1,Churned,1,5882,No
-Male,24,Yes,No,Yes,No,0,United States,California,Guadalupe,93434,"34.936, -120.594655",34.936,-120.594655,"5,726",Q3,No,0,61,Offer B,Yes,46.76,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.55,1305.95,0.0,0,2852.36,4158.31,4,Stayed,0,4446,Yes
-Female,34,No,No,Yes,Yes,2,United States,California,Guadalupe,93434,"34.936, -120.594655",34.936,-120.594655,"5,726",Q3,Yes,1,66,Offer A,Yes,48.11,No,Yes,Cable,27,No,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,49.4,3251.85,0.0,0,3175.26,6427.11,3,Stayed,0,5232,Yes
-Male,46,No,No,Yes,No,0,United States,California,Guadalupe,93434,"34.936, -120.594655",34.936,-120.594655,"5,726",Q3,Yes,5,40,Offer B,Yes,12.97,No,Yes,Fiber Optic,24,No,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,80.8,3132.75,0.0,0,518.8,3651.55,3,Stayed,0,3387,Yes
-Female,34,No,No,No,No,0,United States,California,Lake Hughes,93532,"34.659579, -118.584212",34.659579,-118.584212,"2,771",Q3,No,0,10,,Yes,43.26,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.85,953.45,0.0,0,432.6,1386.05,3,Churned,1,3074,No
-Male,22,Yes,No,No,No,0,United States,California,Lake Hughes,93532,"34.659579, -118.584212",34.659579,-118.584212,"2,771",Q3,No,0,32,Offer C,Yes,27.69,Yes,Yes,Fiber Optic,73,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,108.15,3432.9,0.0,0,886.08,4318.98,1,Churned,1,2541,No
-Female,41,No,No,Yes,No,0,United States,California,Lake Hughes,93532,"34.659579, -118.584212",34.659579,-118.584212,"2,771",Q3,Yes,9,72,Offer A,Yes,9.6,Yes,Yes,Fiber Optic,25,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,90.35,6563.4,0.0,0,691.2,7254.6,3,Stayed,0,5794,Yes
-Male,28,Yes,No,No,Yes,1,United States,California,Lake Hughes,93532,"34.659579, -118.584212",34.659579,-118.584212,"2,771",Q3,No,0,60,Offer B,Yes,49.96,Yes,Yes,DSL,85,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.95,4984.85,0.0,0,2997.6,7982.45,3,Stayed,0,4104,No
-Male,42,No,No,Yes,Yes,1,United States,California,Palmdale,93550,"34.536232, -118.082935",34.536232,-118.082935,"67,232",Q3,Yes,1,14,,Yes,45.6,No,Yes,Cable,19,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,65.45,937.6,0.0,0,638.4,1576.0,1,Churned,1,2881,Yes
-Male,32,No,No,Yes,No,0,United States,California,Palmdale,93550,"34.536232, -118.082935",34.536232,-118.082935,"67,232",Q3,Yes,2,17,Offer D,Yes,45.35,No,Yes,DSL,11,Yes,Yes,No,No,No,Yes,Yes,Yes,One Year,No,Credit Card,64.8,1175.6,0.0,0,770.95,1946.55,4,Stayed,0,3546,Yes
-Male,19,Yes,No,No,No,0,United States,California,Palmdale,93550,"34.536232, -118.082935",34.536232,-118.082935,"67,232",Q3,No,0,68,,No,0.0,No,Yes,DSL,58,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,39.9,2796.35,0.0,0,0.0,2796.35,4,Stayed,0,6270,No
-Female,22,Yes,No,Yes,Yes,3,United States,California,Palmdale,93550,"34.536232, -118.082935",34.536232,-118.082935,"67,232",Q3,Yes,9,18,,Yes,43.69,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.65,471.35,0.0,0,786.42,1257.77,3,Stayed,0,5231,Yes
-Male,61,No,No,Yes,No,0,United States,California,Valyermo,93563,"34.39583, -117.734568",34.39583,-117.734568,413,Q3,Yes,1,49,Offer B,Yes,39.55,Yes,Yes,Cable,10,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,84.35,4059.35,0.0,0,1937.95,5997.3,2,Churned,1,6452,Yes
-Female,20,Yes,No,Yes,No,0,United States,California,Valyermo,93563,"34.39583, -117.734568",34.39583,-117.734568,413,Q3,Yes,7,59,Offer B,Yes,41.15,Yes,Yes,Fiber Optic,48,Yes,Yes,Yes,Yes,No,Yes,Yes,No,One Year,Yes,Credit Card,107.0,6152.3,0.0,0,2427.85,8580.15,4,Stayed,0,4620,Yes
-Male,35,No,No,No,No,0,United States,California,Valyermo,93563,"34.39583, -117.734568",34.39583,-117.734568,413,Q3,No,0,30,Offer C,Yes,47.06,No,Yes,Cable,24,Yes,No,Yes,No,No,No,No,Yes,Two Year,Yes,Mailed Check,55.65,1653.85,0.0,0,1411.8,3065.65,3,Stayed,0,5445,No
-Male,45,No,No,Yes,Yes,2,United States,California,Valyermo,93563,"34.39583, -117.734568",34.39583,-117.734568,413,Q3,Yes,7,72,,Yes,2.75,Yes,Yes,DSL,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,89.4,6376.55,0.0,0,198.0,6574.55,3,Stayed,0,6044,Yes
-Male,23,Yes,No,No,No,0,United States,California,Sanger,93657,"36.819628, -119.440414",36.819628,-119.440414,"28,991",Q3,No,0,57,Offer B,No,0.0,No,Yes,DSL,59,No,Yes,No,No,Yes,No,Yes,No,Month-to-Month,Yes,Bank Withdrawal,39.3,2111.45,0.0,80,0.0,2191.45,1,Churned,1,4917,No
-Female,55,No,No,No,No,0,United States,California,Sanger,93657,"36.819628, -119.440414",36.819628,-119.440414,"28,991",Q3,No,0,62,,Yes,8.23,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.8,1563.95,0.0,0,510.26,2074.21,3,Stayed,0,6201,No
-Male,41,No,No,Yes,No,0,United States,California,Sanger,93657,"36.819628, -119.440414",36.819628,-119.440414,"28,991",Q3,Yes,10,69,,Yes,48.37,No,Yes,DSL,7,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,84.7,5878.9,0.0,0,3337.53,9216.43,3,Stayed,0,5345,Yes
-Male,38,No,No,Yes,Yes,3,United States,California,Sanger,93657,"36.819628, -119.440414",36.819628,-119.440414,"28,991",Q3,Yes,1,53,,Yes,20.44,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.2,1068.15,0.0,0,1083.32,2151.47,4,Stayed,0,6050,Yes
-Male,64,No,No,No,No,0,United States,California,Fresno,93705,"36.78724, -119.827813",36.78724,-119.827813,"35,451",Q3,No,0,25,Offer C,Yes,8.31,Yes,Yes,Fiber Optic,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.8,2043.45,0.0,0,207.75,2251.2,1,Churned,1,4203,No
-Male,36,No,No,No,No,0,United States,California,Fresno,93705,"36.78724, -119.827813",36.78724,-119.827813,"35,451",Q3,No,0,44,,Yes,1.4,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.4,905.55,0.0,0,61.6,967.15,5,Stayed,0,2404,No
-Female,37,No,No,Yes,No,0,United States,California,Fresno,93705,"36.78724, -119.827813",36.78724,-119.827813,"35,451",Q3,No,0,42,Offer B,Yes,5.95,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.35,869.9,0.0,0,249.9,1119.8,3,Stayed,0,2127,Yes
-Male,55,No,No,No,No,0,United States,California,Fresno,93705,"36.78724, -119.827813",36.78724,-119.827813,"35,451",Q3,No,0,39,Offer C,Yes,17.17,Yes,Yes,Fiber Optic,30,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.4,4040.65,0.0,0,669.63,4710.28,4,Stayed,0,4111,No
-Male,49,No,No,No,No,0,United States,California,Salinas,93901,"36.64152, -121.622188",36.64152,-121.622188,"35,739",Q3,No,0,6,,Yes,6.32,Yes,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,469.8,0.0,0,37.92,507.72,1,Churned,1,4160,No
-Female,31,No,No,No,Yes,5,United States,California,Salinas,93901,"36.64152, -121.622188",36.64152,-121.622188,"35,739",Q3,No,0,2,,Yes,29.81,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.6,35.85,0.0,0,59.62,95.47,3,Churned,1,2843,No
-Female,57,No,No,Yes,Yes,2,United States,California,Salinas,93901,"36.64152, -121.622188",36.64152,-121.622188,"35,739",Q3,Yes,9,72,,Yes,12.29,Yes,Yes,Fiber Optic,24,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,115.8,8476.5,0.0,0,884.88,9361.38,3,Stayed,0,5841,Yes
-Female,35,No,No,No,No,0,United States,California,Salinas,93901,"36.64152, -121.622188",36.64152,-121.622188,"35,739",Q3,No,0,70,,Yes,31.33,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,26.05,1856.4,0.0,0,2193.1,4049.5,5,Stayed,0,4467,No
-Male,59,No,No,No,No,0,United States,California,Pacific Grove,93950,"36.618337, -121.926417",36.618337,-121.926417,"15,449",Q3,No,0,9,Offer E,Yes,49.74,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,18.95,185.6,0.0,0,447.66,633.26,3,Churned,1,5403,No
-Female,44,No,No,No,No,0,United States,California,Pacific Grove,93950,"36.618337, -121.926417",36.618337,-121.926417,"15,449",Q3,No,0,5,,Yes,24.61,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.5,104.3,0.0,0,123.05,227.35,3,Stayed,0,5263,No
-Male,39,No,No,Yes,No,0,United States,California,Pacific Grove,93950,"36.618337, -121.926417",36.618337,-121.926417,"15,449",Q3,No,0,2,,Yes,49.41,Yes,Yes,Fiber Optic,20,No,No,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,91.45,171.45,0.0,10,98.82,280.27,5,Joined,0,4889,Yes
-Female,43,No,No,No,No,0,United States,California,Pacific Grove,93950,"36.618337, -121.926417",36.618337,-121.926417,"15,449",Q3,No,0,22,Offer D,Yes,33.92,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.05,470.2,0.0,0,746.24,1216.44,5,Stayed,0,5555,No
-Female,31,No,No,No,No,0,United States,California,Seaside,93955,"36.625114, -121.823565",36.625114,-121.823565,"38,244",Q3,No,0,37,,No,0.0,No,Yes,DSL,10,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,28.6,973.55,0.0,0,0.0,973.55,2,Churned,1,4429,No
-Female,30,No,No,Yes,No,0,United States,California,Seaside,93955,"36.625114, -121.823565",36.625114,-121.823565,"38,244",Q3,Yes,2,1,Offer E,Yes,23.63,No,Yes,Fiber Optic,52,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.35,79.35,0.0,0,23.63,102.98,2,Churned,1,3492,Yes
-Female,32,No,No,Yes,No,0,United States,California,Seaside,93955,"36.625114, -121.823565",36.625114,-121.823565,"38,244",Q3,Yes,1,72,,Yes,25.48,Yes,Yes,Fiber Optic,3,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,98.2,7015.9,0.0,0,1834.56,8850.46,3,Stayed,0,4332,Yes
-Male,43,No,No,Yes,Yes,3,United States,California,Seaside,93955,"36.625114, -121.823565",36.625114,-121.823565,"38,244",Q3,Yes,7,53,,Yes,31.86,Yes,Yes,DSL,56,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,78.75,3942.45,0.0,0,1688.58,5631.03,4,Stayed,0,5052,Yes
-Female,51,No,No,No,No,0,United States,California,San Francisco,94107,"37.768881, -122.395521",37.768881,-122.395521,"17,372",Q3,No,0,6,Offer E,Yes,21.91,No,Yes,DSL,12,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.8,288.05,0.0,0,131.46,419.51,2,Churned,1,4713,No
-Female,29,Yes,No,No,No,0,United States,California,San Francisco,94107,"37.768881, -122.395521",37.768881,-122.395521,"17,372",Q3,No,0,71,,Yes,41.92,Yes,Yes,Fiber Optic,53,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,111.25,7984.15,0.0,0,2976.32,10960.47,4,Stayed,0,4361,No
-Female,43,No,No,Yes,Yes,2,United States,California,San Francisco,94107,"37.768881, -122.395521",37.768881,-122.395521,"17,372",Q3,Yes,4,71,Offer A,Yes,15.73,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,99.0,7061.65,0.0,0,1116.83,8178.48,3,Stayed,0,4305,Yes
-Female,35,No,No,Yes,No,0,United States,California,San Francisco,94107,"37.768881, -122.395521",37.768881,-122.395521,"17,372",Q3,Yes,9,3,,Yes,11.77,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.85,72.0,0.0,0,35.31,107.31,3,Joined,0,5867,Yes
-Male,59,No,No,No,No,0,United States,California,San Mateo,94401,"37.590421, -122.306467",37.590421,-122.306467,"32,488",Q3,No,0,8,,Yes,23.89,Yes,Yes,Fiber Optic,14,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.0,773.65,0.0,0,191.12,964.77,1,Churned,1,2632,No
-Female,40,No,No,Yes,No,0,United States,California,San Mateo,94401,"37.590421, -122.306467",37.590421,-122.306467,"32,488",Q3,Yes,8,10,,Yes,31.09,No,Yes,DSL,5,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Mailed Check,80.85,808.5,0.0,0,310.9,1119.4,3,Stayed,0,2048,Yes
-Female,52,No,No,No,No,0,United States,California,San Mateo,94401,"37.590421, -122.306467",37.590421,-122.306467,"32,488",Q3,No,0,8,,Yes,20.9,No,Yes,DSL,6,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,49.4,408.25,0.0,0,167.2,575.45,4,Stayed,0,2907,No
-Male,38,No,No,No,No,0,United States,California,San Mateo,94401,"37.590421, -122.306467",37.590421,-122.306467,"32,488",Q3,No,0,10,,Yes,49.04,No,Yes,Cable,23,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,51.65,524.5,0.0,0,490.4,1014.9,4,Stayed,0,4292,No
-Male,20,Yes,No,Yes,No,0,United States,California,Calistoga,94515,"38.629618, -122.593216",38.629618,-122.593216,"7,384",Q3,Yes,1,13,Offer D,Yes,41.22,Yes,Yes,Cable,82,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,75.3,989.45,0.0,0,535.86,1525.31,3,Churned,1,4800,Yes
-Female,64,No,No,No,No,0,United States,California,Calistoga,94515,"38.629618, -122.593216",38.629618,-122.593216,"7,384",Q3,No,0,8,Offer E,Yes,11.2,No,Yes,Fiber Optic,17,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,75.6,535.55,0.0,10,89.6,635.15,3,Stayed,0,2934,No
-Female,56,No,No,No,No,0,United States,California,Calistoga,94515,"38.629618, -122.593216",38.629618,-122.593216,"7,384",Q3,No,0,72,Offer A,Yes,48.37,Yes,Yes,Fiber Optic,5,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,114.9,8496.7,0.0,0,3482.64,11979.34,4,Stayed,0,4589,No
-Male,54,No,No,No,No,0,United States,California,Calistoga,94515,"38.629618, -122.593216",38.629618,-122.593216,"7,384",Q3,No,0,1,Offer E,Yes,42.95,No,Yes,DSL,9,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.3,44.3,0.0,0,42.95,87.25,5,Joined,0,4427,No
-Male,19,Yes,No,Yes,No,0,United States,California,Hayward,94544,"37.639215, -122.037554",37.639215,-122.037554,"72,993",Q3,Yes,1,56,Offer B,Yes,13.2,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.15,1327.15,0.0,0,739.2,2066.35,3,Churned,1,6484,Yes
-Female,48,No,No,No,No,0,United States,California,Hayward,94544,"37.639215, -122.037554",37.639215,-122.037554,"72,993",Q3,No,0,71,Offer A,Yes,18.2,No,Yes,DSL,28,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,77.35,5550.1,0.0,0,1292.2,6842.3,3,Stayed,0,4846,No
-Male,22,Yes,No,No,No,0,United States,California,Hayward,94544,"37.639215, -122.037554",37.639215,-122.037554,"72,993",Q3,No,0,18,Offer D,Yes,48.68,No,Yes,DSL,48,Yes,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,68.35,1299.8,0.0,0,876.24,2176.04,3,Stayed,0,5993,No
-Male,55,No,No,Yes,Yes,2,United States,California,Hayward,94544,"37.639215, -122.037554",37.639215,-122.037554,"72,993",Q3,Yes,9,62,Offer B,Yes,11.15,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.65,1218.45,0.0,0,691.3,1909.75,5,Stayed,0,6403,Yes
-Female,26,Yes,No,No,No,0,United States,California,Lafayette,94549,"37.907777, -122.127161",37.907777,-122.127161,"23,996",Q3,No,0,2,Offer E,Yes,21.28,No,Yes,Cable,26,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.6,114.7,0.0,0,42.56,157.26,1,Churned,1,3599,No
-Male,26,Yes,No,No,No,0,United States,California,Lafayette,94549,"37.907777, -122.127161",37.907777,-122.127161,"23,996",Q3,No,0,58,Offer B,Yes,47.47,No,Yes,DSL,69,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,70.1,4048.95,0.0,0,2753.26,6802.21,4,Stayed,0,4474,No
-Male,48,No,No,Yes,Yes,3,United States,California,Lafayette,94549,"37.907777, -122.127161",37.907777,-122.127161,"23,996",Q3,Yes,1,17,Offer D,Yes,29.87,Yes,Yes,DSL,53,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,66.7,1077.05,0.0,0,507.79,1584.84,3,Stayed,0,2814,Yes
-Female,44,No,No,Yes,Yes,2,United States,California,Lafayette,94549,"37.907777, -122.127161",37.907777,-122.127161,"23,996",Q3,Yes,6,61,Offer B,Yes,25.4,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.75,1311.6,0.0,0,1549.4,2861.0,3,Stayed,0,6108,Yes
-Female,44,No,No,No,No,0,United States,California,Oakland,94611,"37.828416, -122.216005",37.828416,-122.216005,"36,517",Q3,No,0,32,,Yes,40.26,Yes,Yes,Fiber Optic,14,No,No,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,84.05,2781.85,0.0,0,1288.32,4070.17,2,Churned,1,3553,No
-Male,25,Yes,No,Yes,No,0,United States,California,Oakland,94611,"37.828416, -122.216005",37.828416,-122.216005,"36,517",Q3,Yes,1,7,,Yes,19.23,No,Yes,Fiber Optic,52,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.75,608.8,26.02,0,134.61,717.39,2,Churned,1,3807,Yes
-Female,33,No,No,No,No,0,United States,California,Oakland,94611,"37.828416, -122.216005",37.828416,-122.216005,"36,517",Q3,No,0,23,Offer D,Yes,13.98,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.5,470.2,0.0,0,321.54,791.74,4,Stayed,0,5652,No
-Male,25,Yes,No,No,No,0,United States,California,Oakland,94611,"37.828416, -122.216005",37.828416,-122.216005,"36,517",Q3,No,0,63,Offer B,Yes,22.73,Yes,Yes,Fiber Optic,73,No,Yes,No,Yes,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,105.4,6713.2,0.0,130,1431.99,8275.19,4,Stayed,0,4551,No
-Female,35,No,No,No,No,0,United States,California,Bolinas,94924,"37.943087, -122.72379",37.943087,-122.72379,"1,573",Q3,No,0,1,,Yes,34.79,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.1,19.1,0.0,0,34.79,53.89,2,Churned,1,5890,No
-Female,37,No,No,No,No,0,United States,California,Bolinas,94924,"37.943087, -122.72379",37.943087,-122.72379,"1,573",Q3,No,0,8,,Yes,42.78,No,Yes,DSL,27,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,54.25,447.75,0.0,0,342.24,789.99,3,Stayed,0,2237,No
-Female,21,Yes,No,No,No,0,United States,California,Bolinas,94924,"37.943087, -122.72379",37.943087,-122.72379,"1,573",Q3,No,0,68,,No,0.0,No,Yes,DSL,58,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,38.9,2719.2,0.0,0,0.0,2719.2,3,Stayed,0,5278,No
-Male,23,Yes,No,No,Yes,2,United States,California,Bolinas,94924,"37.943087, -122.72379",37.943087,-122.72379,"1,573",Q3,No,0,52,,Yes,22.65,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.65,928.4,0.0,0,1177.8,2106.2,4,Stayed,0,4279,No
-Female,25,Yes,No,Yes,No,0,United States,California,Capitola,95010,"36.977025, -121.952864",36.977025,-121.952864,"9,673",Q3,Yes,1,2,,Yes,28.86,No,Yes,Fiber Optic,26,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,79.7,165.0,0.0,0,57.72,222.72,1,Churned,1,3039,Yes
-Male,50,No,No,No,No,0,United States,California,Capitola,95010,"36.977025, -121.952864",36.977025,-121.952864,"9,673",Q3,No,0,32,,Yes,14.91,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.05,614.45,9.73,0,477.12,1081.84,5,Stayed,0,3398,No
-Female,51,No,No,No,Yes,3,United States,California,Capitola,95010,"36.977025, -121.952864",36.977025,-121.952864,"9,673",Q3,No,0,4,Offer E,Yes,30.79,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.4,94.5,0.0,0,123.16,217.66,3,Stayed,0,4929,No
-Female,43,No,No,Yes,No,0,United States,California,Capitola,95010,"36.977025, -121.952864",36.977025,-121.952864,"9,673",Q3,Yes,1,53,,Yes,6.68,No,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,110.5,5835.5,0.0,0,354.04,6189.54,3,Stayed,0,4135,Yes
-Male,28,Yes,No,Yes,No,0,United States,California,Cupertino,95014,"37.306612, -122.080621",37.306612,-122.080621,"54,431",Q3,Yes,1,55,Offer B,Yes,8.8,No,Yes,DSL,48,Yes,Yes,No,Yes,No,No,No,No,Two Year,No,Bank Withdrawal,57.55,3046.4,0.0,60,484.0,3590.4,1,Churned,1,5463,Yes
-Female,21,Yes,No,Yes,No,0,United States,California,Cupertino,95014,"37.306612, -122.080621",37.306612,-122.080621,"54,431",Q3,Yes,1,70,Offer A,Yes,16.78,Yes,Yes,Fiber Optic,48,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,114.2,7723.9,48.54,0,1174.6,8849.96,1,Churned,1,5947,Yes
-Male,39,No,No,Yes,Yes,1,United States,California,Cupertino,95014,"37.306612, -122.080621",37.306612,-122.080621,"54,431",Q3,Yes,5,10,,Yes,22.83,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.75,257.5,0.0,0,228.3,485.8,5,Stayed,0,4950,Yes
-Male,46,No,No,No,No,0,United States,California,Cupertino,95014,"37.306612, -122.080621",37.306612,-122.080621,"54,431",Q3,No,0,11,Offer D,Yes,28.62,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.25,208.0,0.0,0,314.82,522.82,4,Stayed,0,4032,No
-Female,42,No,No,Yes,No,0,United States,California,Milpitas,95035,"37.441931, -121.878502",37.441931,-121.878502,"62,848",Q3,Yes,1,69,,Yes,37.2,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.95,7446.9,0.0,0,2566.8,10013.7,2,Churned,1,4283,Yes
-Male,30,No,No,No,No,0,United States,California,Milpitas,95035,"37.441931, -121.878502",37.441931,-121.878502,"62,848",Q3,No,0,29,,Yes,3.69,No,Yes,Cable,27,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,75.35,2243.9,2.24,0,107.01,2348.67,3,Stayed,0,4422,No
-Male,51,No,No,Yes,No,0,United States,California,Milpitas,95035,"37.441931, -121.878502",37.441931,-121.878502,"62,848",Q3,Yes,8,67,,Yes,46.89,No,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,111.05,7321.05,0.0,0,3141.63,10462.68,3,Stayed,0,6103,Yes
-Male,56,No,No,Yes,No,0,United States,California,Milpitas,95035,"37.441931, -121.878502",37.441931,-121.878502,"62,848",Q3,Yes,1,13,Offer D,Yes,14.32,Yes,Yes,DSL,4,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,65.85,902.25,0.0,0,186.16,1088.41,3,Stayed,0,2731,Yes
-Male,27,Yes,No,No,No,0,United States,California,Santa Clara,95050,"37.351214, -121.952417",37.351214,-121.952417,"36,349",Q3,No,0,39,,No,0.0,No,Yes,Cable,48,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,48.95,1880.85,0.0,0,0.0,1880.85,1,Churned,1,3080,No
-Female,39,No,No,Yes,No,0,United States,California,Santa Clara,95050,"37.351214, -121.952417",37.351214,-121.952417,"36,349",Q3,Yes,3,36,,Yes,24.51,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,97.35,3457.9,4.96,0,882.36,4335.3,2,Churned,1,4544,Yes
-Male,60,No,No,Yes,Yes,1,United States,California,Santa Clara,95050,"37.351214, -121.952417",37.351214,-121.952417,"36,349",Q3,Yes,10,67,Offer A,Yes,18.29,Yes,Yes,Fiber Optic,11,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,89.55,6038.55,33.76,0,1225.43,7230.22,3,Stayed,0,6194,Yes
-Male,33,No,No,No,No,0,United States,California,Santa Clara,95050,"37.351214, -121.952417",37.351214,-121.952417,"36,349",Q3,No,0,3,,Yes,2.78,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.45,69.25,0.0,0,8.34,77.59,4,Joined,0,2787,No
-Male,31,No,No,Yes,No,0,United States,California,San Jose,95117,"37.311088, -121.961786",37.311088,-121.961786,"29,914",Q3,Yes,1,58,Offer B,Yes,17.22,No,Yes,Cable,21,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Credit Card,60.3,3563.8,0.0,0,998.76,4562.56,2,Churned,1,4026,Yes
-Male,33,No,No,Yes,No,0,United States,California,San Jose,95117,"37.311088, -121.961786",37.311088,-121.961786,"29,914",Q3,Yes,3,32,,Yes,47.89,Yes,Yes,Fiber Optic,9,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,98.85,3145.9,0.0,0,1532.48,4678.38,4,Stayed,0,3981,Yes
-Female,37,No,No,Yes,No,0,United States,California,San Jose,95117,"37.311088, -121.961786",37.311088,-121.961786,"29,914",Q3,Yes,1,64,,Yes,46.44,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,115.0,7396.15,0.0,0,2972.16,10368.31,4,Stayed,0,5189,Yes
-Male,27,Yes,No,Yes,Yes,3,United States,California,San Jose,95117,"37.311088, -121.961786",37.311088,-121.961786,"29,914",Q3,Yes,1,61,,Yes,32.96,Yes,Yes,DSL,41,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,81.0,4976.15,0.0,0,2010.56,6986.71,4,Stayed,0,4151,Yes
-Male,56,No,No,No,Yes,3,United States,California,San Jose,95123,"37.238758, -121.828375",37.238758,-121.828375,"59,632",Q3,No,0,1,,No,0.0,No,Yes,DSL,57,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,24.75,24.75,0.0,0,0.0,24.75,1,Churned,1,3001,No
-Male,56,No,No,No,No,0,United States,California,San Jose,95123,"37.238758, -121.828375",37.238758,-121.828375,"59,632",Q3,No,0,20,,Yes,3.8,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,70.55,1493.55,17.6,0,76.0,1551.95,3,Stayed,0,5790,No
-Female,49,No,No,Yes,Yes,2,United States,California,San Jose,95123,"37.238758, -121.828375",37.238758,-121.828375,"59,632",Q3,Yes,5,67,,Yes,43.01,Yes,Yes,Cable,16,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,74.0,4868.4,0.0,0,2881.67,7750.07,3,Stayed,0,4188,Yes
-Female,55,No,No,Yes,Yes,2,United States,California,San Jose,95123,"37.238758, -121.828375",37.238758,-121.828375,"59,632",Q3,No,0,65,Offer B,Yes,19.25,No,Yes,DSL,19,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,61.35,3874.1,0.0,0,1251.25,5125.35,3,Stayed,0,6354,Yes
-Female,39,No,No,No,No,0,United States,California,Arnold,95223,"38.32153, -120.236358",38.32153,-120.236358,"5,159",Q3,No,0,1,Offer E,Yes,23.7,No,Yes,Cable,17,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,50.45,50.45,0.0,0,23.7,74.15,3,Churned,1,2806,No
-Female,59,No,No,No,No,0,United States,California,Arnold,95223,"38.32153, -120.236358",38.32153,-120.236358,"5,159",Q3,No,0,1,,Yes,7.8,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,18.85,18.85,0.0,0,7.8,26.65,4,Joined,0,5084,No
-Female,44,No,No,No,No,0,United States,California,Arnold,95223,"38.32153, -120.236358",38.32153,-120.236358,"5,159",Q3,No,0,43,Offer B,Yes,6.71,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,19.65,779.25,0.0,0,288.53,1067.78,3,Stayed,0,3678,No
-Male,44,No,No,No,No,0,United States,California,Arnold,95223,"38.32153, -120.236358",38.32153,-120.236358,"5,159",Q3,No,0,1,Offer E,Yes,27.08,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.95,19.95,0.0,0,27.08,47.03,4,Joined,0,5916,No
-Male,25,Yes,No,Yes,No,0,United States,California,Campo Seco,95226,"38.233879, -120.861666",38.233879,-120.861666,75,Q3,Yes,1,38,,Yes,49.7,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.65,3624.3,0.0,0,1888.6,5512.9,2,Churned,1,3498,Yes
-Female,48,No,No,Yes,Yes,1,United States,California,Campo Seco,95226,"38.233879, -120.861666",38.233879,-120.861666,75,Q3,Yes,7,45,Offer B,Yes,20.11,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,24.65,1138.8,0.0,0,904.95,2043.75,4,Stayed,0,3043,Yes
-Male,38,No,No,Yes,No,0,United States,California,Campo Seco,95226,"38.233879, -120.861666",38.233879,-120.861666,75,Q3,Yes,3,58,Offer B,Yes,22.14,Yes,Yes,DSL,2,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,86.1,4890.5,0.0,110,1284.12,6284.62,3,Stayed,0,5666,Yes
-Female,20,Yes,No,Yes,No,0,United States,California,Campo Seco,95226,"38.233879, -120.861666",38.233879,-120.861666,75,Q3,Yes,3,19,,Yes,8.3,No,Yes,DSL,48,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,59.8,1130.85,0.0,0,157.7,1288.55,3,Stayed,0,3652,Yes
-Female,45,No,No,No,No,0,United States,California,Clements,95227,"38.227285, -121.02789",38.227285,-121.02789,722,Q3,No,0,1,Offer E,Yes,20.23,Yes,Yes,Fiber Optic,17,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,100.25,100.25,0.0,0,20.23,120.48,1,Churned,1,5797,No
-Male,55,No,No,Yes,No,0,United States,California,Clements,95227,"38.227285, -121.02789",38.227285,-121.02789,722,Q3,Yes,4,70,Offer A,Yes,33.37,Yes,Yes,DSL,9,No,Yes,Yes,Yes,Yes,No,No,No,Two Year,No,Credit Card,76.1,5264.25,0.0,110,2335.9,7710.15,4,Stayed,0,5115,Yes
-Male,47,No,No,No,Yes,2,United States,California,Clements,95227,"38.227285, -121.02789",38.227285,-121.02789,722,Q3,No,0,7,,Yes,49.16,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.45,136.75,0.0,0,344.12,480.87,3,Stayed,0,5084,No
-Female,50,No,No,No,No,0,United States,California,Clements,95227,"38.227285, -121.02789",38.227285,-121.02789,722,Q3,No,0,40,Offer B,Yes,33.66,Yes,Yes,Fiber Optic,20,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,83.85,3532.25,0.0,0,1346.4,4878.65,4,Stayed,0,4294,No
-Male,27,Yes,No,No,No,0,United States,California,Lockeford,95237,"38.166791, -121.14207",38.166791,-121.14207,"3,205",Q3,No,0,4,Offer E,Yes,43.06,No,Yes,Fiber Optic,46,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.9,324.3,0.0,0,172.24,496.54,1,Churned,1,4669,No
-Female,63,No,No,No,No,0,United States,California,Lockeford,95237,"38.166791, -121.14207",38.166791,-121.14207,"3,205",Q3,No,0,67,,Yes,5.39,No,Yes,Cable,9,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,72.35,4991.5,0.0,0,361.13,5352.63,3,Stayed,0,4910,No
-Female,32,No,No,Yes,Yes,2,United States,California,Lockeford,95237,"38.166791, -121.14207",38.166791,-121.14207,"3,205",Q3,Yes,6,62,Offer B,No,0.0,No,Yes,Cable,26,Yes,Yes,No,Yes,Yes,No,No,No,Two Year,No,Bank Withdrawal,48.7,3008.55,0.0,120,0.0,3128.55,3,Stayed,0,5453,Yes
-Male,60,No,No,No,No,0,United States,California,Lockeford,95237,"38.166791, -121.14207",38.166791,-121.14207,"3,205",Q3,No,0,72,,Yes,36.49,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,118.2,8547.15,0.0,0,2627.28,11174.43,3,Stayed,0,4886,No
-Female,57,No,No,No,No,0,United States,California,Lathrop,95330,"37.80821, -121.308401",37.80821,-121.308401,"10,834",Q3,No,0,17,Offer D,Yes,21.82,Yes,Yes,Fiber Optic,23,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.4,1617.5,0.0,0,370.94,1988.44,1,Churned,1,2825,No
-Male,53,No,No,Yes,No,0,United States,California,Lathrop,95330,"37.80821, -121.308401",37.80821,-121.308401,"10,834",Q3,No,0,5,Offer E,Yes,31.76,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.35,126.05,0.0,0,158.8,284.85,1,Churned,1,3864,Yes
-Female,53,No,No,Yes,No,0,United States,California,Lathrop,95330,"37.80821, -121.308401",37.80821,-121.308401,"10,834",Q3,Yes,1,17,Offer D,Yes,21.15,Yes,Yes,Fiber Optic,4,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,78.9,1348.95,0.0,0,359.55,1708.5,3,Stayed,0,2362,Yes
-Female,44,No,No,Yes,Yes,1,United States,California,Lathrop,95330,"37.80821, -121.308401",37.80821,-121.308401,"10,834",Q3,Yes,3,64,,Yes,37.0,Yes,Yes,DSL,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Mailed Check,90.6,5817.45,0.0,0,2368.0,8185.45,4,Stayed,0,5240,Yes
-Male,52,No,No,Yes,Yes,3,United States,California,Modesto,95358,"37.612612, -121.108568",37.612612,-121.108568,"30,668",Q3,Yes,1,1,,Yes,8.03,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.95,19.95,0.0,0,8.03,27.98,1,Churned,1,4860,Yes
-Male,42,No,No,Yes,No,0,United States,California,Modesto,95358,"37.612612, -121.108568",37.612612,-121.108568,"30,668",Q3,Yes,1,10,,Yes,22.03,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.1,659.65,34.69,0,220.3,845.26,2,Churned,1,2457,Yes
-Male,42,No,No,Yes,Yes,3,United States,California,Modesto,95358,"37.612612, -121.108568",37.612612,-121.108568,"30,668",Q3,Yes,3,54,,Yes,19.7,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.4,1090.6,0.0,0,1063.8,2154.4,4,Stayed,0,6393,Yes
-Male,48,No,No,No,No,0,United States,California,Modesto,95358,"37.612612, -121.108568",37.612612,-121.108568,"30,668",Q3,No,0,26,,Yes,40.35,No,Yes,Fiber Optic,13,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.75,2146.5,0.0,0,1049.1,3195.6,3,Stayed,0,3178,No
-Male,33,No,No,Yes,No,0,United States,California,Pinecrest,95364,"38.224869, -119.755729",38.224869,-119.755729,235,Q3,Yes,1,23,Offer D,Yes,19.2,Yes,Yes,Fiber Optic,7,Yes,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,99.25,2186.4,0.0,0,441.6,2628.0,1,Churned,1,5338,Yes
-Male,47,No,No,No,No,0,United States,California,Pinecrest,95364,"38.224869, -119.755729",38.224869,-119.755729,235,Q3,No,0,43,Offer B,Yes,49.13,Yes,Yes,Fiber Optic,25,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,77.85,3365.85,0.0,0,2112.59,5478.44,1,Churned,1,5107,No
-Male,47,No,No,No,No,0,United States,California,Pinecrest,95364,"38.224869, -119.755729",38.224869,-119.755729,235,Q3,No,0,17,Offer D,Yes,47.45,Yes,Yes,DSL,5,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,65.75,1111.2,0.0,0,806.65,1917.85,4,Stayed,0,3921,No
-Female,47,No,No,Yes,Yes,3,United States,California,Pinecrest,95364,"38.224869, -119.755729",38.224869,-119.755729,235,Q3,Yes,1,42,,Yes,13.95,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,22.95,1014.25,0.0,0,585.9,1600.15,5,Stayed,0,4650,Yes
-Female,42,No,No,No,No,0,United States,California,Stevinson,95374,"37.316807, -120.855753",37.316807,-120.855753,"1,960",Q3,No,0,15,Offer D,Yes,42.83,Yes,Yes,Fiber Optic,21,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.75,1111.85,0.0,0,642.45,1754.3,3,Churned,1,2813,No
-Female,56,No,No,Yes,No,0,United States,California,Stevinson,95374,"37.316807, -120.855753",37.316807,-120.855753,"1,960",Q3,Yes,3,49,,Yes,44.81,Yes,Yes,Fiber Optic,10,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,100.85,4847.35,0.0,0,2195.69,7043.04,3,Stayed,0,5417,Yes
-Male,23,Yes,No,No,No,0,United States,California,Stevinson,95374,"37.316807, -120.855753",37.316807,-120.855753,"1,960",Q3,No,0,12,,Yes,40.06,No,Yes,Fiber Optic,41,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.95,1043.4,0.0,0,480.72,1524.12,5,Stayed,0,2968,No
-Male,40,No,No,No,No,0,United States,California,Stevinson,95374,"37.316807, -120.855753",37.316807,-120.855753,"1,960",Q3,No,0,41,,Yes,6.6,Yes,Yes,Cable,3,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,55.7,2237.55,0.0,0,270.6,2508.15,4,Stayed,0,5590,No
-Female,64,No,No,Yes,No,0,United States,California,Turlock,95380,"37.474396, -120.875917",37.474396,-120.875917,"40,545",Q3,Yes,1,30,,Yes,39.74,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.05,3046.15,0.0,0,1192.2,4238.35,1,Churned,1,4664,Yes
-Male,64,No,No,No,No,0,United States,California,Turlock,95380,"37.474396, -120.875917",37.474396,-120.875917,"40,545",Q3,No,0,20,Offer D,Yes,12.6,No,Yes,DSL,29,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,64.4,1398.6,0.0,0,252.0,1650.6,3,Stayed,0,2120,No
-Male,36,No,No,Yes,Yes,1,United States,California,Turlock,95380,"37.474396, -120.875917",37.474396,-120.875917,"40,545",Q3,Yes,10,68,,Yes,26.83,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,25.75,1686.15,0.0,0,1824.44,3510.59,4,Stayed,0,5434,Yes
-Male,30,No,No,Yes,Yes,3,United States,California,Turlock,95380,"37.474396, -120.875917",37.474396,-120.875917,"40,545",Q3,Yes,1,8,Offer E,Yes,2.87,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.15,165.5,0.0,0,22.96,188.46,4,Stayed,0,3899,Yes
-Female,20,Yes,No,No,No,0,United States,California,Vernalis,95385,"37.609095, -121.263381",37.609095,-121.263381,274,Q3,No,0,3,,Yes,10.6,No,Yes,Fiber Optic,73,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,85.8,272.2,0.0,0,31.8,304.0,1,Churned,1,5641,No
-Male,24,Yes,No,No,No,0,United States,California,Vernalis,95385,"37.609095, -121.263381",37.609095,-121.263381,274,Q3,No,0,1,,Yes,35.77,No,Yes,Fiber Optic,69,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,80.5,80.5,0.0,0,35.77,116.27,1,Churned,1,2734,No
-Male,58,No,No,No,Yes,1,United States,California,Vernalis,95385,"37.609095, -121.263381",37.609095,-121.263381,274,Q3,No,0,54,,Yes,20.93,No,Yes,Fiber Optic,11,Yes,Yes,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,105.85,5826.65,0.0,10,1130.22,6966.87,4,Stayed,0,5915,No
-Female,30,No,No,No,No,0,United States,California,Vernalis,95385,"37.609095, -121.263381",37.609095,-121.263381,274,Q3,No,0,60,,Yes,22.88,No,Yes,Fiber Optic,48,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.95,6236.75,0.0,0,1372.8,7609.55,4,Stayed,0,5926,No
-Male,25,Yes,No,Yes,No,0,United States,California,Santa Rosa,95403,"38.488431, -122.752839",38.488431,-122.752839,"40,270",Q3,Yes,1,1,,Yes,43.67,No,Yes,Fiber Optic,73,No,No,No,No,Yes,No,Yes,No,Month-to-Month,Yes,Bank Withdrawal,80.55,80.55,0.0,0,43.67,124.22,1,Churned,1,4273,Yes
-Male,43,No,No,No,No,0,United States,California,Santa Rosa,95403,"38.488431, -122.752839",38.488431,-122.752839,"40,270",Q3,No,0,25,Offer C,Yes,17.64,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,20.15,536.35,0.0,0,441.0,977.35,5,Stayed,0,3848,No
-Male,32,No,No,No,No,0,United States,California,Santa Rosa,95403,"38.488431, -122.752839",38.488431,-122.752839,"40,270",Q3,No,0,1,,Yes,39.61,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.45,20.45,0.0,0,39.61,60.06,5,Joined,0,2664,No
-Male,27,Yes,No,No,No,0,United States,California,Santa Rosa,95403,"38.488431, -122.752839",38.488431,-122.752839,"40,270",Q3,No,0,69,Offer A,Yes,5.71,Yes,Yes,Fiber Optic,73,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,110.05,7430.75,23.16,0,393.99,7801.58,3,Stayed,0,5798,No
-Female,26,Yes,No,No,No,0,United States,California,Sonoma,95476,"38.25485, -122.461799",38.25485,-122.461799,"34,314",Q3,No,0,6,,Yes,5.16,No,Yes,Fiber Optic,59,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,99.95,547.65,0.0,0,30.96,578.61,2,Churned,1,3722,No
-Male,19,Yes,No,Yes,Yes,1,United States,California,Sonoma,95476,"38.25485, -122.461799",38.25485,-122.461799,"34,314",Q3,Yes,6,67,,Yes,40.96,Yes,Yes,Fiber Optic,47,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,111.2,7530.8,0.0,0,2744.32,10275.12,4,Stayed,0,6060,Yes
-Male,58,No,No,No,No,0,United States,California,Sonoma,95476,"38.25485, -122.461799",38.25485,-122.461799,"34,314",Q3,No,0,9,,Yes,21.11,No,Yes,Fiber Optic,6,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.6,661.55,0.0,0,189.99,851.54,3,Stayed,0,4990,No
-Male,39,No,No,No,No,0,United States,California,Sonoma,95476,"38.25485, -122.461799",38.25485,-122.461799,"34,314",Q3,No,0,3,,Yes,6.97,Yes,Yes,Fiber Optic,14,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.5,217.45,0.0,0,20.91,238.36,3,Joined,0,5203,No
-Male,44,No,No,No,No,0,United States,California,Hoopa,95546,"41.163637, -123.704841",41.163637,-123.704841,"3,041",Q3,No,0,8,,Yes,19.49,No,Yes,Fiber Optic,10,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.7,740.3,0.0,80,155.92,976.22,1,Churned,1,5811,No
-Male,42,No,No,Yes,Yes,3,United States,California,Hoopa,95546,"41.163637, -123.704841",41.163637,-123.704841,"3,041",Q3,Yes,1,32,,Yes,43.37,No,Yes,Fiber Optic,76,Yes,Yes,Yes,No,No,Yes,Yes,No,One Year,No,Credit Card,94.8,3131.55,0.0,40,1387.84,4559.39,4,Stayed,0,5288,Yes
-Male,24,Yes,No,Yes,Yes,3,United States,California,Hoopa,95546,"41.163637, -123.704841",41.163637,-123.704841,"3,041",Q3,Yes,9,72,Offer A,No,0.0,No,Yes,DSL,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,65.25,4478.85,0.0,80,0.0,4558.85,4,Stayed,0,6412,Yes
-Female,44,No,No,Yes,Yes,3,United States,California,Hoopa,95546,"41.163637, -123.704841",41.163637,-123.704841,"3,041",Q3,Yes,10,15,Offer D,Yes,46.64,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.35,335.95,0.0,0,699.6,1035.55,3,Stayed,0,3205,Yes
-Female,54,No,No,Yes,Yes,2,United States,California,Myers Flat,95554,"40.267158, -123.805913",40.267158,-123.805913,644,Q3,Yes,1,1,,Yes,28.73,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.45,19.45,0.0,0,28.73,48.18,2,Churned,1,2865,Yes
-Female,47,No,No,Yes,No,0,United States,California,Myers Flat,95554,"40.267158, -123.805913",40.267158,-123.805913,644,Q3,Yes,6,23,Offer D,Yes,38.93,No,Yes,Cable,4,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.25,1221.55,0.0,0,895.39,2116.94,5,Stayed,0,5140,Yes
-Female,39,No,No,No,No,0,United States,California,Myers Flat,95554,"40.267158, -123.805913",40.267158,-123.805913,644,Q3,No,0,72,Offer A,Yes,6.75,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.45,1866.45,0.0,0,486.0,2352.45,4,Stayed,0,4118,No
-Female,46,No,No,No,No,0,United States,California,Myers Flat,95554,"40.267158, -123.805913",40.267158,-123.805913,644,Q3,No,0,23,Offer D,Yes,18.12,Yes,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.5,2341.55,0.0,0,416.76,2758.31,3,Stayed,0,4861,No
-Male,38,No,No,Yes,No,0,United States,California,Samoa,95564,"40.809636, -124.189977",40.809636,-124.189977,395,Q3,Yes,1,1,,Yes,38.8,No,Yes,Fiber Optic,4,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.0,70.0,0.0,0,38.8,108.8,2,Churned,1,2485,Yes
-Female,22,Yes,No,Yes,No,0,United States,California,Samoa,95564,"40.809636, -124.189977",40.809636,-124.189977,395,Q3,Yes,6,15,,Yes,30.09,No,Yes,Fiber Optic,71,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.35,1114.55,0.0,0,451.35,1565.9,5,Stayed,0,4891,Yes
-Male,20,Yes,No,Yes,No,0,United States,California,Samoa,95564,"40.809636, -124.189977",40.809636,-124.189977,395,Q3,Yes,2,72,Offer A,Yes,6.89,Yes,Yes,Fiber Optic,73,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,109.65,7880.25,0.0,10,496.08,8386.33,4,Stayed,0,6181,Yes
-Male,62,No,No,Yes,Yes,3,United States,California,Samoa,95564,"40.809636, -124.189977",40.809636,-124.189977,395,Q3,Yes,9,39,Offer C,Yes,17.29,Yes,Yes,Fiber Optic,75,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,100.0,3835.55,0.0,0,674.31,4509.86,3,Stayed,0,5434,Yes
-Female,21,Yes,No,No,No,0,United States,California,Zenia,95595,"40.170357, -123.417298",40.170357,-123.417298,259,Q3,No,0,15,,Yes,20.03,No,Yes,Fiber Optic,59,Yes,No,No,No,Yes,No,Yes,No,Month-to-Month,No,Bank Withdrawal,86.2,1270.2,0.0,100,300.45,1670.65,1,Churned,1,5829,No
-Male,58,No,No,No,No,0,United States,California,Zenia,95595,"40.170357, -123.417298",40.170357,-123.417298,259,Q3,No,0,19,,Yes,19.1,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.95,373.5,0.0,0,362.9,736.4,4,Stayed,0,2831,No
-Male,43,No,No,Yes,Yes,2,United States,California,Zenia,95595,"40.170357, -123.417298",40.170357,-123.417298,259,Q3,Yes,6,19,Offer D,Yes,4.7,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.6,414.95,0.0,0,89.3,504.25,3,Stayed,0,2276,Yes
-Female,32,No,No,Yes,No,0,United States,California,Zenia,95595,"40.170357, -123.417298",40.170357,-123.417298,259,Q3,Yes,7,71,,Yes,29.78,Yes,Yes,Fiber Optic,22,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,109.25,7707.7,0.0,0,2114.38,9822.08,3,Stayed,0,5044,Yes
-Female,23,Yes,No,No,No,0,United States,California,Clarksburg,95612,"38.384648, -121.578701",38.384648,-121.578701,"1,417",Q3,No,0,2,,Yes,28.02,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.5,31.55,0.0,0,56.04,87.59,3,Churned,1,2484,No
-Male,31,No,No,No,No,0,United States,California,Clarksburg,95612,"38.384648, -121.578701",38.384648,-121.578701,"1,417",Q3,No,0,54,Offer B,Yes,49.98,No,Yes,Fiber Optic,26,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,105.4,5643.4,0.0,0,2698.92,8342.32,1,Churned,1,4406,No
-Female,59,No,No,No,No,0,United States,California,Clarksburg,95612,"38.384648, -121.578701",38.384648,-121.578701,"1,417",Q3,No,0,9,,Yes,9.27,Yes,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.2,633.85,0.0,0,83.43,717.28,5,Stayed,0,5841,No
-Female,31,No,No,No,No,0,United States,California,Clarksburg,95612,"38.384648, -121.578701",38.384648,-121.578701,"1,417",Q3,No,0,11,Offer D,Yes,46.49,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.0,211.95,0.0,0,511.39,723.34,4,Stayed,0,3731,No
-Male,58,No,No,Yes,No,0,United States,California,Galt,95632,"38.274451, -121.259201",38.274451,-121.259201,"24,194",Q3,Yes,5,10,,Yes,43.28,No,Yes,Fiber Optic,12,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.85,990.9,0.0,0,432.8,1423.7,1,Churned,1,4243,Yes
-Male,63,No,No,No,Yes,2,United States,California,Galt,95632,"38.274451, -121.259201",38.274451,-121.259201,"24,194",Q3,No,0,1,,Yes,29.1,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.85,19.85,0.0,0,29.1,48.95,3,Joined,0,4840,No
-Male,54,No,No,Yes,Yes,2,United States,California,Galt,95632,"38.274451, -121.259201",38.274451,-121.259201,"24,194",Q3,Yes,2,67,Offer A,Yes,14.54,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,26.3,1688.9,0.0,0,974.18,2663.08,5,Stayed,0,6066,Yes
-Female,20,Yes,No,No,No,0,United States,California,Galt,95632,"38.274451, -121.259201",38.274451,-121.259201,"24,194",Q3,No,0,46,Offer B,Yes,5.86,No,Yes,Fiber Optic,82,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.4,4904.2,0.0,0,269.56,5173.76,4,Stayed,0,4190,No
-Male,50,No,No,No,No,0,United States,California,Hood,95639,"38.375325, -121.507935",38.375325,-121.507935,213,Q3,No,0,69,,Yes,2.52,No,Yes,Fiber Optic,24,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.05,7262.0,0.0,0,173.88,7435.88,3,Churned,1,4254,No
-Male,41,No,No,Yes,Yes,1,United States,California,Hood,95639,"38.375325, -121.507935",38.375325,-121.507935,213,Q3,Yes,4,61,Offer B,Yes,41.57,No,Yes,Fiber Optic,21,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,98.45,6145.2,0.0,0,2535.77,8680.97,3,Stayed,0,4000,Yes
-Male,50,No,No,No,No,0,United States,California,Hood,95639,"38.375325, -121.507935",38.375325,-121.507935,213,Q3,No,0,17,Offer D,Yes,39.34,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.45,369.05,0.0,0,668.78,1037.83,4,Stayed,0,5347,No
-Male,59,No,No,Yes,Yes,2,United States,California,Hood,95639,"38.375325, -121.507935",38.375325,-121.507935,213,Q3,Yes,4,57,Offer B,Yes,49.95,Yes,Yes,Fiber Optic,22,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,74.3,4018.35,0.0,70,2847.15,6935.5,5,Stayed,0,4133,Yes
-Male,56,No,No,No,No,0,United States,California,Walnut Grove,95690,"38.240419, -121.587535",38.240419,-121.587535,"2,344",Q3,No,0,1,,Yes,4.8,No,Yes,Fiber Optic,11,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.35,74.35,0.0,0,4.8,79.15,3,Churned,1,5633,No
-Female,31,No,No,No,No,0,United States,California,Walnut Grove,95690,"38.240419, -121.587535",38.240419,-121.587535,"2,344",Q3,No,0,1,Offer E,Yes,39.66,No,Yes,Fiber Optic,8,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.3,74.3,0.0,0,39.66,113.96,1,Churned,1,5996,No
-Male,59,No,No,Yes,Yes,3,United States,California,Walnut Grove,95690,"38.240419, -121.587535",38.240419,-121.587535,"2,344",Q3,Yes,2,63,,Yes,30.1,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Mailed Check,19.15,1177.05,0.0,0,1896.3,3073.35,5,Stayed,0,6373,Yes
-Male,30,No,No,Yes,Yes,3,United States,California,Walnut Grove,95690,"38.240419, -121.587535",38.240419,-121.587535,"2,344",Q3,Yes,10,47,Offer B,Yes,11.74,Yes,Yes,DSL,48,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Mailed Check,90.5,4318.35,0.0,0,551.78,4870.13,3,Stayed,0,3413,Yes
-Male,42,No,No,Yes,No,0,United States,California,Emigrant Gap,95715,"39.23754, -120.720196",39.23754,-120.720196,185,Q3,Yes,1,39,,Yes,35.7,No,Yes,DSL,9,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,80.0,3182.95,0.0,0,1392.3,4575.25,1,Churned,1,2704,Yes
-Female,21,Yes,No,No,No,0,United States,California,Emigrant Gap,95715,"39.23754, -120.720196",39.23754,-120.720196,185,Q3,No,0,23,,Yes,43.77,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,24.8,615.35,0.0,0,1006.71,1622.06,3,Stayed,0,4402,No
-Male,59,No,No,No,No,0,United States,California,Emigrant Gap,95715,"39.23754, -120.720196",39.23754,-120.720196,185,Q3,No,0,51,,Yes,9.85,Yes,Yes,Cable,3,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,59.9,3043.6,0.0,0,502.35,3545.95,3,Stayed,0,5233,No
-Male,25,Yes,No,Yes,Yes,2,United States,California,Emigrant Gap,95715,"39.23754, -120.720196",39.23754,-120.720196,185,Q3,Yes,4,72,,Yes,21.21,Yes,Yes,DSL,27,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,83.55,6093.3,0.0,90,1527.12,7710.42,3,Stayed,0,5940,Yes
-Male,30,No,No,No,No,0,United States,California,Elk Grove,95758,"38.35363, -121.44195",38.35363,-121.44195,"47,065",Q3,No,0,2,Offer E,Yes,17.22,Yes,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.5,162.45,0.0,0,34.44,196.89,1,Churned,1,5944,No
-Male,60,No,No,Yes,No,0,United States,California,Elk Grove,95758,"38.35363, -121.44195",38.35363,-121.44195,"47,065",Q3,Yes,3,71,Offer A,Yes,47.34,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,106.0,7723.7,0.0,0,3361.14,11084.84,3,Churned,1,4072,Yes
-Female,31,No,No,Yes,Yes,2,United States,California,Elk Grove,95758,"38.35363, -121.44195",38.35363,-121.44195,"47,065",Q3,Yes,7,52,,Yes,7.99,No,Yes,Fiber Optic,19,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,100.3,5244.45,0.0,0,415.48,5659.93,3,Stayed,0,4811,Yes
-Female,23,Yes,No,No,No,0,United States,California,Elk Grove,95758,"38.35363, -121.44195",38.35363,-121.44195,"47,065",Q3,No,0,39,Offer C,Yes,48.17,No,Yes,DSL,58,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,58.6,2224.5,0.0,0,1878.63,4103.13,4,Stayed,0,5662,No
-Male,47,No,No,No,No,0,United States,California,Woodland,95776,"38.694081, -121.694431",38.694081,-121.694431,"15,022",Q3,No,0,5,Offer E,Yes,7.31,No,Yes,DSL,18,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.2,216.9,0.0,0,36.55,253.45,1,Churned,1,4336,No
-Female,43,No,No,No,Yes,2,United States,California,Woodland,95776,"38.694081, -121.694431",38.694081,-121.694431,"15,022",Q3,No,0,3,Offer E,Yes,26.04,No,Yes,Cable,16,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,55.1,154.65,0.0,0,78.12,232.77,1,Churned,1,4412,No
-Male,26,Yes,No,No,No,0,United States,California,Woodland,95776,"38.694081, -121.694431",38.694081,-121.694431,"15,022",Q3,No,0,20,,Yes,23.22,Yes,Yes,Fiber Optic,59,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,98.55,2031.95,0.0,0,464.4,2496.35,3,Stayed,0,3300,No
-Male,42,No,No,No,Yes,2,United States,California,Woodland,95776,"38.694081, -121.694431",38.694081,-121.694431,"15,022",Q3,No,0,2,,Yes,49.53,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.4,42.9,0.0,0,99.06,141.96,3,Joined,0,3000,No
-Male,26,Yes,No,No,No,0,United States,California,Sacramento,95821,"38.625096, -121.383658",38.625096,-121.383658,"35,426",Q3,No,0,1,Offer E,Yes,23.63,Yes,Yes,Cable,85,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,60.1,60.1,0.0,0,23.63,83.73,1,Churned,1,5654,No
-Male,56,No,No,No,No,0,United States,California,Sacramento,95821,"38.625096, -121.383658",38.625096,-121.383658,"35,426",Q3,No,0,31,,Yes,45.92,No,Yes,Fiber Optic,18,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.5,2979.2,0.0,0,1423.52,4402.72,3,Stayed,0,3949,No
-Male,36,No,No,No,No,0,United States,California,Sacramento,95821,"38.625096, -121.383658",38.625096,-121.383658,"35,426",Q3,No,0,26,Offer C,Yes,44.11,No,Yes,DSL,8,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,49.15,1237.3,0.0,0,1146.86,2384.16,4,Stayed,0,2752,No
-Male,39,No,No,Yes,Yes,1,United States,California,Sacramento,95821,"38.625096, -121.383658",38.625096,-121.383658,"35,426",Q3,Yes,10,43,,Yes,14.97,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.2,776.25,9.48,0,643.71,1410.48,4,Stayed,0,5594,Yes
-Female,63,No,No,Yes,No,0,United States,California,Sacramento,95842,"38.687367, -121.34848",38.687367,-121.34848,"31,373",Q3,No,0,24,,Yes,44.96,No,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.3,2431.35,0.0,0,1079.04,3510.39,3,Churned,1,4811,Yes
-Male,46,No,No,Yes,No,0,United States,California,Sacramento,95842,"38.687367, -121.34848",38.687367,-121.34848,"31,373",Q3,Yes,9,31,,Yes,29.77,Yes,Yes,Fiber Optic,12,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,88.65,2683.2,0.0,0,922.87,3606.07,4,Stayed,0,4821,Yes
-Male,43,No,No,No,No,0,United States,California,Sacramento,95842,"38.687367, -121.34848",38.687367,-121.34848,"31,373",Q3,No,0,16,,Yes,27.43,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.95,1205.5,0.0,0,438.88,1644.38,5,Stayed,0,5596,No
-Male,46,No,No,No,No,0,United States,California,Sacramento,95842,"38.687367, -121.34848",38.687367,-121.34848,"31,373",Q3,No,0,41,,Yes,36.76,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.15,802.35,29.95,0,1507.16,2279.56,3,Stayed,0,4982,No
-Male,58,No,No,No,No,0,United States,California,Browns Valley,95918,"39.292334, -121.320597",39.292334,-121.320597,"1,477",Q3,No,0,18,,Yes,38.87,Yes,Yes,Fiber Optic,7,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,80.65,1451.9,0.0,30,699.66,2181.56,2,Churned,1,3788,No
-Male,53,No,No,Yes,No,0,United States,California,Browns Valley,95918,"39.292334, -121.320597",39.292334,-121.320597,"1,477",Q3,Yes,7,72,Offer A,No,0.0,No,Yes,DSL,15,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,65.1,4754.3,0.0,0,0.0,4754.3,4,Stayed,0,4969,Yes
-Male,19,Yes,No,Yes,No,0,United States,California,Browns Valley,95918,"39.292334, -121.320597",39.292334,-121.320597,"1,477",Q3,Yes,10,70,,No,0.0,No,Yes,DSL,41,No,Yes,Yes,Yes,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,51.05,3635.15,0.0,120,0.0,3755.15,4,Stayed,0,4042,Yes
-Female,20,Yes,No,Yes,Yes,1,United States,California,Browns Valley,95918,"39.292334, -121.320597",39.292334,-121.320597,"1,477",Q3,Yes,1,19,,Yes,31.58,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,24.9,467.7,0.0,0,600.02,1067.72,3,Stayed,0,5396,Yes
-Female,25,Yes,No,Yes,No,0,United States,California,Crescent Mills,95934,"40.080342, -120.957805",40.080342,-120.957805,178,Q3,Yes,1,53,Offer B,Yes,37.85,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.8,1021.8,0.0,0,2006.05,3027.85,3,Churned,1,4166,Yes
-Female,21,Yes,No,No,No,0,United States,California,Crescent Mills,95934,"40.080342, -120.957805",40.080342,-120.957805,178,Q3,No,0,1,,Yes,5.1,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.55,19.55,0.0,0,5.1,24.65,3,Joined,0,5750,No
-Male,33,No,No,Yes,Yes,2,United States,California,Crescent Mills,95934,"40.080342, -120.957805",40.080342,-120.957805,178,Q3,Yes,4,13,,Yes,13.77,Yes,Yes,DSL,23,No,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,72.8,930.05,0.0,0,179.01,1109.06,4,Stayed,0,2862,Yes
-Male,62,No,No,No,No,0,United States,California,Crescent Mills,95934,"40.080342, -120.957805",40.080342,-120.957805,178,Q3,No,0,60,,Yes,35.13,No,Yes,DSL,3,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,79.0,4801.1,0.0,0,2107.8,6908.9,3,Stayed,0,4807,No
-Female,60,No,No,No,No,0,United States,California,Maxwell,95955,"39.281194, -122.226568",39.281194,-122.226568,"1,146",Q3,No,0,22,,Yes,12.19,Yes,Yes,Fiber Optic,23,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.0,1993.8,0.0,0,268.18,2261.98,2,Churned,1,4739,No
-Male,22,Yes,No,Yes,No,0,United States,California,Maxwell,95955,"39.281194, -122.226568",39.281194,-122.226568,"1,146",Q3,Yes,2,71,Offer A,Yes,18.04,Yes,Yes,DSL,41,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,80.4,5727.15,0.0,0,1280.84,7007.99,3,Stayed,0,5228,Yes
-Male,54,No,No,No,No,0,United States,California,Maxwell,95955,"39.281194, -122.226568",39.281194,-122.226568,"1,146",Q3,No,0,19,Offer D,Yes,13.76,Yes,Yes,DSL,4,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,69.6,1394.55,0.0,0,261.44,1655.99,4,Stayed,0,3349,No
-Male,63,No,No,No,No,0,United States,California,Maxwell,95955,"39.281194, -122.226568",39.281194,-122.226568,"1,146",Q3,No,0,18,,Yes,4.38,Yes,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,74.15,1387.0,0.0,0,78.84,1465.84,5,Stayed,0,2643,No
-Male,62,No,No,No,No,0,United States,California,Olivehurst,95961,"39.082568, -121.55325",39.082568,-121.55325,"6,439",Q3,No,0,53,Offer B,Yes,26.21,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.75,1052.35,0.0,0,1389.13,2441.48,3,Churned,1,6265,No
-Female,36,No,No,No,No,0,United States,California,Olivehurst,95961,"39.082568, -121.55325",39.082568,-121.55325,"6,439",Q3,No,0,41,,Yes,36.93,Yes,Yes,DSL,30,No,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,68.6,2877.05,0.0,0,1514.13,4391.18,4,Stayed,0,4572,No
-Female,23,Yes,No,Yes,No,0,United States,California,Olivehurst,95961,"39.082568, -121.55325",39.082568,-121.55325,"6,439",Q3,Yes,2,64,,Yes,18.03,No,Yes,Cable,42,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Mailed Check,74.35,4759.55,0.0,0,1153.92,5913.47,3,Stayed,0,4781,Yes
-Male,56,No,No,Yes,Yes,3,United States,California,Olivehurst,95961,"39.082568, -121.55325",39.082568,-121.55325,"6,439",Q3,Yes,1,18,Offer D,Yes,28.06,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.05,345.9,0.0,0,505.08,850.98,5,Stayed,0,4458,Yes
-Female,44,No,No,No,No,0,United States,California,Bella Vista,96008,"40.722733, -122.109666",40.722733,-122.109666,899,Q3,No,0,5,,Yes,46.45,Yes,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,93.9,486.85,0.0,0,232.25,719.1,1,Churned,1,5435,No
-Male,53,No,No,Yes,No,0,United States,California,Bella Vista,96008,"40.722733, -122.109666",40.722733,-122.109666,899,Q3,Yes,10,30,Offer C,Yes,23.16,No,Yes,DSL,6,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.0,1474.9,0.0,0,694.8,2169.7,4,Stayed,0,4715,Yes
-Female,60,No,No,No,No,0,United States,California,Bella Vista,96008,"40.722733, -122.109666",40.722733,-122.109666,899,Q3,No,0,3,,Yes,1.47,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,20.25,71.2,0.0,0,4.41,75.61,3,Joined,0,4331,No
-Female,34,No,No,No,No,0,United States,California,Bella Vista,96008,"40.722733, -122.109666",40.722733,-122.109666,899,Q3,No,0,21,Offer D,No,0.0,No,Yes,DSL,4,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,35.1,770.4,0.0,0,0.0,770.4,4,Stayed,0,2991,No
-Female,39,No,No,Yes,No,0,United States,California,Castella,96017,"41.121108, -122.336613",41.121108,-122.336613,228,Q3,Yes,1,31,,Yes,38.67,Yes,Yes,Cable,13,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,91.15,2995.45,0.0,0,1198.77,4194.22,2,Churned,1,5219,Yes
-Female,25,Yes,No,Yes,No,0,United States,California,Castella,96017,"41.121108, -122.336613",41.121108,-122.336613,228,Q3,Yes,1,42,,Yes,6.84,Yes,Yes,Fiber Optic,27,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.2,4186.3,0.0,0,287.28,4473.58,1,Churned,1,5458,Yes
-Female,58,No,No,Yes,No,0,United States,California,Castella,96017,"41.121108, -122.336613",41.121108,-122.336613,228,Q3,Yes,9,31,Offer C,Yes,28.52,Yes,Yes,DSL,2,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,80.55,2471.6,0.0,0,884.12,3355.72,4,Stayed,0,3491,Yes
-Male,58,No,No,No,Yes,3,United States,California,Castella,96017,"41.121108, -122.336613",41.121108,-122.336613,228,Q3,No,0,40,Offer B,Yes,26.41,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,20.4,854.9,32.55,0,1056.4,1878.75,5,Stayed,0,3200,No
-Female,26,Yes,No,No,No,0,United States,California,Happy Camp,96039,"41.831901, -123.487478",41.831901,-123.487478,"1,294",Q3,No,0,38,,Yes,36.18,No,Yes,Fiber Optic,48,Yes,Yes,Yes,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,83.9,3233.6,0.0,0,1374.84,4608.44,1,Churned,1,2157,No
-Male,42,No,No,No,No,0,United States,California,Happy Camp,96039,"41.831901, -123.487478",41.831901,-123.487478,"1,294",Q3,No,0,49,,Yes,18.97,Yes,Yes,Fiber Optic,3,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.6,5069.65,0.0,0,929.53,5999.18,2,Churned,1,5585,No
-Female,48,No,No,Yes,Yes,1,United States,California,Happy Camp,96039,"41.831901, -123.487478",41.831901,-123.487478,"1,294",Q3,Yes,1,23,Offer D,Yes,39.59,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.4,478.75,0.0,0,910.57,1389.32,4,Stayed,0,4698,Yes
-Male,56,No,No,No,No,0,United States,California,Happy Camp,96039,"41.831901, -123.487478",41.831901,-123.487478,"1,294",Q3,No,0,2,,Yes,5.08,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.9,111.05,0.0,0,10.16,121.21,4,Joined,0,4370,No
-Female,23,Yes,No,No,No,0,United States,California,Paynes Creek,96075,"40.343213, -121.815412",40.343213,-121.815412,433,Q3,No,0,1,Offer E,Yes,44.11,No,Yes,Fiber Optic,69,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,74.7,74.7,0.0,0,44.11,118.81,1,Churned,1,4692,No
-Male,33,No,No,Yes,No,0,United States,California,Paynes Creek,96075,"40.343213, -121.815412",40.343213,-121.815412,433,Q3,Yes,1,48,Offer B,Yes,6.1,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,96.9,4473.45,0.0,0,292.8,4766.25,4,Stayed,0,2613,Yes
-Female,30,No,No,Yes,Yes,2,United States,California,Paynes Creek,96075,"40.343213, -121.815412",40.343213,-121.815412,433,Q3,Yes,6,10,,Yes,5.74,No,Yes,DSL,59,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.55,551.3,0.0,0,57.4,608.7,5,Stayed,0,2530,Yes
-Female,46,No,No,Yes,Yes,3,United States,California,Paynes Creek,96075,"40.343213, -121.815412",40.343213,-121.815412,433,Q3,Yes,8,61,Offer B,No,0.0,No,Yes,DSL,26,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,61.45,3751.15,0.0,0,0.0,3751.15,3,Stayed,0,5063,Yes
-Male,33,No,No,No,No,0,United States,California,Susanville,96130,"40.559177, -120.612113",40.559177,-120.612113,"19,440",Q3,No,0,3,Offer E,Yes,15.12,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,19.8,58.15,0.0,0,45.36,103.51,1,Churned,1,4323,No
-Male,30,No,No,Yes,No,0,United States,California,Susanville,96130,"40.559177, -120.612113",40.559177,-120.612113,"19,440",Q3,Yes,1,55,,No,0.0,No,Yes,DSL,42,No,No,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,54.55,2978.3,0.0,50,0.0,3028.3,1,Churned,1,6041,Yes
-Male,45,No,No,No,No,0,United States,California,Susanville,96130,"40.559177, -120.612113",40.559177,-120.612113,"19,440",Q3,No,0,66,,No,0.0,No,Yes,Cable,15,No,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,29.45,1983.15,0.0,0,0.0,1983.15,3,Stayed,0,5112,No
-Female,33,No,No,No,Yes,2,United States,California,Susanville,96130,"40.559177, -120.612113",40.559177,-120.612113,"19,440",Q3,No,0,41,,Yes,18.72,Yes,Yes,Fiber Optic,10,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.5,3645.05,0.0,0,767.52,4412.57,3,Stayed,0,5984,No
-Male,55,No,No,Yes,Yes,3,United States,California,Termo,96132,"41.027281, -120.669427",41.027281,-120.669427,72,Q3,Yes,1,4,Offer E,Yes,8.58,Yes,Yes,DSL,57,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.9,225.6,0.0,0,34.32,259.92,3,Churned,1,5691,Yes
-Female,44,No,No,Yes,Yes,1,United States,California,Termo,96132,"41.027281, -120.669427",41.027281,-120.669427,72,Q3,Yes,3,68,,Yes,24.94,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Credit Card,84.4,5746.75,0.0,0,1695.92,7442.67,5,Stayed,0,5045,Yes
-Female,46,No,No,No,No,0,United States,California,Termo,96132,"41.027281, -120.669427",41.027281,-120.669427,72,Q3,No,0,4,,No,0.0,No,Yes,DSL,26,Yes,No,Yes,No,No,No,No,No,Month-to-Month,No,Credit Card,35.0,135.75,0.0,50,0.0,185.75,4,Stayed,0,3523,No
-Male,27,Yes,No,No,No,0,United States,California,Termo,96132,"41.027281, -120.669427",41.027281,-120.669427,72,Q3,No,0,14,,Yes,9.19,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.05,299.3,0.0,0,128.66,427.96,5,Stayed,0,5728,No
-Male,55,No,No,No,No,0,United States,California,Carnelian Bay,96140,"39.227434, -120.091806",39.227434,-120.091806,"1,943",Q3,No,0,26,,Yes,40.17,Yes,Yes,Fiber Optic,27,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.35,2515.3,0.0,0,1044.42,3559.72,1,Churned,1,4997,No
-Female,26,Yes,No,Yes,No,0,United States,California,Carnelian Bay,96140,"39.227434, -120.091806",39.227434,-120.091806,"1,943",Q3,Yes,1,13,,Yes,43.56,Yes,Yes,Fiber Optic,52,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,94.1,1215.6,0.0,0,566.28,1781.88,1,Churned,1,2973,Yes
-Male,56,No,No,Yes,No,0,United States,California,Carnelian Bay,96140,"39.227434, -120.091806",39.227434,-120.091806,"1,943",Q3,Yes,4,37,,Yes,6.99,No,Yes,Fiber Optic,22,No,No,Yes,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,90.35,3419.3,0.0,150,258.63,3827.93,3,Stayed,0,3347,Yes
-Female,39,No,No,Yes,Yes,3,United States,California,Carnelian Bay,96140,"39.227434, -120.091806",39.227434,-120.091806,"1,943",Q3,Yes,7,72,,Yes,49.12,Yes,Yes,DSL,23,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,80.2,5714.2,0.0,0,3536.64,9250.84,4,Stayed,0,6087,Yes
-Female,55,No,No,Yes,No,0,United States,California,Kings Beach,96143,"39.246654, -120.029273",39.246654,-120.029273,"4,806",Q3,Yes,1,4,Offer E,Yes,21.81,Yes,Yes,Fiber Optic,14,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.65,365.4,0.0,0,87.24,452.64,2,Churned,1,2140,Yes
-Female,57,No,No,Yes,No,0,United States,California,Kings Beach,96143,"39.246654, -120.029273",39.246654,-120.029273,"4,806",Q3,Yes,6,59,,Yes,14.49,Yes,Yes,Cable,25,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Mailed Check,65.5,3801.3,0.0,0,854.91,4656.21,3,Stayed,0,5631,Yes
-Female,33,No,No,No,No,0,United States,California,Kings Beach,96143,"39.246654, -120.029273",39.246654,-120.029273,"4,806",Q3,No,0,4,,Yes,25.8,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,83.3,0.0,0,103.2,186.5,4,Stayed,0,4596,No
-Female,51,No,No,Yes,Yes,2,United States,California,Kings Beach,96143,"39.246654, -120.029273",39.246654,-120.029273,"4,806",Q3,Yes,4,40,,Yes,29.42,Yes,Yes,Fiber Optic,23,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,96.35,3915.4,0.0,0,1176.8,5092.2,5,Stayed,0,2004,Yes
-Male,38,No,No,No,No,0,United States,California,Los Angeles,90027,"34.127194, -118.295647",34.127194,-118.295647,"48,727",Q3,No,0,14,Offer D,No,0.0,No,Yes,Cable,6,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,50.75,712.75,0.0,10,0.0,722.75,1,Churned,1,4883,No
-Female,33,No,No,No,No,0,United States,California,Los Angeles,90027,"34.127194, -118.295647",34.127194,-118.295647,"48,727",Q3,No,0,1,,Yes,13.61,Yes,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.5,74.5,0.0,0,13.61,88.11,1,Churned,1,2016,No
-Female,25,Yes,No,No,No,0,United States,California,Los Angeles,90027,"34.127194, -118.295647",34.127194,-118.295647,"48,727",Q3,No,0,30,,Yes,19.41,No,Yes,Cable,27,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,55.3,1530.6,0.0,0,582.3,2112.9,4,Stayed,0,2725,No
-Male,58,No,No,Yes,Yes,3,United States,California,Los Angeles,90027,"34.127194, -118.295647",34.127194,-118.295647,"48,727",Q3,Yes,8,6,Offer E,Yes,31.73,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,25.4,153.3,0.0,0,190.38,343.68,3,Stayed,0,2882,Yes
-Female,42,No,No,Yes,No,0,United States,California,Los Angeles,90027,"34.127194, -118.295647",34.127194,-118.295647,"48,727",Q3,Yes,4,18,Offer D,Yes,35.96,No,Yes,DSL,17,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.3,908.75,0.0,0,647.28,1556.03,3,Stayed,0,3740,Yes
-Male,53,No,No,No,No,0,United States,California,El Segundo,90245,"33.917145, -118.401554",33.917145,-118.401554,"16,041",Q3,No,0,6,Offer E,Yes,16.58,No,Yes,Fiber Optic,17,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,No,Mailed Check,94.5,575.45,0.0,10,99.48,684.93,2,Churned,1,3469,No
-Female,51,No,No,No,Yes,3,United States,California,El Segundo,90245,"33.917145, -118.401554",33.917145,-118.401554,"16,041",Q3,No,0,3,Offer E,Yes,39.55,No,Yes,DSL,56,Yes,No,No,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,64.5,177.4,0.0,60,118.65,356.05,3,Joined,0,5613,No
-Male,62,No,No,Yes,No,0,United States,California,El Segundo,90245,"33.917145, -118.401554",33.917145,-118.401554,"16,041",Q3,Yes,4,30,,Yes,5.56,Yes,Yes,DSL,8,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,49.9,1441.95,0.0,100,166.8,1708.75,4,Stayed,0,3712,Yes
-Male,35,No,No,Yes,No,0,United States,California,El Segundo,90245,"33.917145, -118.401554",33.917145,-118.401554,"16,041",Q3,Yes,8,72,Offer A,Yes,35.06,No,Yes,DSL,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,84.45,6033.1,0.0,0,2524.32,8557.42,3,Stayed,0,6297,Yes
-Male,47,No,No,Yes,No,0,United States,California,El Segundo,90245,"33.917145, -118.401554",33.917145,-118.401554,"16,041",Q3,Yes,9,69,,Yes,3.08,Yes,Yes,Fiber Optic,20,No,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,92.45,6460.55,0.0,0,212.52,6673.07,3,Stayed,0,4452,Yes
-Female,48,No,No,No,No,0,United States,California,Topanga,90290,"34.115192, -118.61017",34.115192,-118.61017,"5,451",Q3,No,0,1,,Yes,43.52,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.2,20.2,0.0,0,43.52,63.72,2,Churned,1,3061,No
-Female,50,No,No,No,No,0,United States,California,Topanga,90290,"34.115192, -118.61017",34.115192,-118.61017,"5,451",Q3,No,0,65,,Yes,41.78,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,111.05,7107.0,0.0,0,2715.7,9822.7,4,Stayed,0,5261,No
-Female,58,No,No,Yes,Yes,1,United States,California,Topanga,90290,"34.115192, -118.61017",34.115192,-118.61017,"5,451",Q3,Yes,2,56,Offer B,Yes,48.56,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.8,1119.9,0.0,0,2719.36,3839.26,3,Stayed,0,4681,Yes
-Female,45,No,No,Yes,No,0,United States,California,Topanga,90290,"34.115192, -118.61017",34.115192,-118.61017,"5,451",Q3,Yes,10,68,Offer A,Yes,15.65,Yes,Yes,DSL,5,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,91.7,6424.7,0.0,0,1064.2,7488.9,3,Stayed,0,4113,Yes
-Male,39,No,No,Yes,Yes,2,United States,California,Topanga,90290,"34.115192, -118.61017",34.115192,-118.61017,"5,451",Q3,Yes,8,28,,Yes,7.73,No,Yes,Fiber Optic,13,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,100.35,2799.0,0.0,0,216.44,3015.44,3,Stayed,0,3411,Yes
-Male,30,No,No,Yes,No,0,United States,California,Venice,90291,"33.991782, -118.479229",33.991782,-118.479229,"31,021",Q3,No,0,66,,Yes,23.51,Yes,Yes,Fiber Optic,52,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,106.05,6981.35,0.0,0,1551.66,8533.01,2,Churned,1,5602,Yes
-Male,52,No,No,No,No,0,United States,California,Venice,90291,"33.991782, -118.479229",33.991782,-118.479229,"31,021",Q3,No,0,72,Offer A,Yes,24.53,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,100.9,7459.05,0.0,0,1766.16,9225.21,3,Stayed,0,5781,No
-Female,25,Yes,No,No,No,0,United States,California,Venice,90291,"33.991782, -118.479229",33.991782,-118.479229,"31,021",Q3,No,0,72,Offer A,Yes,48.52,Yes,Yes,Fiber Optic,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,116.45,8013.55,0.0,90,3493.44,11596.99,4,Stayed,0,5567,No
-Female,60,No,No,Yes,Yes,1,United States,California,Venice,90291,"33.991782, -118.479229",33.991782,-118.479229,"31,021",Q3,Yes,5,61,Offer B,Yes,18.26,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,No,Yes,Yes,No,One Year,Yes,Credit Card,100.7,6018.65,0.0,90,1113.86,7222.51,3,Stayed,0,4804,Yes
-Male,45,No,No,Yes,Yes,3,United States,California,Venice,90291,"33.991782, -118.479229",33.991782,-118.479229,"31,021",Q3,Yes,1,18,,Yes,28.04,No,Yes,Fiber Optic,28,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.6,1601.5,0.0,0,504.72,2106.22,4,Stayed,0,5968,Yes
-Male,34,No,No,No,No,0,United States,California,Torrance,90502,"33.833181, -118.292062",33.833181,-118.292062,"17,058",Q3,No,0,2,Offer E,No,0.0,No,Yes,DSL,8,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,40.4,77.15,0.0,0,0.0,77.15,3,Churned,1,3620,No
-Female,55,No,No,Yes,No,0,United States,California,Torrance,90502,"33.833181, -118.292062",33.833181,-118.292062,"17,058",Q3,Yes,1,3,,Yes,16.29,Yes,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.1,228.0,0.0,0,48.87,276.87,1,Churned,1,5657,Yes
-Male,50,No,No,No,No,0,United States,California,Torrance,90502,"33.833181, -118.292062",33.833181,-118.292062,"17,058",Q3,No,0,43,,Yes,41.22,Yes,Yes,Fiber Optic,7,No,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,94.35,3921.3,0.0,0,1772.46,5693.76,3,Stayed,0,5845,No
-Male,46,No,No,Yes,No,0,United States,California,Torrance,90502,"33.833181, -118.292062",33.833181,-118.292062,"17,058",Q3,Yes,4,50,Offer B,Yes,10.33,Yes,Yes,DSL,6,No,No,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,54.9,2614.1,0.0,0,516.5,3130.6,4,Stayed,0,4322,Yes
-Male,49,No,No,Yes,Yes,4,United States,California,Torrance,90502,"33.833181, -118.292062",33.833181,-118.292062,"17,058",Q3,Yes,8,2,Offer E,Yes,42.55,No,Yes,DSL,53,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Mailed Check,59.5,130.5,0.0,0,85.1,215.6,4,Joined,0,5613,Yes
-Male,40,No,No,No,No,0,United States,California,Long Beach,90822,"33.778436, -118.118648",33.778436,-118.118648,425,Q3,No,0,1,Offer E,Yes,29.63,No,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.4,70.4,0.0,0,29.63,100.03,1,Churned,1,4238,No
-Female,63,No,No,No,Yes,1,United States,California,Long Beach,90822,"33.778436, -118.118648",33.778436,-118.118648,425,Q3,No,0,13,,Yes,27.04,No,Yes,DSL,10,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,56.0,764.55,0.0,0,351.52,1116.07,3,Stayed,0,5156,No
-Male,33,No,No,Yes,No,0,United States,California,Long Beach,90822,"33.778436, -118.118648",33.778436,-118.118648,425,Q3,Yes,1,17,Offer D,Yes,28.83,No,Yes,Fiber Optic,5,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,96.65,1588.25,0.0,0,490.11,2078.36,5,Stayed,0,5228,Yes
-Female,64,No,No,Yes,No,0,United States,California,Long Beach,90822,"33.778436, -118.118648",33.778436,-118.118648,425,Q3,Yes,1,31,Offer C,Yes,12.03,No,Yes,Fiber Optic,9,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,83.85,2674.15,11.37,0,372.93,3035.71,3,Stayed,0,4283,Yes
-Female,58,No,No,Yes,Yes,1,United States,California,Long Beach,90822,"33.778436, -118.118648",33.778436,-118.118648,425,Q3,Yes,9,72,,Yes,33.37,Yes,Yes,Fiber Optic,16,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,117.5,8670.1,47.55,0,2402.64,11025.19,4,Stayed,0,6009,Yes
-Male,24,Yes,No,Yes,No,0,United States,California,Duarte,91010,"34.145695, -117.95982",34.145695,-117.95982,"27,414",Q3,Yes,4,7,Offer E,Yes,36.14,No,Yes,DSL,85,Yes,No,No,No,No,No,Yes,Yes,One Year,Yes,Bank Withdrawal,49.75,331.3,0.0,0,252.98,584.28,1,Churned,1,5651,Yes
-Male,46,No,No,No,No,0,United States,California,Duarte,91010,"34.145695, -117.95982",34.145695,-117.95982,"27,414",Q3,No,0,38,,Yes,46.21,No,Yes,Cable,14,No,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,62.3,2354.8,0.0,0,1755.98,4110.78,3,Churned,1,3818,No
-Female,21,Yes,No,Yes,No,0,United States,California,Duarte,91010,"34.145695, -117.95982",34.145695,-117.95982,"27,414",Q3,Yes,7,11,,Yes,1.92,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.6,233.9,0.0,0,21.12,255.02,3,Stayed,0,4047,Yes
-Male,33,No,No,No,No,0,United States,California,Duarte,91010,"34.145695, -117.95982",34.145695,-117.95982,"27,414",Q3,No,0,1,,Yes,35.88,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.2,19.2,0.0,0,35.88,55.08,3,Joined,0,4629,No
-Male,37,No,No,Yes,Yes,3,United States,California,Duarte,91010,"34.145695, -117.95982",34.145695,-117.95982,"27,414",Q3,Yes,2,1,,Yes,34.28,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.7,19.7,0.0,0,34.28,53.98,5,Joined,0,2004,Yes
-Male,55,No,No,No,No,0,United States,California,Pasadena,91104,"34.165383, -118.123752",34.165383,-118.123752,"38,460",Q3,No,0,8,Offer E,No,0.0,No,Yes,Cable,4,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,30.45,226.45,0.0,0,0.0,226.45,1,Churned,1,4549,No
-Female,61,No,No,No,No,0,United States,California,Pasadena,91104,"34.165383, -118.123752",34.165383,-118.123752,"38,460",Q3,No,0,32,Offer C,Yes,35.97,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.55,654.55,0.0,0,1151.04,1805.59,3,Stayed,0,5358,No
-Male,52,No,No,Yes,No,0,United States,California,Pasadena,91104,"34.165383, -118.123752",34.165383,-118.123752,"38,460",Q3,Yes,1,65,Offer B,Yes,19.84,Yes,Yes,Fiber Optic,2,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,90.65,5931.0,0.0,110,1289.6,7330.6,5,Stayed,0,6358,Yes
-Female,43,No,No,No,No,0,United States,California,Pasadena,91104,"34.165383, -118.123752",34.165383,-118.123752,"38,460",Q3,No,0,23,,Yes,48.88,Yes,Yes,DSL,12,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,78.55,1843.05,19.63,0,1124.24,2947.66,3,Stayed,0,3127,No
-Female,64,No,No,No,No,0,United States,California,Pasadena,91104,"34.165383, -118.123752",34.165383,-118.123752,"38,460",Q3,No,0,11,,Yes,2.95,No,Yes,DSL,21,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,51.1,531.15,0.0,0,32.45,563.6,4,Stayed,0,4467,No
-Female,21,Yes,No,No,No,0,United States,California,Woodland Hills,91367,"34.178068, -118.615714",34.178068,-118.615714,"36,123",Q3,No,0,7,,Yes,39.21,No,Yes,Fiber Optic,42,No,No,No,No,Yes,No,Yes,No,Month-to-Month,Yes,Mailed Check,80.3,526.7,0.0,10,274.47,811.17,2,Churned,1,3949,No
-Male,51,No,No,Yes,No,0,United States,California,Woodland Hills,91367,"34.178068, -118.615714",34.178068,-118.615714,"36,123",Q3,Yes,8,65,Offer B,Yes,41.57,Yes,Yes,DSL,16,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.2,5324.5,0.0,0,2702.05,8026.55,5,Stayed,0,5256,Yes
-Male,50,No,No,No,No,0,United States,California,Woodland Hills,91367,"34.178068, -118.615714",34.178068,-118.615714,"36,123",Q3,No,0,1,Offer E,Yes,16.34,No,Yes,DSL,4,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,45.55,45.55,0.0,0,16.34,61.89,4,Joined,0,3173,No
-Male,31,No,No,Yes,Yes,1,United States,California,Woodland Hills,91367,"34.178068, -118.615714",34.178068,-118.615714,"36,123",Q3,Yes,1,37,,Yes,43.68,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.8,677.05,29.21,0,1616.16,2264.0,4,Stayed,0,5137,Yes
-Male,49,No,No,No,No,0,United States,California,Woodland Hills,91367,"34.178068, -118.615714",34.178068,-118.615714,"36,123",Q3,No,0,4,,Yes,27.04,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.7,83.75,0.0,0,108.16,191.91,4,Stayed,0,3027,No
-Female,58,No,No,Yes,No,0,United States,California,Rancho Cucamonga,91739,"34.133809, -117.523724",34.133809,-117.523724,"12,937",Q3,Yes,1,8,,Yes,29.0,Yes,Yes,Fiber Optic,30,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.9,764.95,0.0,0,232.0,996.95,1,Churned,1,2656,Yes
-Female,19,Yes,No,Yes,No,0,United States,California,Rancho Cucamonga,91739,"34.133809, -117.523724",34.133809,-117.523724,"12,937",Q3,Yes,1,67,,No,0.0,No,Yes,DSL,52,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,59.55,4103.9,0.0,0,0.0,4103.9,4,Stayed,0,4478,Yes
-Female,44,No,No,No,No,0,United States,California,Rancho Cucamonga,91739,"34.133809, -117.523724",34.133809,-117.523724,"12,937",Q3,No,0,7,Offer E,Yes,3.34,No,Yes,Cable,13,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,78.5,571.05,0.0,0,23.38,594.43,4,Stayed,0,3601,No
-Male,27,Yes,No,No,No,0,United States,California,Rancho Cucamonga,91739,"34.133809, -117.523724",34.133809,-117.523724,"12,937",Q3,No,0,27,,Yes,47.65,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.85,470.0,0.0,0,1286.55,1756.55,4,Stayed,0,2176,No
-Female,35,No,No,Yes,No,0,United States,California,Rancho Cucamonga,91739,"34.133809, -117.523724",34.133809,-117.523724,"12,937",Q3,Yes,1,48,Offer B,Yes,44.72,Yes,Yes,DSL,13,Yes,No,No,Yes,No,No,No,No,One Year,Yes,Bank Withdrawal,60.6,2985.25,0.0,100,2146.56,5231.81,4,Stayed,0,4077,Yes
-Female,49,No,No,No,No,0,United States,California,San Diego,92111,"32.805518, -117.169052",32.805518,-117.169052,"46,828",Q3,No,0,6,Offer E,Yes,48.89,No,Yes,DSL,22,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.65,267.35,0.0,0,293.34,560.69,2,Churned,1,4248,No
-Male,22,Yes,No,No,No,0,United States,California,San Diego,92111,"32.805518, -117.169052",32.805518,-117.169052,"46,828",Q3,No,0,1,,Yes,19.85,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.5,20.5,0.0,0,19.85,40.35,2,Churned,1,3731,No
-Female,64,No,No,No,No,0,United States,California,San Diego,92111,"32.805518, -117.169052",32.805518,-117.169052,"46,828",Q3,No,0,41,,Yes,10.26,No,Yes,Fiber Optic,2,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,98.8,3959.15,27.09,0,420.66,4352.72,4,Stayed,0,5584,No
-Female,63,No,No,No,No,0,United States,California,San Diego,92111,"32.805518, -117.169052",32.805518,-117.169052,"46,828",Q3,No,0,31,Offer C,Yes,33.71,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.1,589.25,0.0,0,1045.01,1634.26,3,Stayed,0,3086,No
-Male,50,No,No,Yes,No,0,United States,California,San Diego,92111,"32.805518, -117.169052",32.805518,-117.169052,"46,828",Q3,Yes,5,71,,Yes,44.06,Yes,Yes,Fiber Optic,6,Yes,Yes,Yes,No,Yes,No,No,No,Two Year,Yes,Bank Withdrawal,99.0,6994.6,0.0,40,3128.26,10162.86,3,Stayed,0,5295,Yes
-Female,19,Yes,No,Yes,No,0,United States,California,San Diego,92124,"32.827238, -117.089287",32.827238,-117.089287,"30,206",Q3,Yes,1,25,Offer C,No,0.0,No,Yes,Cable,82,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,34.0,853.0,0.0,0,0.0,853.0,1,Churned,1,5024,Yes
-Female,45,No,No,Yes,No,0,United States,California,San Diego,92124,"32.827238, -117.089287",32.827238,-117.089287,"30,206",Q3,Yes,9,56,,Yes,20.53,Yes,Yes,Fiber Optic,19,No,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,99.75,5608.4,0.0,0,1149.68,6758.08,4,Stayed,0,5926,Yes
-Female,63,No,No,Yes,Yes,1,United States,California,San Diego,92124,"32.827238, -117.089287",32.827238,-117.089287,"30,206",Q3,Yes,1,72,Offer A,Yes,31.83,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,116.85,8477.7,0.0,0,2291.76,10769.46,3,Stayed,0,4055,Yes
-Female,60,No,No,No,No,0,United States,California,San Diego,92124,"32.827238, -117.089287",32.827238,-117.089287,"30,206",Q3,No,0,1,,No,0.0,No,Yes,DSL,9,No,No,No,Yes,No,No,No,No,Month-to-Month,No,Credit Card,30.55,30.55,0.0,40,0.0,70.55,4,Joined,0,5565,No
-Female,36,No,No,No,No,0,United States,California,San Diego,92124,"32.827238, -117.089287",32.827238,-117.089287,"30,206",Q3,No,0,8,Offer E,Yes,37.37,No,Yes,Cable,16,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,65.45,554.45,0.0,0,298.96,853.41,5,Stayed,0,5227,No
-Female,57,No,No,Yes,No,0,United States,California,San Bernardino,92404,"34.183286, -117.221722",34.183286,-117.221722,"53,636",Q3,Yes,1,70,Offer A,Yes,42.67,Yes,Yes,DSL,24,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,65.3,4759.75,0.0,0,2986.9,7746.65,1,Churned,1,5591,Yes
-Male,62,No,No,Yes,Yes,2,United States,California,San Bernardino,92404,"34.183286, -117.221722",34.183286,-117.221722,"53,636",Q3,Yes,4,72,Offer A,Yes,44.0,Yes,Yes,Fiber Optic,20,No,No,No,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,84.5,6130.85,0.0,0,3168.0,9298.85,5,Stayed,0,6202,Yes
-Male,55,No,No,Yes,Yes,3,United States,California,San Bernardino,92404,"34.183286, -117.221722",34.183286,-117.221722,"53,636",Q3,Yes,8,12,Offer D,Yes,44.12,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,25.4,313.0,0.0,0,529.44,842.44,3,Stayed,0,2219,Yes
-Male,56,No,No,No,No,0,United States,California,San Bernardino,92404,"34.183286, -117.221722",34.183286,-117.221722,"53,636",Q3,No,0,9,,Yes,40.74,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.85,178.8,0.0,0,366.66,545.46,3,Stayed,0,2788,No
-Male,43,No,No,No,No,0,United States,California,San Bernardino,92411,"34.122501, -117.320138",34.122501,-117.320138,"23,146",Q3,No,0,1,Offer E,Yes,17.25,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.65,19.65,0.0,0,17.25,36.9,2,Churned,1,5717,No
-Male,42,No,No,Yes,Yes,3,United States,California,San Bernardino,92411,"34.122501, -117.320138",34.122501,-117.320138,"23,146",Q3,Yes,4,63,Offer B,Yes,40.73,Yes,Yes,Fiber Optic,76,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.8,6597.25,0.0,0,2565.99,9163.24,5,Stayed,0,4046,Yes
-Female,55,No,No,No,No,0,United States,California,San Bernardino,92411,"34.122501, -117.320138",34.122501,-117.320138,"23,146",Q3,No,0,21,Offer D,Yes,30.88,No,Yes,DSL,15,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Mailed Check,64.85,1336.8,0.0,0,648.48,1985.28,3,Stayed,0,3302,No
-Male,36,No,No,Yes,No,0,United States,California,San Bernardino,92411,"34.122501, -117.320138",34.122501,-117.320138,"23,146",Q3,Yes,10,8,Offer E,Yes,19.0,No,Yes,Cable,8,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.75,445.85,0.0,0,152.0,597.85,3,Stayed,0,4099,Yes
-Male,25,Yes,No,No,No,0,United States,California,Riverside,92505,"33.920907, -117.489426",33.920907,-117.489426,"38,446",Q3,No,0,1,,Yes,22.3,Yes,Yes,Fiber Optic,51,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Mailed Check,84.65,84.65,0.0,40,22.3,146.95,1,Churned,1,4261,No
-Male,31,No,No,No,No,0,United States,California,Riverside,92505,"33.920907, -117.489426",33.920907,-117.489426,"38,446",Q3,No,0,1,,Yes,17.81,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.4,20.4,0.0,0,17.81,38.21,5,Joined,0,2968,No
-Female,39,No,No,No,No,0,United States,California,Riverside,92505,"33.920907, -117.489426",33.920907,-117.489426,"38,446",Q3,No,0,62,Offer B,Yes,36.84,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,115.05,7133.45,0.0,0,2284.08,9417.53,4,Stayed,0,6494,No
-Male,48,No,No,No,No,0,United States,California,Riverside,92505,"33.920907, -117.489426",33.920907,-117.489426,"38,446",Q3,No,0,42,,Yes,25.69,Yes,Yes,Fiber Optic,13,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.3,4222.95,0.0,0,1078.98,5301.93,5,Stayed,0,3286,No
-Female,46,No,No,No,No,0,United States,California,Lake Elsinore,92530,"33.655421, -117.391751",33.655421,-117.391751,"38,519",Q3,No,0,13,,No,0.0,No,Yes,Cable,16,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,31.05,347.25,0.0,0,0.0,347.25,2,Churned,1,5131,No
-Male,64,No,No,No,No,0,United States,California,Lake Elsinore,92530,"33.655421, -117.391751",33.655421,-117.391751,"38,519",Q3,No,0,34,Offer C,Yes,22.41,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,116.25,3899.05,0.0,0,761.94,4660.99,3,Stayed,0,4022,No
-Female,19,Yes,No,No,No,0,United States,California,Lake Elsinore,92530,"33.655421, -117.391751",33.655421,-117.391751,"38,519",Q3,No,0,1,,Yes,29.13,Yes,Yes,Cable,51,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.1,50.1,0.0,0,29.13,79.23,4,Joined,0,5617,No
-Male,43,No,No,No,No,0,United States,California,Lake Elsinore,92530,"33.655421, -117.391751",33.655421,-117.391751,"38,519",Q3,No,0,10,,Yes,15.6,Yes,Yes,Fiber Optic,22,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,79.85,797.25,0.0,0,156.0,953.25,5,Stayed,0,5739,No
-Male,43,No,No,No,Yes,2,United States,California,San Jacinto,92582,"33.806708, -117.02007",33.806708,-117.02007,"4,456",Q3,No,0,54,,Yes,6.7,Yes,Yes,Cable,16,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.0,3092.65,0.0,0,361.8,3454.45,1,Churned,1,5282,No
-Male,34,No,No,No,No,0,United States,California,San Jacinto,92582,"33.806708, -117.02007",33.806708,-117.02007,"4,456",Q3,No,0,12,Offer D,Yes,38.96,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,265.45,0.0,0,467.52,732.97,4,Stayed,0,4996,No
-Female,28,Yes,No,No,No,0,United States,California,San Jacinto,92582,"33.806708, -117.02007",33.806708,-117.02007,"4,456",Q3,No,0,2,,Yes,15.25,No,Yes,DSL,82,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,60.85,111.4,0.0,0,30.5,141.9,5,Joined,0,3796,No
-Male,24,Yes,No,Yes,No,0,United States,California,San Jacinto,92582,"33.806708, -117.02007",33.806708,-117.02007,"4,456",Q3,Yes,2,72,Offer A,Yes,39.61,Yes,Yes,DSL,85,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,78.85,5763.15,0.0,0,2851.92,8615.07,3,Stayed,0,5091,Yes
-Female,35,No,No,No,No,0,United States,California,Capistrano Beach,92624,"33.458754, -117.665104",33.458754,-117.665104,"7,465",Q3,No,0,8,,Yes,32.31,No,Yes,Fiber Optic,6,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,84.95,668.4,0.0,0,258.48,926.88,1,Churned,1,4437,No
-Female,32,No,No,Yes,No,0,United States,California,Capistrano Beach,92624,"33.458754, -117.665104",33.458754,-117.665104,"7,465",Q3,Yes,4,69,,Yes,46.87,No,Yes,Fiber Optic,11,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,95.65,6744.2,0.0,0,3234.03,9978.23,3,Stayed,0,5251,Yes
-Male,32,No,No,Yes,No,0,United States,California,Capistrano Beach,92624,"33.458754, -117.665104",33.458754,-117.665104,"7,465",Q3,Yes,4,71,,Yes,15.12,Yes,Yes,DSL,30,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,84.2,5956.85,0.0,0,1073.52,7030.37,4,Stayed,0,4753,Yes
-Female,21,Yes,No,Yes,No,0,United States,California,Capistrano Beach,92624,"33.458754, -117.665104",33.458754,-117.665104,"7,465",Q3,Yes,1,27,Offer C,Yes,18.42,Yes,Yes,Fiber Optic,26,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,95.0,2462.55,0.0,0,497.34,2959.89,4,Stayed,0,4235,Yes
-Female,34,No,No,No,No,0,United States,California,Mission Viejo,92692,"33.60693, -117.644253",33.60693,-117.644253,"46,227",Q3,No,0,1,,Yes,2.24,No,Yes,Fiber Optic,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,70.15,70.15,0.0,0,2.24,72.39,3,Churned,1,3208,No
-Male,23,Yes,No,Yes,Yes,1,United States,California,Mission Viejo,92692,"33.60693, -117.644253",33.60693,-117.644253,"46,227",Q3,Yes,8,15,,Yes,2.12,No,Yes,Fiber Optic,30,Yes,No,No,Yes,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,101.9,1667.25,0.0,120,31.8,1819.05,3,Stayed,0,3707,Yes
-Female,40,No,No,Yes,No,0,United States,California,Mission Viejo,92692,"33.60693, -117.644253",33.60693,-117.644253,"46,227",Q3,No,0,71,,Yes,38.22,No,Yes,DSL,23,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,82.0,5999.85,0.0,0,2713.62,8713.47,3,Stayed,0,5770,Yes
-Female,58,No,No,Yes,No,0,United States,California,Mission Viejo,92692,"33.60693, -117.644253",33.60693,-117.644253,"46,227",Q3,Yes,8,68,Offer A,No,0.0,No,Yes,DSL,11,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,54.4,3723.65,25.62,0,0.0,3698.03,4,Stayed,0,4897,Yes
-Female,40,No,No,No,No,0,United States,California,Garden Grove,92844,"33.766476, -117.969795",33.766476,-117.969795,"23,481",Q3,No,0,3,,Yes,30.18,No,Yes,Fiber Optic,7,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,97.9,315.3,0.0,0,90.54,405.84,3,Churned,1,4330,No
-Male,52,No,No,No,No,0,United States,California,Garden Grove,92844,"33.766476, -117.969795",33.766476,-117.969795,"23,481",Q3,No,0,30,Offer C,Yes,24.73,No,Yes,Fiber Optic,20,Yes,Yes,Yes,No,No,No,No,No,Month-to-Month,Yes,Credit Card,84.3,2438.6,0.0,130,741.9,3310.5,4,Stayed,0,5393,No
-Female,51,No,No,Yes,No,0,United States,California,Garden Grove,92844,"33.766476, -117.969795",33.766476,-117.969795,"23,481",Q3,Yes,3,69,,Yes,14.69,Yes,Yes,Fiber Optic,6,No,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,105.35,7240.65,0.0,50,1013.61,8304.26,5,Stayed,0,5268,Yes
-Female,53,No,No,Yes,Yes,1,United States,California,Garden Grove,92844,"33.766476, -117.969795",33.766476,-117.969795,"23,481",Q3,Yes,1,72,Offer A,Yes,36.82,Yes,Yes,Fiber Optic,10,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,115.5,8425.15,42.29,0,2651.04,11033.9,4,Stayed,0,4017,Yes
-Male,62,No,No,No,No,0,United States,California,Orange,92865,"33.828779, -117.848299",33.828779,-117.848299,"18,058",Q3,No,0,1,,Yes,48.22,No,Yes,Cable,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,55.7,55.7,0.0,0,48.22,103.92,1,Churned,1,4629,No
-Male,22,Yes,No,No,No,0,United States,California,Orange,92865,"33.828779, -117.848299",33.828779,-117.848299,"18,058",Q3,No,0,4,,Yes,13.31,Yes,Yes,Cable,59,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,65.55,237.2,0.0,0,53.24,290.44,4,Stayed,0,5707,No
-Female,38,No,No,No,No,0,United States,California,Orange,92865,"33.828779, -117.848299",33.828779,-117.848299,"18,058",Q3,No,0,11,,Yes,47.61,No,Yes,DSL,12,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,70.5,829.3,0.0,0,523.71,1353.01,3,Stayed,0,5541,No
-Male,60,No,No,Yes,No,0,United States,California,Orange,92865,"33.828779, -117.848299",33.828779,-117.848299,"18,058",Q3,Yes,1,67,Offer A,Yes,21.71,Yes,Yes,Fiber Optic,30,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,111.3,7567.2,36.66,0,1454.57,8985.11,3,Stayed,0,4469,Yes
-Male,61,No,No,No,No,0,United States,California,Orange,92868,"33.787796, -117.875928",33.787796,-117.875928,"23,172",Q3,No,0,13,,Yes,30.88,No,Yes,Fiber Optic,3,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.8,973.45,0.0,0,401.44,1374.89,2,Churned,1,5067,No
-Male,21,Yes,No,No,No,0,United States,California,Orange,92868,"33.787796, -117.875928",33.787796,-117.875928,"23,172",Q3,No,0,16,,Yes,38.32,No,Yes,Fiber Optic,82,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.55,1170.5,0.0,0,613.12,1783.62,3,Stayed,0,2893,No
-Female,47,No,No,Yes,No,0,United States,California,Orange,92868,"33.787796, -117.875928",33.787796,-117.875928,"23,172",Q3,Yes,7,64,,Yes,23.25,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.8,1336.65,0.0,0,1488.0,2824.65,5,Stayed,0,5384,Yes
-Male,44,No,No,Yes,Yes,1,United States,California,Orange,92868,"33.787796, -117.875928",33.787796,-117.875928,"23,172",Q3,Yes,1,34,Offer C,Yes,44.54,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.8,635.9,46.07,0,1514.36,2104.19,3,Stayed,0,4985,Yes
-Male,60,No,No,No,No,0,United States,California,Santa Barbara,93105,"34.037342, -119.80079",34.037342,-119.80079,"25,771",Q3,No,0,1,,Yes,4.18,No,Yes,DSL,8,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Credit Card,49.65,49.65,0.0,40,4.18,93.83,3,Churned,1,5338,No
-Male,41,No,No,Yes,No,0,United States,California,Santa Barbara,93105,"34.037342, -119.80079",34.037342,-119.80079,"25,771",Q3,Yes,5,72,,Yes,26.96,Yes,Yes,DSL,9,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,89.85,6562.9,12.55,0,1941.12,8491.47,4,Stayed,0,6046,Yes
-Male,20,Yes,No,No,Yes,1,United States,California,Santa Barbara,93105,"34.037342, -119.80079",34.037342,-119.80079,"25,771",Q3,No,0,3,Offer E,Yes,33.28,No,Yes,Cable,69,Yes,No,Yes,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,55.9,157.55,0.0,0,99.84,257.39,4,Joined,0,4648,No
-Male,45,No,No,No,No,0,United States,California,Santa Barbara,93105,"34.037342, -119.80079",34.037342,-119.80079,"25,771",Q3,No,0,9,Offer E,Yes,32.31,No,Yes,Cable,24,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,68.25,576.95,0.0,0,290.79,867.74,3,Stayed,0,4366,No
-Female,22,Yes,No,No,No,0,United States,California,Corcoran,93212,"36.04533, -119.532424",36.04533,-119.532424,"23,506",Q3,No,0,1,Offer E,Yes,6.54,No,Yes,Cable,52,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,48.6,48.6,0.0,0,6.54,55.14,1,Churned,1,4207,No
-Male,25,Yes,No,Yes,No,0,United States,California,Corcoran,93212,"36.04533, -119.532424",36.04533,-119.532424,"23,506",Q3,Yes,6,50,Offer B,Yes,14.32,Yes,Yes,Cable,58,No,No,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,69.65,3442.15,0.0,0,716.0,4158.15,4,Stayed,0,4706,Yes
-Female,58,No,No,No,No,0,United States,California,Corcoran,93212,"36.04533, -119.532424",36.04533,-119.532424,"23,506",Q3,No,0,48,,Yes,13.03,No,Yes,DSL,5,Yes,Yes,No,No,No,No,No,Yes,Two Year,No,Credit Card,55.5,2627.35,0.0,0,625.44,3252.79,4,Stayed,0,4975,No
-Male,40,No,No,Yes,No,0,United States,California,Corcoran,93212,"36.04533, -119.532424",36.04533,-119.532424,"23,506",Q3,Yes,1,70,,Yes,39.35,Yes,Yes,DSL,2,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,79.15,5536.5,0.0,0,2754.5,8291.0,4,Stayed,0,4408,Yes
-Male,29,Yes,No,Yes,No,0,United States,California,Farmersville,93223,"36.29878, -119.201028",36.29878,-119.201028,"8,644",Q3,Yes,1,29,Offer C,Yes,26.03,Yes,Yes,Fiber Optic,47,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.15,2265.25,0.0,0,754.87,3020.12,3,Churned,1,5189,Yes
-Female,64,No,No,No,No,0,United States,California,Farmersville,93223,"36.29878, -119.201028",36.29878,-119.201028,"8,644",Q3,No,0,17,Offer D,Yes,9.84,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,24.8,475.25,37.06,0,167.28,605.47,5,Stayed,0,5208,No
-Male,28,Yes,No,Yes,Yes,2,United States,California,Farmersville,93223,"36.29878, -119.201028",36.29878,-119.201028,"8,644",Q3,Yes,9,34,,Yes,42.74,Yes,Yes,Fiber Optic,52,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,97.7,3410.0,0.0,0,1453.16,4863.16,3,Stayed,0,5789,Yes
-Male,35,No,No,Yes,No,0,United States,California,Farmersville,93223,"36.29878, -119.201028",36.29878,-119.201028,"8,644",Q3,Yes,4,63,,Yes,2.72,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,102.6,6296.75,0.0,0,171.36,6468.11,5,Stayed,0,4004,Yes
-Female,39,No,No,Yes,No,0,United States,California,Lebec,93243,"34.845861, -118.885163",34.845861,-118.885163,"1,247",Q3,Yes,1,3,Offer E,Yes,35.18,Yes,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.75,229.5,0.0,0,105.54,335.04,1,Churned,1,3972,Yes
-Female,48,No,No,No,No,0,United States,California,Lebec,93243,"34.845861, -118.885163",34.845861,-118.885163,"1,247",Q3,No,0,3,,Yes,12.5,No,Yes,Fiber Optic,4,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,74.75,238.1,38.84,0,37.5,236.76,3,Joined,0,3319,No
-Female,23,Yes,No,Yes,Yes,2,United States,California,Lebec,93243,"34.845861, -118.885163",34.845861,-118.885163,"1,247",Q3,Yes,8,49,,Yes,33.65,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.25,1211.65,0.0,0,1648.85,2860.5,3,Stayed,0,5616,Yes
-Male,46,No,No,Yes,Yes,1,United States,California,Lebec,93243,"34.845861, -118.885163",34.845861,-118.885163,"1,247",Q3,Yes,10,1,,Yes,11.45,No,Yes,Fiber Optic,14,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.95,69.95,0.0,0,11.45,81.4,3,Joined,0,5133,Yes
-Female,33,No,No,Yes,Yes,1,United States,California,Richgrove,93261,"35.809921, -119.127437",35.809921,-119.127437,"2,956",Q3,Yes,1,1,,Yes,7.49,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.9,19.9,0.0,0,7.49,27.39,3,Churned,1,4633,Yes
-Male,57,No,No,No,No,0,United States,California,Richgrove,93261,"35.809921, -119.127437",35.809921,-119.127437,"2,956",Q3,No,0,3,,Yes,47.5,Yes,Yes,Fiber Optic,22,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,107.95,313.6,0.0,0,142.5,456.1,4,Joined,0,3449,No
-Male,52,No,No,Yes,Yes,2,United States,California,Richgrove,93261,"35.809921, -119.127437",35.809921,-119.127437,"2,956",Q3,Yes,2,28,,Yes,9.31,Yes,Yes,DSL,19,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,64.4,1802.15,0.0,0,260.68,2062.83,3,Stayed,0,2434,Yes
-Male,36,No,No,No,Yes,3,United States,California,Richgrove,93261,"35.809921, -119.127437",35.809921,-119.127437,"2,956",Q3,No,0,71,,Yes,4.89,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.35,1654.6,0.0,0,347.19,2001.79,4,Stayed,0,4155,No
-Male,53,No,No,Yes,No,0,United States,California,Tulare,93274,"36.185471, -119.375243",36.185471,-119.375243,"56,101",Q3,Yes,1,1,,Yes,35.15,No,Yes,Fiber Optic,14,No,No,Yes,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,76.2,76.2,0.0,50,35.15,161.35,3,Churned,1,5973,Yes
-Male,42,No,No,No,No,0,United States,California,Tulare,93274,"36.185471, -119.375243",36.185471,-119.375243,"56,101",Q3,No,0,52,Offer B,No,0.0,No,Yes,Cable,14,No,Yes,No,No,No,No,No,Yes,One Year,No,Mailed Check,30.1,1623.4,11.72,0,0.0,1611.68,3,Stayed,0,6290,No
-Female,43,No,No,Yes,Yes,3,United States,California,Tulare,93274,"36.185471, -119.375243",36.185471,-119.375243,"56,101",Q3,Yes,3,48,,No,0.0,No,Yes,DSL,22,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,45.0,2196.3,0.0,0,0.0,2196.3,3,Stayed,0,5269,Yes
-Female,44,No,No,No,No,0,United States,California,Tulare,93274,"36.185471, -119.375243",36.185471,-119.375243,"56,101",Q3,No,0,70,,Yes,16.93,Yes,Yes,DSL,10,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,84.7,5991.05,0.0,0,1185.1,7176.15,4,Stayed,0,4180,No
-Female,63,No,No,No,No,0,United States,California,Visalia,93292,"36.37559, -119.211689",36.37559,-119.211689,"30,395",Q3,No,0,7,,Yes,26.09,No,Yes,Fiber Optic,2,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.0,522.95,0.0,0,182.63,705.58,2,Churned,1,3735,No
-Male,31,No,No,Yes,Yes,3,United States,California,Visalia,93292,"36.37559, -119.211689",36.37559,-119.211689,"30,395",Q3,Yes,7,72,Offer A,Yes,8.51,Yes,Yes,Fiber Optic,24,No,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,90.45,6565.85,0.0,0,612.72,7178.57,3,Stayed,0,4461,Yes
-Male,62,No,No,Yes,Yes,3,United States,California,Visalia,93292,"36.37559, -119.211689",36.37559,-119.211689,"30,395",Q3,Yes,2,45,,Yes,7.48,Yes,Yes,Fiber Optic,27,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.75,4900.65,0.0,0,336.6,5237.25,3,Stayed,0,4221,Yes
-Female,27,Yes,No,No,No,0,United States,California,Bakersfield,93312,"35.392599, -119.245341",35.392599,-119.245341,"40,836",Q3,No,0,1,Offer E,Yes,23.0,No,Yes,Fiber Optic,59,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.25,70.25,0.0,0,23.0,93.25,1,Churned,1,4133,No
-Female,19,Yes,No,No,No,0,United States,California,Bakersfield,93312,"35.392599, -119.245341",35.392599,-119.245341,"40,836",Q3,No,0,65,Offer B,Yes,43.29,No,Yes,DSL,76,Yes,Yes,No,Yes,No,No,No,No,Two Year,Yes,Mailed Check,59.6,3739.8,0.0,120,2813.85,6673.65,4,Stayed,0,4372,No
-Female,54,No,No,Yes,No,0,United States,California,Bakersfield,93312,"35.392599, -119.245341",35.392599,-119.245341,"40,836",Q3,Yes,8,55,Offer B,Yes,3.28,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.7,1140.05,0.0,0,180.4,1320.45,3,Stayed,0,4888,Yes
-Female,29,Yes,No,No,No,0,United States,California,Bakersfield,93312,"35.392599, -119.245341",35.392599,-119.245341,"40,836",Q3,No,0,1,,Yes,45.91,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.4,20.4,0.0,0,45.91,66.31,5,Joined,0,2152,No
-Female,64,No,No,No,Yes,2,United States,California,Lompoc,93436,"34.601055, -120.382917",34.601055,-120.382917,"51,737",Q3,No,0,1,Offer E,Yes,43.48,No,Yes,DSL,16,Yes,Yes,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,60.0,60.0,0.0,10,43.48,113.48,1,Churned,1,4531,No
-Male,32,No,No,No,No,0,United States,California,Lompoc,93436,"34.601055, -120.382917",34.601055,-120.382917,"51,737",Q3,No,0,2,Offer E,Yes,15.16,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.4,50.6,0.0,0,30.32,80.92,5,Joined,0,3954,No
-Male,43,No,No,Yes,Yes,1,United States,California,Lompoc,93436,"34.601055, -120.382917",34.601055,-120.382917,"51,737",Q3,Yes,1,72,,Yes,15.94,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,114.3,8058.55,0.0,0,1147.68,9206.23,3,Stayed,0,5879,Yes
-Male,48,No,No,Yes,No,0,United States,California,Solvang,93463,"34.624399, -120.137875",34.624399,-120.137875,"7,958",Q3,Yes,1,22,Offer D,Yes,27.24,No,Yes,DSL,21,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.2,1152.7,0.0,0,599.28,1751.98,2,Churned,1,5102,Yes
-Female,38,No,No,No,No,0,United States,California,Solvang,93463,"34.624399, -120.137875",34.624399,-120.137875,"7,958",Q3,No,0,47,Offer B,Yes,35.75,Yes,Yes,DSL,13,Yes,No,Yes,Yes,No,No,No,No,Two Year,Yes,Credit Card,65.0,2879.9,0.0,0,1680.25,4560.15,3,Stayed,0,3286,No
-Male,38,No,No,No,No,0,United States,California,Solvang,93463,"34.624399, -120.137875",34.624399,-120.137875,"7,958",Q3,No,0,20,Offer D,Yes,25.41,Yes,Yes,Fiber Optic,27,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,90.7,1781.35,0.0,0,508.2,2289.55,4,Stayed,0,2927,No
-Female,53,No,No,Yes,No,0,United States,California,Solvang,93463,"34.624399, -120.137875",34.624399,-120.137875,"7,958",Q3,Yes,7,70,,Yes,9.28,Yes,Yes,DSL,24,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,84.8,5917.55,0.0,120,649.6,6687.15,4,Stayed,0,4032,Yes
-Male,45,No,No,Yes,No,0,United States,California,Mojave,93501,"35.097323, -118.171288",35.097323,-118.171288,"4,882",Q3,Yes,1,21,Offer D,Yes,42.65,Yes,Yes,Fiber Optic,3,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,104.4,2157.95,0.0,0,895.65,3053.6,2,Churned,1,3796,Yes
-Male,44,No,No,No,No,0,United States,California,Mojave,93501,"35.097323, -118.171288",35.097323,-118.171288,"4,882",Q3,No,0,71,Offer A,Yes,41.34,Yes,Yes,Fiber Optic,10,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,79.05,5552.5,0.0,0,2935.14,8487.64,4,Stayed,0,5466,No
-Female,64,No,No,No,No,0,United States,California,Mojave,93501,"35.097323, -118.171288",35.097323,-118.171288,"4,882",Q3,No,0,44,Offer B,Yes,18.42,Yes,Yes,DSL,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.15,2139.1,0.0,0,810.48,2949.58,3,Stayed,0,5790,No
-Male,56,No,No,No,No,0,United States,California,Badger,93603,"36.64545, -118.924982",36.64545,-118.924982,273,Q3,No,0,1,Offer E,Yes,47.26,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.6,20.6,0.0,0,47.26,67.86,1,Churned,1,3618,No
-Male,54,No,No,Yes,Yes,6,United States,California,Badger,93603,"36.64545, -118.924982",36.64545,-118.924982,273,Q3,Yes,5,27,,Yes,36.19,No,Yes,DSL,53,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.75,1510.3,0.0,0,977.13,2487.43,3,Stayed,0,3519,Yes
-Female,44,No,No,Yes,Yes,3,United States,California,Badger,93603,"36.64545, -118.924982",36.64545,-118.924982,273,Q3,Yes,1,3,,Yes,30.34,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.65,60.65,0.0,0,91.02,151.67,4,Joined,0,4943,Yes
-Female,21,Yes,No,Yes,No,0,United States,California,Badger,93603,"36.64545, -118.924982",36.64545,-118.924982,273,Q3,Yes,9,72,Offer A,Yes,22.41,Yes,Yes,DSL,59,Yes,Yes,Yes,Yes,Yes,No,No,No,Two Year,No,Credit Card,79.2,5401.9,0.0,20,1613.52,7035.42,4,Stayed,0,4288,Yes
-Female,29,Yes,No,No,No,0,United States,California,Riverdale,93656,"36.452211, -119.94575",36.452211,-119.94575,"5,729",Q3,No,0,39,Offer C,Yes,4.48,No,Yes,Fiber Optic,71,Yes,No,Yes,Yes,Yes,No,Yes,Yes,One Year,Yes,Bank Withdrawal,95.55,3692.85,0.0,0,174.72,3867.57,1,Churned,1,2767,No
-Male,38,No,No,No,No,0,United States,California,Riverdale,93656,"36.452211, -119.94575",36.452211,-119.94575,"5,729",Q3,No,0,5,Offer E,Yes,13.96,No,Yes,DSL,5,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,63.95,318.1,0.0,0,69.8,387.9,4,Stayed,0,3099,No
-Female,46,No,No,No,No,0,United States,California,Riverdale,93656,"36.452211, -119.94575",36.452211,-119.94575,"5,729",Q3,No,0,53,Offer B,Yes,43.57,No,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,99.5,5424.25,0.0,0,2309.21,7733.46,3,Stayed,0,4754,No
-Male,48,No,No,No,Yes,3,United States,California,Riverdale,93656,"36.452211, -119.94575",36.452211,-119.94575,"5,729",Q3,No,0,56,Offer B,Yes,22.47,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.8,1424.2,0.0,0,1258.32,2682.52,3,Stayed,0,4262,No
-Male,57,No,No,Yes,No,0,United States,California,Carmel By The Sea,93921,"36.554618, -121.922239",36.554618,-121.922239,"2,966",Q3,Yes,1,1,Offer E,Yes,18.84,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71.0,71.0,0.0,0,18.84,89.84,2,Churned,1,4207,Yes
-Male,22,Yes,No,No,No,0,United States,California,Carmel By The Sea,93921,"36.554618, -121.922239",36.554618,-121.922239,"2,966",Q3,No,0,72,,Yes,48.36,Yes,Yes,DSL,71,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,86.05,6309.65,0.0,20,3481.92,9811.57,4,Stayed,0,5965,No
-Female,42,No,No,No,No,0,United States,California,Carmel By The Sea,93921,"36.554618, -121.922239",36.554618,-121.922239,"2,966",Q3,No,0,64,,Yes,5.68,Yes,Yes,Fiber Optic,24,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,110.5,7069.25,0.0,60,363.52,7492.77,5,Stayed,0,5718,No
-Male,24,Yes,No,No,No,0,United States,California,Carmel By The Sea,93921,"36.554618, -121.922239",36.554618,-121.922239,"2,966",Q3,No,0,26,,Yes,49.61,No,Yes,DSL,76,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,75.0,1908.35,0.0,0,1289.86,3198.21,3,Stayed,0,4705,No
-Male,29,Yes,No,No,Yes,3,United States,California,Greenfield,93927,"36.248708, -121.386617",36.248708,-121.386617,"14,204",Q3,No,0,1,Offer E,Yes,7.14,No,Yes,DSL,52,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,44.4,44.4,0.0,0,7.14,51.54,3,Churned,1,4067,No
-Male,53,No,No,Yes,Yes,1,United States,California,Greenfield,93927,"36.248708, -121.386617",36.248708,-121.386617,"14,204",Q3,Yes,2,64,,Yes,30.82,Yes,Yes,Fiber Optic,11,Yes,No,Yes,No,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,93.4,5822.3,0.0,0,1972.48,7794.78,3,Stayed,0,6249,Yes
-Male,19,Yes,No,Yes,Yes,3,United States,California,Greenfield,93927,"36.248708, -121.386617",36.248708,-121.386617,"14,204",Q3,Yes,10,52,,Yes,40.76,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.2,1054.75,0.0,0,2119.52,3174.27,5,Stayed,0,4203,Yes
-Male,37,No,No,No,No,0,United States,California,Greenfield,93927,"36.248708, -121.386617",36.248708,-121.386617,"14,204",Q3,No,0,6,,Yes,43.37,Yes,Yes,Fiber Optic,12,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,87.95,522.35,0.0,0,260.22,782.57,3,Stayed,0,2684,No
-Female,31,No,No,No,No,0,United States,California,Sunnyvale,94089,"37.421633, -122.009613",37.421633,-122.009613,"16,985",Q3,No,0,2,Offer E,Yes,37.76,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.0,153.05,0.0,0,75.52,228.57,3,Churned,1,2928,No
-Male,60,No,No,Yes,No,0,United States,California,Sunnyvale,94089,"37.421633, -122.009613",37.421633,-122.009613,"16,985",Q3,Yes,1,67,,Yes,45.25,No,Yes,DSL,18,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,81.35,5398.6,0.0,0,3031.75,8430.35,3,Stayed,0,4219,Yes
-Male,49,No,No,Yes,No,0,United States,California,Sunnyvale,94089,"37.421633, -122.009613",37.421633,-122.009613,"16,985",Q3,Yes,8,45,,Yes,22.8,Yes,Yes,Fiber Optic,15,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,84.55,3713.95,0.0,0,1026.0,4739.95,3,Stayed,0,3289,Yes
-Male,23,Yes,No,Yes,No,0,United States,California,Sunnyvale,94089,"37.421633, -122.009613",37.421633,-122.009613,"16,985",Q3,Yes,7,69,,No,0.0,No,Yes,DSL,42,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,60.8,4263.4,0.0,0,0.0,4263.4,4,Stayed,0,5683,Yes
-Male,34,No,No,Yes,Yes,1,United States,California,San Francisco,94112,"37.720498, -122.443119",37.720498,-122.443119,"73,117",Q3,Yes,1,5,Offer E,Yes,40.05,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,25.9,135.0,0.0,0,200.25,335.25,1,Churned,1,2102,Yes
-Male,22,Yes,No,Yes,Yes,2,United States,California,San Francisco,94112,"37.720498, -122.443119",37.720498,-122.443119,"73,117",Q3,Yes,1,72,,Yes,28.06,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,25.2,1798.9,0.0,0,2020.32,3819.22,3,Stayed,0,6499,Yes
-Female,52,No,No,Yes,Yes,3,United States,California,San Francisco,94112,"37.720498, -122.443119",37.720498,-122.443119,"73,117",Q3,Yes,1,65,,Yes,10.11,Yes,Yes,Cable,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,91.55,5963.95,0.0,0,657.15,6621.1,3,Stayed,0,4921,Yes
-Male,26,Yes,No,No,No,0,United States,California,San Francisco,94112,"37.720498, -122.443119",37.720498,-122.443119,"73,117",Q3,No,0,7,Offer E,Yes,45.13,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,25.05,152.95,0.0,0,315.91,468.86,5,Stayed,0,4868,No
-Female,53,No,No,Yes,No,0,United States,California,Palo Alto,94303,"37.45809, -122.115398",37.45809,-122.115398,"45,499",Q3,Yes,2,49,,Yes,49.63,Yes,Yes,Fiber Optic,9,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.6,4783.5,0.0,0,2431.87,7215.37,1,Churned,1,5732,Yes
-Male,54,No,No,Yes,No,0,United States,California,Palo Alto,94303,"37.45809, -122.115398",37.45809,-122.115398,"45,499",Q3,Yes,3,72,,Yes,2.61,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.3,1304.8,0.0,0,187.92,1492.72,3,Stayed,0,4035,Yes
-Female,47,No,No,Yes,No,0,United States,California,Palo Alto,94303,"37.45809, -122.115398",37.45809,-122.115398,"45,499",Q3,No,0,58,,Yes,40.16,No,Yes,DSL,20,Yes,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,65.25,3791.6,0.0,110,2329.28,6230.88,3,Stayed,0,5912,Yes
-Female,58,No,No,No,No,0,United States,California,Palo Alto,94303,"37.45809, -122.115398",37.45809,-122.115398,"45,499",Q3,No,0,1,,Yes,38.84,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.95,19.95,0.0,0,38.84,58.79,5,Joined,0,2732,No
-Male,52,No,No,Yes,Yes,1,United States,California,Angwin,94508,"38.542448, -122.419923",38.542448,-122.419923,"3,641",Q3,Yes,1,37,,No,0.0,No,Yes,DSL,23,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,40.2,1448.8,0.0,0,0.0,1448.8,2,Churned,1,3627,Yes
-Female,62,No,No,Yes,Yes,3,United States,California,Angwin,94508,"38.542448, -122.419923",38.542448,-122.419923,"3,641",Q3,Yes,3,54,Offer B,Yes,42.35,Yes,Yes,Fiber Optic,76,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.1,5645.8,0.0,0,2286.9,7932.7,4,Stayed,0,5795,Yes
-Female,63,No,No,Yes,Yes,3,United States,California,Angwin,94508,"38.542448, -122.419923",38.542448,-122.419923,"3,641",Q3,Yes,1,21,,Yes,35.72,No,Yes,Cable,30,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,58.85,1215.45,0.0,0,750.12,1965.57,4,Stayed,0,2845,Yes
-Female,63,No,No,Yes,No,0,United States,California,Angwin,94508,"38.542448, -122.419923",38.542448,-122.419923,"3,641",Q3,Yes,1,56,,Yes,2.8,Yes,Yes,Fiber Optic,20,No,Yes,Yes,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,90.55,5116.6,0.0,40,156.8,5313.4,4,Stayed,0,6161,Yes
-Male,45,No,No,No,No,0,United States,California,Clayton,94517,"37.881842, -121.848111",37.881842,-121.848111,"14,239",Q3,No,0,1,Offer E,Yes,11.25,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.2,20.2,0.0,0,11.25,31.45,2,Churned,1,5418,No
-Male,62,No,No,No,No,0,United States,California,Clayton,94517,"37.881842, -121.848111",37.881842,-121.848111,"14,239",Q3,No,0,22,,Yes,37.11,No,Yes,DSL,15,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,55.1,1253.15,0.0,0,816.42,2069.57,3,Stayed,0,2729,No
-Female,33,No,No,No,No,0,United States,California,Clayton,94517,"37.881842, -121.848111",37.881842,-121.848111,"14,239",Q3,No,0,29,,Yes,10.67,Yes,Yes,Fiber Optic,12,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,100.55,2878.75,0.0,0,309.43,3188.18,4,Stayed,0,4847,No
-Female,44,No,No,Yes,No,0,United States,California,Clayton,94517,"37.881842, -121.848111",37.881842,-121.848111,"14,239",Q3,Yes,1,70,,Yes,14.15,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,26.0,2006.95,0.0,0,990.5,2997.45,4,Stayed,0,6170,Yes
-Female,57,No,No,No,No,0,United States,California,Oakland,94603,"37.739113, -122.175602",37.739113,-122.175602,"31,392",Q3,No,0,12,,Yes,42.58,Yes,Yes,DSL,22,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,74.05,872.65,48.61,0,510.96,1335.0,3,Churned,1,4149,No
-Male,41,No,No,No,No,0,United States,California,Oakland,94603,"37.739113, -122.175602",37.739113,-122.175602,"31,392",Q3,No,0,9,,Yes,30.8,No,Yes,Fiber Optic,3,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.9,827.45,0.0,0,277.2,1104.65,3,Stayed,0,5017,No
-Male,19,Yes,No,Yes,Yes,3,United States,California,Oakland,94603,"37.739113, -122.175602",37.739113,-122.175602,"31,392",Q3,Yes,6,62,Offer B,Yes,15.76,Yes,Yes,Fiber Optic,59,Yes,Yes,No,No,Yes,No,Yes,Yes,One Year,Yes,Credit Card,94.95,5791.85,0.0,0,977.12,6768.97,4,Stayed,0,4262,Yes
-Male,42,No,No,No,No,0,United States,California,Oakland,94603,"37.739113, -122.175602",37.739113,-122.175602,"31,392",Q3,No,0,69,,Yes,47.43,Yes,Yes,DSL,22,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,90.65,6322.1,0.0,0,3272.67,9594.77,3,Stayed,0,6487,No
-Male,27,Yes,No,No,No,0,United States,California,Richmond,94804,"37.921034, -122.341798",37.921034,-122.341798,"39,089",Q3,No,0,16,,Yes,20.44,No,Yes,Fiber Optic,59,Yes,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.25,1483.25,0.0,140,327.04,1950.29,1,Churned,1,2827,No
-Male,39,No,No,No,No,0,United States,California,Richmond,94804,"37.921034, -122.341798",37.921034,-122.341798,"39,089",Q3,No,0,66,Offer A,Yes,49.13,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.1,1697.7,0.0,0,3242.58,4940.28,4,Stayed,0,6025,No
-Male,26,Yes,No,No,No,0,United States,California,Richmond,94804,"37.921034, -122.341798",37.921034,-122.341798,"39,089",Q3,No,0,28,,Yes,45.24,No,Yes,Fiber Optic,59,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,91.0,2626.15,0.0,0,1266.72,3892.87,3,Stayed,0,2448,No
-Male,34,No,No,Yes,No,0,United States,California,Richmond,94804,"37.921034, -122.341798",37.921034,-122.341798,"39,089",Q3,Yes,2,38,Offer C,Yes,32.11,Yes,Yes,DSL,16,No,No,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,69.0,2669.45,0.0,0,1220.18,3889.63,4,Stayed,0,4487,Yes
-Male,34,No,No,Yes,No,0,United States,California,Rohnert Park,94928,"38.34719, -122.697822",38.34719,-122.697822,"42,544",Q3,Yes,3,6,,Yes,8.59,Yes,Yes,Fiber Optic,28,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,82.85,460.25,48.95,0,51.54,462.84,1,Churned,1,4458,Yes
-Female,31,No,No,No,No,0,United States,California,Rohnert Park,94928,"38.34719, -122.697822",38.34719,-122.697822,"42,544",Q3,No,0,52,,Yes,21.38,Yes,Yes,Cable,21,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,No,Credit Card,74.0,3877.65,0.0,0,1111.76,4989.41,3,Stayed,0,5806,No
-Male,27,Yes,No,No,No,0,United States,California,Rohnert Park,94928,"38.34719, -122.697822",38.34719,-122.697822,"42,544",Q3,No,0,2,Offer E,Yes,27.47,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.85,51.6,0.0,0,54.94,106.54,3,Joined,0,3300,No
-Male,23,Yes,No,Yes,No,0,United States,California,Rohnert Park,94928,"38.34719, -122.697822",38.34719,-122.697822,"42,544",Q3,Yes,6,33,Offer C,Yes,48.49,No,Yes,DSL,51,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.55,1462.6,0.0,0,1600.17,3062.77,4,Stayed,0,2422,Yes
-Male,24,Yes,No,No,No,0,United States,California,Olema,94950,"38.052209, -122.775567",38.052209,-122.775567,248,Q3,No,0,68,Offer A,Yes,21.74,Yes,Yes,Fiber Optic,73,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,108.45,7176.55,9.68,0,1478.32,8645.19,3,Churned,1,4454,No
-Male,49,No,No,Yes,No,0,United States,California,Olema,94950,"38.052209, -122.775567",38.052209,-122.775567,248,Q3,Yes,10,26,,Yes,45.28,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,20.05,505.9,0.0,0,1177.28,1683.18,5,Stayed,0,2403,Yes
-Male,47,No,No,No,No,0,United States,California,Olema,94950,"38.052209, -122.775567",38.052209,-122.775567,248,Q3,No,0,8,Offer E,No,0.0,No,Yes,Cable,8,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,29.35,216.45,0.0,10,0.0,226.45,4,Stayed,0,5369,No
-Female,50,No,No,No,No,0,United States,California,Olema,94950,"38.052209, -122.775567",38.052209,-122.775567,248,Q3,No,0,63,,Yes,31.34,Yes,Yes,DSL,26,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,80.3,4995.35,0.0,0,1974.42,6969.77,3,Stayed,0,5554,No
-Male,57,No,No,Yes,No,0,United States,California,Woodacre,94973,"38.005839, -122.638155",38.005839,-122.638155,"1,449",Q3,Yes,3,12,,Yes,18.26,No,Yes,Fiber Optic,18,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.85,866.45,23.72,0,219.12,1061.85,1,Churned,1,4306,Yes
-Male,62,No,No,No,No,0,United States,California,Woodacre,94973,"38.005839, -122.638155",38.005839,-122.638155,"1,449",Q3,No,0,22,,No,0.0,No,Yes,DSL,19,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,56.75,1304.85,0.0,0,0.0,1304.85,4,Stayed,0,4574,No
-Male,28,Yes,No,Yes,Yes,2,United States,California,Woodacre,94973,"38.005839, -122.638155",38.005839,-122.638155,"1,449",Q3,Yes,9,62,,Yes,47.96,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.95,1244.8,0.0,0,2973.52,4218.32,4,Stayed,0,4803,Yes
-Female,27,Yes,No,No,No,0,United States,California,Woodacre,94973,"38.005839, -122.638155",38.005839,-122.638155,"1,449",Q3,No,0,45,,Yes,1.03,No,Yes,Fiber Optic,47,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.3,4483.95,0.0,0,46.35,4530.3,3,Stayed,0,4868,No
-Female,64,No,No,No,No,0,United States,California,Aptos,95003,"37.013471, -121.877877",37.013471,-121.877877,"24,227",Q3,No,0,43,Offer B,No,0.0,No,Yes,DSL,12,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.05,2076.2,20.29,0,0.0,2055.91,1,Churned,1,4044,No
-Male,31,No,No,No,No,0,United States,California,Aptos,95003,"37.013471, -121.877877",37.013471,-121.877877,"24,227",Q3,No,0,1,,Yes,18.81,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,21.1,21.1,0.0,0,18.81,39.91,5,Joined,0,2810,No
-Male,42,No,No,No,Yes,2,United States,California,Aptos,95003,"37.013471, -121.877877",37.013471,-121.877877,"24,227",Q3,No,0,27,,Yes,8.55,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.6,581.85,0.0,0,230.85,812.7,4,Stayed,0,2924,No
-Female,57,No,No,Yes,No,0,United States,California,Aptos,95003,"37.013471, -121.877877",37.013471,-121.877877,"24,227",Q3,Yes,5,67,Offer A,Yes,7.91,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,20.85,1327.4,0.0,0,529.97,1857.37,5,Stayed,0,5972,Yes
-Male,34,No,No,No,No,0,United States,California,Watsonville,95076,"36.931654, -121.752383",36.931654,-121.752383,"81,141",Q3,No,0,1,,No,0.0,No,Yes,DSL,18,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,45.3,45.3,0.0,0,0.0,45.3,1,Churned,1,4954,No
-Female,24,Yes,No,No,No,0,United States,California,Watsonville,95076,"36.931654, -121.752383",36.931654,-121.752383,"81,141",Q3,No,0,69,Offer A,Yes,36.5,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.6,1678.05,28.42,0,2518.5,4168.13,5,Stayed,0,5294,No
-Male,28,Yes,No,No,No,0,United States,California,Watsonville,95076,"36.931654, -121.752383",36.931654,-121.752383,"81,141",Q3,No,0,26,Offer C,Yes,31.53,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.65,595.5,0.0,0,819.78,1415.28,3,Stayed,0,2194,No
-Male,40,No,No,No,No,0,United States,California,Watsonville,95076,"36.931654, -121.752383",36.931654,-121.752383,"81,141",Q3,No,0,66,Offer A,Yes,32.22,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,25.45,1699.15,0.0,0,2126.52,3825.67,3,Stayed,0,4163,No
-Male,61,No,No,No,No,0,United States,California,San Jose,95111,"37.284265, -121.827673",37.284265,-121.827673,"57,748",Q3,No,0,2,,Yes,26.05,No,Yes,Fiber Optic,2,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,94.95,178.1,0.0,0,52.1,230.2,1,Churned,1,4493,No
-Male,38,No,No,No,No,0,United States,California,San Jose,95111,"37.284265, -121.827673",37.284265,-121.827673,"57,748",Q3,No,0,60,Offer B,No,0.0,No,Yes,DSL,25,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,39.6,2424.5,38.46,0,0.0,2386.04,3,Stayed,0,5544,No
-Male,21,Yes,No,No,No,0,United States,California,San Jose,95111,"37.284265, -121.827673",37.284265,-121.827673,"57,748",Q3,No,0,25,Offer C,Yes,4.94,No,Yes,Fiber Optic,51,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,99.3,2513.5,0.0,0,123.5,2637.0,4,Stayed,0,3847,No
-Female,38,No,No,No,Yes,2,United States,California,San Jose,95111,"37.284265, -121.827673",37.284265,-121.827673,"57,748",Q3,No,0,21,Offer D,Yes,8.68,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.75,452.2,0.0,0,182.28,634.48,3,Stayed,0,2143,No
-Female,35,No,No,No,No,0,United States,California,Groveland,95321,"37.902968, -119.667544",37.902968,-119.667544,"3,680",Q3,No,0,25,,Yes,48.42,No,Yes,Fiber Optic,8,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.5,2369.05,19.5,0,1210.5,3560.05,3,Churned,1,5932,No
-Male,47,No,No,No,No,0,United States,California,Groveland,95321,"37.902968, -119.667544",37.902968,-119.667544,"3,680",Q3,No,0,38,Offer C,Yes,4.34,Yes,Yes,Fiber Optic,26,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.85,3887.25,0.0,0,164.92,4052.17,4,Stayed,0,2709,No
-Female,19,Yes,No,No,No,0,United States,California,Groveland,95321,"37.902968, -119.667544",37.902968,-119.667544,"3,680",Q3,No,0,4,Offer E,No,0.0,No,Yes,Cable,30,Yes,No,Yes,Yes,No,Yes,Yes,No,Month-to-Month,No,Mailed Check,48.25,202.25,0.0,10,0.0,212.25,3,Stayed,0,2682,No
-Male,46,No,No,No,No,0,United States,California,Groveland,95321,"37.902968, -119.667544",37.902968,-119.667544,"3,680",Q3,No,0,3,Offer E,Yes,13.72,No,Yes,Fiber Optic,26,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,84.3,235.05,0.0,0,41.16,276.21,5,Joined,0,5828,No
-Female,40,No,No,No,No,0,United States,California,Jamestown,95327,"37.84771, -120.486589",37.84771,-120.486589,"9,559",Q3,No,0,16,,Yes,40.76,No,Yes,Fiber Optic,7,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,93.2,1573.7,35.7,0,652.16,2190.16,1,Churned,1,5497,No
-Male,58,No,No,Yes,No,0,United States,California,Jamestown,95327,"37.84771, -120.486589",37.84771,-120.486589,"9,559",Q3,Yes,1,66,,Yes,42.85,Yes,Yes,DSL,21,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,85.25,5538.35,0.0,0,2828.1,8366.45,4,Stayed,0,5012,Yes
-Male,33,No,No,Yes,Yes,3,United States,California,Jamestown,95327,"37.84771, -120.486589",37.84771,-120.486589,"9,559",Q3,Yes,7,24,,Yes,2.31,No,Yes,Cable,53,Yes,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,56.25,1454.25,0.0,0,55.44,1509.69,4,Stayed,0,3607,Yes
-Male,37,No,No,Yes,Yes,1,United States,California,Jamestown,95327,"37.84771, -120.486589",37.84771,-120.486589,"9,559",Q3,Yes,3,61,Offer B,Yes,43.08,No,Yes,Fiber Optic,19,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,103.9,6449.15,0.0,0,2627.88,9077.03,5,Stayed,0,4079,Yes
-Male,29,Yes,No,No,No,0,United States,California,Livingston,95334,"37.361987, -120.748394",37.361987,-120.748394,"12,672",Q3,No,0,3,Offer E,Yes,32.01,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.85,64.55,0.0,0,96.03,160.58,1,Churned,1,2158,No
-Female,20,Yes,No,No,No,0,United States,California,Livingston,95334,"37.361987, -120.748394",37.361987,-120.748394,"12,672",Q3,No,0,12,Offer D,Yes,17.14,No,Yes,DSL,48,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,49.4,611.65,0.0,90,205.68,907.33,3,Stayed,0,5007,No
-Female,24,Yes,No,No,No,0,United States,California,Livingston,95334,"37.361987, -120.748394",37.361987,-120.748394,"12,672",Q3,No,0,60,,Yes,15.29,Yes,Yes,Fiber Optic,48,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,79.2,4765.0,0.0,0,917.4,5682.4,3,Stayed,0,5687,No
-Female,60,No,No,Yes,No,0,United States,California,Livingston,95334,"37.361987, -120.748394",37.361987,-120.748394,"12,672",Q3,Yes,8,72,Offer A,Yes,26.98,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,26.0,1776.0,0.0,0,1942.56,3718.56,4,Stayed,0,5374,Yes
-Male,49,No,No,No,No,0,United States,California,Modesto,95354,"37.639029, -120.964772",37.639029,-120.964772,"27,135",Q3,No,0,1,Offer E,Yes,19.98,No,Yes,Fiber Optic,5,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.25,79.25,0.0,0,19.98,99.23,1,Churned,1,5533,No
-Male,25,Yes,No,No,No,0,United States,California,Modesto,95354,"37.639029, -120.964772",37.639029,-120.964772,"27,135",Q3,No,0,7,Offer E,Yes,8.95,No,Yes,Fiber Optic,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.55,521.35,0.0,0,62.65,584.0,3,Stayed,0,4704,No
-Male,53,No,No,No,No,0,United States,California,Modesto,95354,"37.639029, -120.964772",37.639029,-120.964772,"27,135",Q3,No,0,4,,Yes,3.03,No,Yes,DSL,11,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,63.75,226.2,0.0,0,12.12,238.32,5,Stayed,0,2624,No
-Male,59,No,No,Yes,Yes,3,United States,California,Modesto,95354,"37.639029, -120.964772",37.639029,-120.964772,"27,135",Q3,Yes,1,72,,Yes,44.61,Yes,Yes,DSL,53,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,87.55,6463.15,0.0,0,3211.92,9675.07,4,Stayed,0,5341,Yes
-Male,42,No,No,Yes,No,0,United States,California,Tuolumne,95379,"37.939768, -120.188002",37.939768,-120.188002,"3,979",Q3,Yes,1,47,Offer B,Yes,19.02,Yes,Yes,Fiber Optic,17,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,110.85,5275.8,4.93,0,893.94,6164.81,1,Churned,1,3344,Yes
-Male,54,No,No,Yes,Yes,1,United States,California,Tuolumne,95379,"37.939768, -120.188002",37.939768,-120.188002,"3,979",Q3,Yes,7,47,,Yes,1.09,Yes,Yes,Fiber Optic,13,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,87.2,4017.45,0.0,0,51.23,4068.68,3,Stayed,0,3760,Yes
-Female,42,No,No,No,No,0,United States,California,Tuolumne,95379,"37.939768, -120.188002",37.939768,-120.188002,"3,979",Q3,No,0,11,Offer D,Yes,13.56,No,Yes,Cable,17,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,64.9,716.1,0.0,0,149.16,865.26,5,Stayed,0,2775,No
-Male,32,No,No,No,No,0,United States,California,Tuolumne,95379,"37.939768, -120.188002",37.939768,-120.188002,"3,979",Q3,No,0,1,,Yes,49.19,No,Yes,DSL,17,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,49.0,49.0,0.0,0,49.19,98.19,3,Joined,0,5289,No
-Male,34,No,No,Yes,No,0,United States,California,Annapolis,95412,"38.731055, -123.316553",38.731055,-123.316553,747,Q3,Yes,1,21,Offer D,Yes,17.57,Yes,Yes,Cable,14,Yes,Yes,No,Yes,Yes,No,No,No,One Year,No,Mailed Check,77.5,1625.0,18.39,80,368.97,2055.58,2,Churned,1,5353,Yes
-Female,63,No,No,Yes,Yes,1,United States,California,Annapolis,95412,"38.731055, -123.316553",38.731055,-123.316553,747,Q3,Yes,9,45,,Yes,47.48,Yes,Yes,Fiber Optic,20,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.15,4730.9,0.0,0,2136.6,6867.5,4,Stayed,0,5915,Yes
-Female,21,Yes,No,No,No,0,United States,California,Annapolis,95412,"38.731055, -123.316553",38.731055,-123.316553,747,Q3,No,0,6,,No,0.0,No,Yes,Cable,52,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Mailed Check,63.4,348.8,0.0,10,0.0,358.8,4,Stayed,0,3909,No
-Female,37,No,No,Yes,Yes,1,United States,California,Annapolis,95412,"38.731055, -123.316553",38.731055,-123.316553,747,Q3,Yes,8,72,,Yes,2.57,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,26.25,1988.05,0.0,0,185.04,2173.09,4,Stayed,0,5098,Yes
-Female,25,Yes,No,Yes,No,0,United States,California,Graton,95444,"38.434362, -122.86891",38.434362,-122.86891,390,Q3,Yes,1,7,Offer E,Yes,8.95,No,Yes,Fiber Optic,73,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.0,506.9,0.0,0,62.65,569.55,2,Churned,1,5672,Yes
-Male,47,No,No,Yes,No,0,United States,California,Graton,95444,"38.434362, -122.86891",38.434362,-122.86891,390,Q3,Yes,4,64,,Yes,6.59,Yes,Yes,Cable,20,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,76.1,4818.8,0.0,0,421.76,5240.56,4,Stayed,0,4222,Yes
-Male,22,Yes,No,Yes,No,0,United States,California,Graton,95444,"38.434362, -122.86891",38.434362,-122.86891,390,Q3,Yes,8,49,,No,0.0,No,Yes,Cable,27,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,49.65,2409.9,0.0,0,0.0,2409.9,4,Stayed,0,4283,Yes
-Female,51,No,No,Yes,No,0,United States,California,Graton,95444,"38.434362, -122.86891",38.434362,-122.86891,390,Q3,No,0,20,,Yes,43.49,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.8,1540.35,0.0,0,869.8,2410.15,5,Stayed,0,5456,Yes
-Male,27,Yes,No,No,No,0,United States,California,Hopland,95449,"38.93706, -123.118111",38.93706,-123.118111,"1,373",Q3,No,0,2,Offer E,Yes,29.69,No,Yes,Cable,52,No,No,No,No,No,No,Yes,No,Month-to-Month,No,Bank Withdrawal,46.05,80.35,0.0,10,59.38,149.73,3,Churned,1,4662,No
-Female,34,No,No,No,No,0,United States,California,Hopland,95449,"38.93706, -123.118111",38.93706,-123.118111,"1,373",Q3,No,0,53,,No,0.0,No,Yes,DSL,25,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,53.6,2879.2,0.0,0,0.0,2879.2,3,Stayed,0,5183,No
-Male,55,No,No,No,No,0,United States,California,Hopland,95449,"38.93706, -123.118111",38.93706,-123.118111,"1,373",Q3,No,0,54,,Yes,27.17,No,Yes,Fiber Optic,24,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,89.8,4667.0,0.0,0,1467.18,6134.18,3,Stayed,0,4980,No
-Male,64,No,No,No,No,0,United States,California,Hopland,95449,"38.93706, -123.118111",38.93706,-123.118111,"1,373",Q3,No,0,4,Offer E,Yes,3.69,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,25.25,101.9,0.0,0,14.76,116.66,5,Stayed,0,3962,No
-Male,59,No,No,No,No,0,United States,California,Navarro,95463,"39.182916, -123.552571",39.182916,-123.552571,148,Q3,No,0,1,Offer E,Yes,7.99,Yes,Yes,Fiber Optic,30,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.3,93.3,0.0,0,7.99,101.29,3,Churned,1,2578,No
-Male,50,No,No,Yes,Yes,1,United States,California,Navarro,95463,"39.182916, -123.552571",39.182916,-123.552571,148,Q3,Yes,2,59,,Yes,41.19,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.85,1188.25,0.0,0,2430.21,3618.46,3,Stayed,0,6144,Yes
-Male,42,No,No,No,No,0,United States,California,Navarro,95463,"39.182916, -123.552571",39.182916,-123.552571,148,Q3,No,0,40,,Yes,32.78,Yes,Yes,Fiber Optic,29,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,102.65,4108.15,0.0,0,1311.2,5419.35,4,Stayed,0,3655,No
-Female,41,No,No,Yes,No,0,United States,California,Navarro,95463,"39.182916, -123.552571",39.182916,-123.552571,148,Q3,Yes,1,33,,Yes,10.34,Yes,Yes,Fiber Optic,22,No,No,Yes,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,95.0,3008.15,0.0,60,341.22,3409.37,3,Stayed,0,4639,Yes
-Female,43,No,No,No,No,0,United States,California,Burnt Ranch,95527,"40.854512, -123.450097",40.854512,-123.450097,485,Q3,No,0,1,,Yes,17.37,No,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.1,70.1,0.0,0,17.37,87.47,1,Churned,1,3706,No
-Male,32,No,No,Yes,No,0,United States,California,Burnt Ranch,95527,"40.854512, -123.450097",40.854512,-123.450097,485,Q3,Yes,6,42,,No,0.0,No,Yes,DSL,26,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,45.1,2049.05,0.0,0,0.0,2049.05,4,Stayed,0,3844,Yes
-Female,57,No,No,Yes,Yes,1,United States,California,Burnt Ranch,95527,"40.854512, -123.450097",40.854512,-123.450097,485,Q3,Yes,6,34,,Yes,25.69,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,25.6,917.15,0.0,0,873.46,1790.61,4,Stayed,0,5854,Yes
-Female,45,No,No,Yes,No,0,United States,California,Burnt Ranch,95527,"40.854512, -123.450097",40.854512,-123.450097,485,Q3,Yes,7,72,,Yes,15.23,Yes,Yes,DSL,26,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,64.75,4804.75,0.0,0,1096.56,5901.31,3,Stayed,0,4675,Yes
-Male,36,No,No,No,No,0,United States,California,Petrolia,95558,"40.274302, -124.210902",40.274302,-124.210902,300,Q3,No,0,26,,Yes,14.3,Yes,Yes,Fiber Optic,20,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,83.95,2254.2,0.0,0,371.8,2626.0,1,Churned,1,5869,No
-Female,19,Yes,No,No,No,0,United States,California,Petrolia,95558,"40.274302, -124.210902",40.274302,-124.210902,300,Q3,No,0,1,,No,0.0,No,Yes,Cable,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,25.15,25.15,0.0,0,0.0,25.15,5,Joined,0,3513,No
-Male,57,No,No,Yes,Yes,3,United States,California,Petrolia,95558,"40.274302, -124.210902",40.274302,-124.210902,300,Q3,Yes,6,71,Offer A,Yes,31.33,Yes,Yes,Cable,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,89.9,6457.15,0.0,0,2224.43,8681.58,3,Stayed,0,4444,Yes
-Female,42,No,No,Yes,Yes,3,United States,California,Petrolia,95558,"40.274302, -124.210902",40.274302,-124.210902,300,Q3,Yes,1,40,,Yes,3.01,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.15,777.35,0.0,0,120.4,897.75,5,Stayed,0,3556,Yes
-Male,63,No,No,No,No,0,United States,California,Cool,95614,"38.880622, -120.973865",38.880622,-120.973865,"3,674",Q3,No,0,2,,Yes,37.43,No,Yes,Fiber Optic,18,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.85,197.7,0.0,0,74.86,272.56,1,Churned,1,3790,No
-Male,28,Yes,No,Yes,No,0,United States,California,Cool,95614,"38.880622, -120.973865",38.880622,-120.973865,"3,674",Q3,Yes,9,48,Offer B,Yes,22.36,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,111.45,5315.1,0.0,0,1073.28,6388.38,3,Stayed,0,2319,Yes
-Male,41,No,No,No,No,0,United States,California,Cool,95614,"38.880622, -120.973865",38.880622,-120.973865,"3,674",Q3,No,0,1,Offer E,Yes,3.39,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,25.0,25.0,0.0,0,3.39,28.39,3,Joined,0,2371,No
-Female,30,No,No,Yes,Yes,1,United States,California,Cool,95614,"38.880622, -120.973865",38.880622,-120.973865,"3,674",Q3,Yes,3,70,,Yes,33.24,Yes,Yes,DSL,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,89.0,6293.2,0.0,0,2326.8,8620.0,3,Stayed,0,5650,Yes
-Female,54,No,No,No,No,0,United States,California,Kirkwood,95646,"38.631489, -120.015167",38.631489,-120.015167,129,Q3,No,0,13,Offer D,Yes,6.78,Yes,Yes,Fiber Optic,26,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.35,1358.85,34.09,0,88.14,1412.9,1,Churned,1,2008,No
-Female,43,No,No,No,No,0,United States,California,Kirkwood,95646,"38.631489, -120.015167",38.631489,-120.015167,129,Q3,No,0,48,Offer B,Yes,19.04,No,Yes,Fiber Optic,21,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,102.5,4904.25,0.0,0,913.92,5818.17,3,Stayed,0,3262,No
-Male,20,Yes,No,No,No,0,United States,California,Kirkwood,95646,"38.631489, -120.015167",38.631489,-120.015167,129,Q3,No,0,32,,Yes,36.78,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.35,707.5,0.0,0,1176.96,1884.46,5,Stayed,0,2433,No
-Female,52,No,No,No,No,0,United States,California,Kirkwood,95646,"38.631489, -120.015167",38.631489,-120.015167,129,Q3,No,0,2,Offer E,Yes,26.9,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.9,57.4,0.0,0,53.8,111.2,4,Joined,0,2822,No
-Female,44,No,No,No,No,0,United States,California,Rescue,95672,"38.724322, -120.991237",38.724322,-120.991237,"3,815",Q3,No,0,1,Offer E,Yes,26.37,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,20.3,20.3,0.0,0,26.37,46.67,3,Churned,1,3830,No
-Female,38,No,No,No,No,0,United States,California,Rescue,95672,"38.724322, -120.991237",38.724322,-120.991237,"3,815",Q3,No,0,35,,Yes,6.52,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,23.3,797.1,0.0,0,228.2,1025.3,3,Stayed,0,2416,No
-Male,53,No,No,Yes,Yes,2,United States,California,Rescue,95672,"38.724322, -120.991237",38.724322,-120.991237,"3,815",Q3,Yes,10,50,Offer B,Yes,44.49,Yes,Yes,Cable,28,Yes,No,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,70.5,3486.65,0.0,0,2224.5,5711.15,4,Stayed,0,4022,Yes
-Female,59,No,No,Yes,Yes,3,United States,California,Rescue,95672,"38.724322, -120.991237",38.724322,-120.991237,"3,815",Q3,Yes,7,56,,Yes,18.99,No,Yes,Cable,53,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Credit Card,61.3,3346.8,0.0,0,1063.44,4410.24,3,Stayed,0,4173,Yes
-Female,41,No,No,No,No,0,United States,California,Sutter Creek,95685,"38.432145, -120.77069",38.432145,-120.77069,"4,610",Q3,No,0,45,Offer B,Yes,14.12,Yes,Yes,Fiber Optic,24,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,89.3,4016.85,44.63,0,635.4,4607.62,2,Churned,1,4880,No
-Male,27,Yes,No,No,No,0,United States,California,Sutter Creek,95685,"38.432145, -120.77069",38.432145,-120.77069,"4,610",Q3,No,0,35,,Yes,45.62,Yes,Yes,Fiber Optic,59,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,95.5,3418.2,0.0,0,1596.7,5014.9,3,Stayed,0,3715,No
-Female,37,No,No,No,No,0,United States,California,Sutter Creek,95685,"38.432145, -120.77069",38.432145,-120.77069,"4,610",Q3,No,0,10,,Yes,39.85,Yes,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,75.75,777.3,0.0,0,398.5,1175.8,5,Stayed,0,4525,No
-Female,21,Yes,No,Yes,No,0,United States,California,Sutter Creek,95685,"38.432145, -120.77069",38.432145,-120.77069,"4,610",Q3,Yes,2,20,Offer D,Yes,19.15,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.0,416.45,0.0,0,383.0,799.45,5,Stayed,0,3585,Yes
-Male,40,No,No,Yes,No,0,United States,California,Wilton,95693,"38.392559, -121.225093",38.392559,-121.225093,"5,889",Q3,Yes,5,13,Offer D,Yes,29.92,No,Yes,Fiber Optic,21,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,84.05,1095.3,23.97,0,388.96,1460.29,1,Churned,1,4745,Yes
-Female,56,No,No,Yes,Yes,2,United States,California,Wilton,95693,"38.392559, -121.225093",38.392559,-121.225093,"5,889",Q3,Yes,4,70,Offer A,Yes,33.25,Yes,Yes,Fiber Optic,15,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,113.05,7869.05,0.0,0,2327.5,10196.55,5,Stayed,0,4203,Yes
-Female,42,No,No,Yes,Yes,3,United States,California,Wilton,95693,"38.392559, -121.225093",38.392559,-121.225093,"5,889",Q3,No,0,35,Offer C,Yes,39.11,Yes,Yes,DSL,23,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,59.45,2136.9,0.0,0,1368.85,3505.75,3,Stayed,0,3682,Yes
-Female,57,No,No,Yes,No,0,United States,California,Wilton,95693,"38.392559, -121.225093",38.392559,-121.225093,"5,889",Q3,Yes,2,72,Offer A,No,0.0,No,Yes,DSL,15,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,49.2,3580.95,0.0,0,0.0,3580.95,3,Stayed,0,4700,Yes
-Female,31,No,No,No,No,0,United States,California,Kyburz,95720,"38.766036, -120.209673",38.766036,-120.209673,183,Q3,No,0,1,Offer E,Yes,22.12,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.4,20.4,0.0,0,22.12,42.52,3,Churned,1,3663,No
-Male,49,No,No,No,No,0,United States,California,Kyburz,95720,"38.766036, -120.209673",38.766036,-120.209673,183,Q3,No,0,35,,Yes,17.92,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.75,739.9,0.0,0,627.2,1367.1,3,Stayed,0,5876,No
-Male,40,No,No,No,No,0,United States,California,Kyburz,95720,"38.766036, -120.209673",38.766036,-120.209673,183,Q3,No,0,9,Offer E,Yes,48.61,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Mailed Check,20.15,163.7,0.0,0,437.49,601.19,4,Stayed,0,4004,No
-Female,51,No,No,Yes,Yes,2,United States,California,Kyburz,95720,"38.766036, -120.209673",38.766036,-120.209673,183,Q3,Yes,10,56,Offer B,Yes,25.9,Yes,Yes,Cable,30,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,81.25,4620.4,0.0,0,1450.4,6070.8,4,Stayed,0,5907,Yes
-Female,51,No,No,Yes,No,0,United States,California,Sacramento,95825,"38.590035, -121.412455",38.590035,-121.412455,"30,715",Q3,Yes,1,32,,Yes,46.92,Yes,Yes,Fiber Optic,9,No,No,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,91.05,2954.5,0.0,70,1501.44,4525.94,1,Churned,1,3590,Yes
-Male,53,No,No,Yes,No,0,United States,California,Sacramento,95825,"38.590035, -121.412455",38.590035,-121.412455,"30,715",Q3,Yes,1,42,,Yes,42.45,Yes,Yes,Fiber Optic,11,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,108.3,4586.15,0.0,0,1782.9,6369.05,3,Stayed,0,5106,Yes
-Male,52,No,No,No,No,0,United States,California,Sacramento,95825,"38.590035, -121.412455",38.590035,-121.412455,"30,715",Q3,No,0,56,,Yes,47.82,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,25.95,1444.05,0.0,0,2677.92,4121.97,3,Stayed,0,4246,No
-Male,22,Yes,No,Yes,Yes,2,United States,California,Sacramento,95825,"38.590035, -121.412455",38.590035,-121.412455,"30,715",Q3,Yes,3,72,Offer A,Yes,19.04,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.0,1738.9,0.0,0,1370.88,3109.78,4,Stayed,0,4275,Yes
-Female,51,No,No,Yes,No,0,United States,California,Sacramento,95837,"38.691607, -121.602284",38.691607,-121.602284,264,Q3,Yes,1,72,Offer A,No,0.0,No,Yes,Cable,15,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,54.2,3937.45,0.0,0,0.0,3937.45,3,Churned,1,4481,Yes
-Male,35,No,No,No,No,0,United States,California,Sacramento,95837,"38.691607, -121.602284",38.691607,-121.602284,264,Q3,No,0,62,,Yes,24.35,Yes,Yes,Fiber Optic,16,Yes,Yes,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,92.3,5731.45,0.0,0,1509.7,7241.15,4,Stayed,0,6468,No
-Female,23,Yes,No,Yes,No,0,United States,California,Sacramento,95837,"38.691607, -121.602284",38.691607,-121.602284,264,Q3,Yes,10,69,,Yes,45.12,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.95,1718.35,0.0,0,3113.28,4831.63,3,Stayed,0,4106,Yes
-Female,47,No,No,Yes,Yes,1,United States,California,Sacramento,95837,"38.691607, -121.602284",38.691607,-121.602284,264,Q3,Yes,5,69,Offer A,Yes,14.48,No,Yes,DSL,19,No,Yes,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,59.1,4134.7,0.0,0,999.12,5133.82,4,Stayed,0,5846,Yes
-Male,41,No,No,No,No,0,United States,California,Gridley,95948,"39.346898, -121.759537",39.346898,-121.759537,"9,763",Q3,No,0,44,,Yes,42.92,No,Yes,Fiber Optic,23,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,100.55,4398.15,0.0,0,1888.48,6286.63,2,Churned,1,3486,No
-Female,19,Yes,No,No,No,0,United States,California,Gridley,95948,"39.346898, -121.759537",39.346898,-121.759537,"9,763",Q3,No,0,18,Offer D,Yes,2.76,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,71.1,1247.75,0.0,150,49.68,1447.43,5,Stayed,0,4911,No
-Female,50,No,No,No,No,0,United States,California,Gridley,95948,"39.346898, -121.759537",39.346898,-121.759537,"9,763",Q3,No,0,25,Offer C,Yes,30.28,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.05,461.3,0.0,0,757.0,1218.3,5,Stayed,0,2692,No
-Female,46,No,No,No,No,0,United States,California,Gridley,95948,"39.346898, -121.759537",39.346898,-121.759537,"9,763",Q3,No,0,54,,Yes,36.68,No,Yes,DSL,28,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,80.6,4299.95,0.0,140,1980.72,6420.67,4,Stayed,0,4231,No
-Female,49,No,No,No,No,0,United States,California,Orland,95963,"39.748037, -122.302169",39.748037,-122.302169,"13,706",Q3,No,0,1,,Yes,18.34,No,Yes,Fiber Optic,6,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,94.4,94.4,0.0,0,18.34,112.74,3,Churned,1,5764,No
-Male,28,Yes,No,Yes,No,0,United States,California,Orland,95963,"39.748037, -122.302169",39.748037,-122.302169,"13,706",Q3,Yes,7,56,,Yes,46.9,Yes,Yes,Fiber Optic,48,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.55,5514.95,0.0,0,2626.4,8141.35,3,Stayed,0,4847,Yes
-Male,45,No,No,Yes,Yes,2,United States,California,Orland,95963,"39.748037, -122.302169",39.748037,-122.302169,"13,706",Q3,Yes,9,52,,Yes,5.51,No,Yes,Cable,19,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,68.75,3482.85,16.86,0,286.52,3752.51,3,Stayed,0,4172,Yes
-Male,20,Yes,No,Yes,No,0,United States,California,Orland,95963,"39.748037, -122.302169",39.748037,-122.302169,"13,706",Q3,Yes,10,56,,No,0.0,No,Yes,DSL,30,No,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,54.05,2959.8,0.0,40,0.0,2999.8,4,Stayed,0,6445,Yes
-Female,41,No,No,No,No,0,United States,California,Taylorsville,95983,"40.053684, -120.743116",40.053684,-120.743116,513,Q3,No,0,1,,Yes,8.31,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.5,69.5,0.0,0,8.31,77.81,1,Churned,1,3365,No
-Male,64,No,No,No,No,0,United States,California,Taylorsville,95983,"40.053684, -120.743116",40.053684,-120.743116,513,Q3,No,0,14,Offer D,Yes,8.54,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.6,300.4,0.0,0,119.56,419.96,4,Stayed,0,2847,No
-Female,56,No,No,Yes,No,0,United States,California,Taylorsville,95983,"40.053684, -120.743116",40.053684,-120.743116,513,Q3,Yes,9,71,,Yes,13.41,Yes,Yes,DSL,18,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,83.3,5894.5,37.44,0,952.11,6809.17,4,Stayed,0,4264,Yes
-Female,19,Yes,No,No,No,0,United States,California,Taylorsville,95983,"40.053684, -120.743116",40.053684,-120.743116,513,Q3,No,0,25,,Yes,28.05,Yes,Yes,Cable,85,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.35,1837.9,0.0,0,701.25,2539.15,4,Stayed,0,4855,No
-Female,37,No,No,Yes,No,0,United States,California,Cassel,96016,"40.936285, -121.572692",40.936285,-121.572692,344,Q3,Yes,1,58,,Yes,3.65,Yes,Yes,Fiber Optic,20,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.4,5435.6,0.0,0,211.7,5647.3,1,Churned,1,5989,Yes
-Male,61,No,No,No,No,0,United States,California,Cassel,96016,"40.936285, -121.572692",40.936285,-121.572692,344,Q3,No,0,22,Offer D,Yes,4.79,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.25,566.5,0.0,0,105.38,671.88,4,Stayed,0,3403,No
-Female,49,No,No,Yes,No,0,United States,California,Cassel,96016,"40.936285, -121.572692",40.936285,-121.572692,344,Q3,Yes,1,72,,Yes,38.28,Yes,Yes,DSL,24,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,88.05,6520.8,29.11,0,2756.16,9247.85,4,Stayed,0,6247,Yes
-Male,61,No,No,Yes,No,0,United States,California,Cassel,96016,"40.936285, -121.572692",40.936285,-121.572692,344,Q3,Yes,1,64,,Yes,4.76,No,Yes,Fiber Optic,8,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,104.05,6605.55,0.0,0,304.64,6910.19,4,Stayed,0,4337,Yes
-Female,53,No,No,No,No,0,United States,California,Dunsmuir,96025,"41.212695, -122.392067",41.212695,-122.392067,"2,602",Q3,No,0,29,,No,0.0,No,Yes,Cable,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,25.1,712.85,0.0,0,0.0,712.85,1,Churned,1,2796,No
-Female,52,No,No,No,No,0,United States,California,Dunsmuir,96025,"41.212695, -122.392067",41.212695,-122.392067,"2,602",Q3,No,0,2,,Yes,25.92,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.35,45.3,0.0,0,51.84,97.14,3,Joined,0,5994,No
-Female,63,No,No,No,No,0,United States,California,Dunsmuir,96025,"41.212695, -122.392067",41.212695,-122.392067,"2,602",Q3,No,0,17,Offer D,Yes,3.84,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.05,337.9,43.68,0,65.28,359.5,4,Stayed,0,4828,No
-Male,60,No,No,Yes,Yes,2,United States,California,Dunsmuir,96025,"41.212695, -122.392067",41.212695,-122.392067,"2,602",Q3,Yes,8,57,,Yes,29.64,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.75,1123.15,0.0,0,1689.48,2812.63,3,Stayed,0,4937,Yes
-Male,22,Yes,No,No,Yes,2,United States,California,Etna,96027,"41.405193, -123.008567",41.405193,-123.008567,"2,156",Q3,No,0,1,,Yes,34.4,No,Yes,Cable,52,No,No,Yes,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,48.95,48.95,0.0,0,34.4,83.35,1,Churned,1,3913,No
-Male,40,No,No,No,No,0,United States,California,Etna,96027,"41.405193, -123.008567",41.405193,-123.008567,"2,156",Q3,No,0,39,Offer C,No,0.0,No,Yes,DSL,13,Yes,No,No,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,45.05,1790.6,0.0,0,0.0,1790.6,3,Stayed,0,4003,No
-Male,41,No,No,Yes,No,0,United States,California,Etna,96027,"41.405193, -123.008567",41.405193,-123.008567,"2,156",Q3,Yes,8,40,Offer B,Yes,39.22,No,Yes,Fiber Optic,27,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.0,3168.75,41.74,0,1568.8,4695.81,3,Stayed,0,2478,Yes
-Male,50,No,No,Yes,No,0,United States,California,Etna,96027,"41.405193, -123.008567",41.405193,-123.008567,"2,156",Q3,Yes,8,71,,Yes,27.16,Yes,Yes,Fiber Optic,3,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,113.15,7953.25,0.0,0,1928.36,9881.61,3,Stayed,0,4068,Yes
-Male,46,No,No,No,No,0,United States,California,Mcarthur,96056,"41.10831, -121.360362",41.10831,-121.360362,"1,554",Q3,No,0,2,Offer E,Yes,16.14,No,Yes,Fiber Optic,2,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.85,152.45,0.0,0,32.28,184.73,2,Churned,1,3280,No
-Female,62,No,No,Yes,No,0,United States,California,Mcarthur,96056,"41.10831, -121.360362",41.10831,-121.360362,"1,554",Q3,Yes,1,56,Offer B,Yes,39.72,Yes,Yes,DSL,11,Yes,No,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,65.2,3512.15,0.0,0,2224.32,5736.47,3,Stayed,0,4775,Yes
-Female,51,No,No,Yes,Yes,1,United States,California,Mcarthur,96056,"41.10831, -121.360362",41.10831,-121.360362,"1,554",Q3,Yes,8,24,,Yes,30.41,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.7,452.55,0.0,0,729.84,1182.39,4,Stayed,0,4642,Yes
-Female,29,Yes,No,No,No,0,United States,California,Mcarthur,96056,"41.10831, -121.360362",41.10831,-121.360362,"1,554",Q3,No,0,7,Offer E,Yes,16.2,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.9,173.15,0.0,0,113.4,286.55,3,Stayed,0,2750,No
-Male,29,Yes,No,No,No,0,United States,California,Mill Creek,96061,"40.331975, -121.460674",40.331975,-121.460674,78,Q3,No,0,15,Offer D,Yes,44.86,Yes,Yes,Fiber Optic,52,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Mailed Check,76.0,1130.85,0.0,0,672.9,1803.75,1,Churned,1,4938,No
-Female,55,No,No,Yes,Yes,3,United States,California,Mill Creek,96061,"40.331975, -121.460674",40.331975,-121.460674,78,Q3,Yes,1,68,,Yes,18.42,Yes,Yes,Fiber Optic,53,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.05,7508.55,0.0,0,1252.56,8761.11,4,Stayed,0,6391,Yes
-Female,40,No,No,Yes,Yes,2,United States,California,Mill Creek,96061,"40.331975, -121.460674",40.331975,-121.460674,78,Q3,Yes,4,26,,Yes,12.71,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.65,494.9,0.0,0,330.46,825.36,4,Stayed,0,4184,Yes
-Male,25,Yes,No,Yes,Yes,2,United States,California,Mill Creek,96061,"40.331975, -121.460674",40.331975,-121.460674,78,Q3,Yes,5,53,,Yes,24.33,No,Yes,Fiber Optic,52,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,92.55,4779.45,0.0,0,1289.49,6068.94,3,Stayed,0,4700,Yes
-Female,62,No,No,No,No,0,United States,California,Platina,96076,"40.367964, -122.937379",40.367964,-122.937379,215,Q3,No,0,1,Offer E,Yes,12.4,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,68.65,68.65,0.0,0,12.4,81.05,2,Churned,1,3052,No
-Male,53,No,No,Yes,No,0,United States,California,Platina,96076,"40.367964, -122.937379",40.367964,-122.937379,215,Q3,Yes,1,27,Offer C,Yes,44.19,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.55,520.55,0.0,0,1193.13,1713.68,4,Stayed,0,4430,Yes
-Male,34,No,No,Yes,No,0,United States,California,Platina,96076,"40.367964, -122.937379",40.367964,-122.937379,215,Q3,Yes,6,11,,Yes,26.11,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.55,184.95,0.0,0,287.21,472.16,5,Stayed,0,3971,Yes
-Female,45,No,No,No,No,0,United States,California,Platina,96076,"40.367964, -122.937379",40.367964,-122.937379,215,Q3,No,0,24,,Yes,30.18,No,Yes,DSL,4,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,56.35,1381.2,0.0,0,724.32,2105.52,4,Stayed,0,5128,No
-Female,57,No,No,No,No,0,United States,California,Wendel,96136,"40.345949, -120.081187",40.345949,-120.081187,162,Q3,No,0,7,Offer E,Yes,23.35,No,Yes,DSL,6,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,70.75,450.8,0.0,0,163.45,614.25,1,Churned,1,2248,No
-Male,48,No,No,Yes,No,0,United States,California,Wendel,96136,"40.345949, -120.081187",40.345949,-120.081187,162,Q3,Yes,5,72,,Yes,12.02,Yes,Yes,Cable,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,87.1,6230.1,0.0,0,865.44,7095.54,3,Stayed,0,5993,Yes
-Female,37,No,No,No,No,0,United States,California,Wendel,96136,"40.345949, -120.081187",40.345949,-120.081187,162,Q3,No,0,5,,Yes,44.78,Yes,Yes,Cable,29,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,64.0,370.25,0.0,0,223.9,594.15,5,Stayed,0,4421,No
-Male,55,No,No,Yes,Yes,1,United States,California,Wendel,96136,"40.345949, -120.081187",40.345949,-120.081187,162,Q3,Yes,4,20,,Yes,3.87,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.05,400.0,0.0,0,77.4,477.4,4,Stayed,0,4328,Yes
-Female,46,No,No,Yes,Yes,2,United States,California,Homewood,96141,"39.117018, -120.212535",39.117018,-120.212535,858,Q3,Yes,1,3,Offer E,No,0.0,No,Yes,Cable,15,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,29.7,91.7,0.0,0,0.0,91.7,1,Churned,1,2613,Yes
-Female,34,No,No,No,No,0,United States,California,Homewood,96141,"39.117018, -120.212535",39.117018,-120.212535,858,Q3,No,0,24,,Yes,4.82,No,Yes,DSL,16,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.3,1233.25,0.0,0,115.68,1348.93,5,Stayed,0,5394,No
-Female,57,No,No,No,No,0,United States,California,Homewood,96141,"39.117018, -120.212535",39.117018,-120.212535,858,Q3,No,0,4,Offer E,Yes,38.96,No,Yes,DSL,10,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,55.5,227.35,0.0,0,155.84,383.19,4,Stayed,0,2328,No
-Female,40,No,No,No,No,0,United States,California,West Hollywood,90069,"34.093781, -118.381061",34.093781,-118.381061,"20,408",Q3,No,0,9,,Yes,45.41,No,Yes,Fiber Optic,23,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.55,723.4,0.0,0,408.69,1132.09,1,Churned,1,3246,No
-Female,40,No,No,No,No,0,United States,California,West Hollywood,90069,"34.093781, -118.381061",34.093781,-118.381061,"20,408",Q3,No,0,72,,Yes,9.47,Yes,Yes,Fiber Optic,21,No,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,107.5,7853.7,0.0,60,681.84,8595.54,3,Stayed,0,4708,No
-Female,19,Yes,No,Yes,No,0,United States,California,West Hollywood,90069,"34.093781, -118.381061",34.093781,-118.381061,"20,408",Q3,Yes,1,71,Offer A,Yes,24.72,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.4,1725.4,0.0,0,1755.12,3480.52,5,Stayed,0,4412,Yes
-Male,27,Yes,No,Yes,No,0,United States,California,West Hollywood,90069,"34.093781, -118.381061",34.093781,-118.381061,"20,408",Q3,Yes,2,57,,No,0.0,No,Yes,DSL,69,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,57.5,3265.95,0.0,150,0.0,3415.95,4,Stayed,0,4133,Yes
-Female,32,No,No,No,No,0,United States,California,West Hollywood,90069,"34.093781, -118.381061",34.093781,-118.381061,"20,408",Q3,No,0,34,Offer C,Yes,45.28,Yes,Yes,Cable,27,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Credit Card,65.0,2157.5,0.0,0,1539.52,3697.02,5,Stayed,0,5567,No
-Female,38,No,No,No,No,0,United States,California,Hawaiian Gardens,90716,"33.830431, -118.074071",33.830431,-118.074071,"14,852",Q3,No,0,54,,Yes,41.83,Yes,Yes,Fiber Optic,9,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.1,5440.9,0.0,0,2258.82,7699.72,1,Churned,1,5763,No
-Female,23,Yes,No,Yes,No,0,United States,California,Hawaiian Gardens,90716,"33.830431, -118.074071",33.830431,-118.074071,"14,852",Q3,Yes,1,64,,Yes,36.24,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.2,1277.75,0.0,0,2319.36,3597.11,5,Stayed,0,4557,Yes
-Male,45,No,No,Yes,No,0,United States,California,Hawaiian Gardens,90716,"33.830431, -118.074071",33.830431,-118.074071,"14,852",Q3,Yes,9,54,Offer B,No,0.0,No,Yes,Cable,9,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,30.4,1621.35,0.0,0,0.0,1621.35,4,Stayed,0,4778,Yes
-Female,34,No,No,Yes,Yes,1,United States,California,Hawaiian Gardens,90716,"33.830431, -118.074071",33.830431,-118.074071,"14,852",Q3,Yes,7,34,Offer C,Yes,49.58,No,Yes,Cable,16,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Mailed Check,60.8,2042.05,0.0,0,1685.72,3727.77,4,Stayed,0,4522,Yes
-Male,49,No,No,No,No,0,United States,California,Hawaiian Gardens,90716,"33.830431, -118.074071",33.830431,-118.074071,"14,852",Q3,No,0,49,,Yes,17.77,Yes,Yes,DSL,13,No,No,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,66.15,3199.0,0.0,0,870.73,4069.73,3,Stayed,0,6138,No
-Male,44,No,No,No,Yes,2,United States,California,Long Beach,90805,"33.864622, -118.179626",33.864622,-118.179626,"91,664",Q3,No,0,4,,Yes,9.77,No,Yes,Cable,16,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,49.4,184.4,0.0,10,39.08,233.48,1,Churned,1,4455,No
-Female,27,Yes,No,Yes,No,0,United States,California,Long Beach,90805,"33.864622, -118.179626",33.864622,-118.179626,"91,664",Q3,Yes,4,70,Offer A,Yes,5.77,Yes,Yes,Fiber Optic,48,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,108.15,7930.55,0.0,0,403.9,8334.45,4,Stayed,0,5192,Yes
-Female,39,No,No,Yes,Yes,1,United States,California,Long Beach,90805,"33.864622, -118.179626",33.864622,-118.179626,"91,664",Q3,Yes,7,34,,Yes,9.66,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.65,716.4,0.0,0,328.44,1044.84,3,Stayed,0,5099,Yes
-Female,21,Yes,No,No,No,0,United States,California,Long Beach,90805,"33.864622, -118.179626",33.864622,-118.179626,"91,664",Q3,No,0,67,Offer A,Yes,8.71,Yes,Yes,DSL,41,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Mailed Check,85.25,5714.2,1.31,0,583.57,6296.46,4,Stayed,0,6322,No
-Female,44,No,No,No,No,0,United States,California,Long Beach,90805,"33.864622, -118.179626",33.864622,-118.179626,"91,664",Q3,No,0,23,,Yes,42.26,No,Yes,Cable,2,No,No,Yes,No,No,No,No,No,Month-to-Month,No,Credit Card,49.7,1081.25,0.0,150,971.98,2203.23,5,Stayed,0,4790,No
-Male,50,No,No,No,No,0,United States,California,Glendale,91205,"34.13658, -118.245839",34.13658,-118.245839,"41,390",Q3,No,0,19,,No,0.0,No,Yes,DSL,21,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,39.65,733.35,0.0,0,0.0,733.35,1,Churned,1,2933,No
-Male,35,No,No,Yes,No,0,United States,California,Glendale,91205,"34.13658, -118.245839",34.13658,-118.245839,"41,390",Q3,Yes,7,33,Offer C,Yes,48.85,No,Yes,Cable,30,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,74.75,2453.3,0.0,0,1612.05,4065.35,3,Stayed,0,5344,Yes
-Female,25,Yes,No,Yes,No,0,United States,California,Glendale,91205,"34.13658, -118.245839",34.13658,-118.245839,"41,390",Q3,Yes,7,1,Offer E,Yes,40.63,No,Yes,DSL,52,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,45.0,45.0,0.0,10,40.63,95.63,5,Joined,0,5669,Yes
-Female,22,Yes,No,Yes,Yes,1,United States,California,Glendale,91205,"34.13658, -118.245839",34.13658,-118.245839,"41,390",Q3,Yes,10,52,,Yes,2.44,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.1,1078.75,17.05,0,126.88,1188.58,4,Stayed,0,4529,Yes
-Male,33,No,No,Yes,Yes,1,United States,California,Glendale,91205,"34.13658, -118.245839",34.13658,-118.245839,"41,390",Q3,Yes,3,50,,Yes,22.3,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.95,1261.45,0.0,0,1115.0,2376.45,5,Stayed,0,6019,Yes
-Female,59,No,No,Yes,No,0,United States,California,Winnetka,91306,"34.209532, -118.577563",34.209532,-118.577563,"43,857",Q3,Yes,3,14,,Yes,5.63,No,Yes,Fiber Optic,23,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,105.95,1348.9,0.0,0,78.82,1427.72,1,Churned,1,5887,Yes
-Female,38,No,No,Yes,No,0,United States,California,Winnetka,91306,"34.209532, -118.577563",34.209532,-118.577563,"43,857",Q3,Yes,9,69,Offer A,Yes,5.27,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.75,1375.4,0.0,0,363.63,1739.03,4,Stayed,0,5325,Yes
-Male,49,No,No,Yes,No,0,United States,California,Winnetka,91306,"34.209532, -118.577563",34.209532,-118.577563,"43,857",Q3,Yes,3,59,,Yes,16.06,No,Yes,DSL,4,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Credit Card,66.4,3958.2,0.0,0,947.54,4905.74,3,Stayed,0,6432,Yes
-Male,53,No,No,No,No,0,United States,California,Winnetka,91306,"34.209532, -118.577563",34.209532,-118.577563,"43,857",Q3,No,0,25,Offer C,Yes,17.3,No,Yes,Fiber Optic,26,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.3,1952.25,40.54,0,432.5,2344.21,4,Stayed,0,4815,No
-Male,31,No,No,Yes,No,0,United States,California,Winnetka,91306,"34.209532, -118.577563",34.209532,-118.577563,"43,857",Q3,Yes,9,65,,Yes,30.44,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,99.35,6347.55,0.0,0,1978.6,8326.15,4,Stayed,0,6300,Yes
-Male,40,No,No,Yes,No,0,United States,California,San Fernando,91340,"34.286131, -118.435969",34.286131,-118.435969,"33,389",Q3,Yes,1,1,Offer E,No,0.0,No,Yes,DSL,20,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.35,50.35,0.0,0,0.0,50.35,1,Churned,1,4526,Yes
-Male,55,No,No,No,Yes,3,United States,California,San Fernando,91340,"34.286131, -118.435969",34.286131,-118.435969,"33,389",Q3,No,0,13,Offer D,Yes,31.93,No,Yes,Fiber Optic,22,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,78.3,1033.95,0.0,150,415.09,1599.04,3,Stayed,0,5566,No
-Male,35,No,No,Yes,Yes,2,United States,California,San Fernando,91340,"34.286131, -118.435969",34.286131,-118.435969,"33,389",Q3,Yes,4,46,,Yes,14.91,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Mailed Check,20.1,936.85,0.0,0,685.86,1622.71,5,Stayed,0,3392,Yes
-Male,20,Yes,No,No,No,0,United States,California,San Fernando,91340,"34.286131, -118.435969",34.286131,-118.435969,"33,389",Q3,No,0,4,,Yes,41.94,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.75,78.3,0.0,0,167.76,246.06,3,Stayed,0,4987,No
-Male,48,No,No,No,No,0,United States,California,San Fernando,91340,"34.286131, -118.435969",34.286131,-118.435969,"33,389",Q3,No,0,9,,Yes,34.75,Yes,Yes,Fiber Optic,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.25,684.85,0.0,0,312.75,997.6,5,Stayed,0,2062,No
-Female,61,No,No,Yes,No,0,United States,California,North Hills,91343,"34.238802, -118.482296",34.238802,-118.482296,"57,017",Q3,Yes,5,64,,No,0.0,No,Yes,DSL,27,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,47.85,3147.5,0.0,0,0.0,3147.5,1,Churned,1,6347,Yes
-Female,64,No,No,No,No,0,United States,California,North Hills,91343,"34.238802, -118.482296",34.238802,-118.482296,"57,017",Q3,No,0,33,Offer C,Yes,42.29,No,Yes,Fiber Optic,13,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,79.95,2684.85,0.0,0,1395.57,4080.42,3,Stayed,0,3118,No
-Female,22,Yes,No,Yes,No,0,United States,California,North Hills,91343,"34.238802, -118.482296",34.238802,-118.482296,"57,017",Q3,Yes,5,65,,Yes,34.31,No,Yes,DSL,71,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,58.9,3857.1,0.0,0,2230.15,6087.25,4,Stayed,0,5657,Yes
-Male,44,No,No,No,No,0,United States,California,North Hills,91343,"34.238802, -118.482296",34.238802,-118.482296,"57,017",Q3,No,0,1,Offer E,Yes,15.76,No,Yes,DSL,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.9,44.9,0.0,0,15.76,60.66,3,Joined,0,2451,No
-Male,64,No,No,No,Yes,1,United States,California,North Hills,91343,"34.238802, -118.482296",34.238802,-118.482296,"57,017",Q3,No,0,23,,Yes,8.4,No,Yes,Cable,27,No,Yes,No,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,54.15,1312.45,0.0,40,193.2,1545.65,4,Stayed,0,2496,No
-Female,36,No,No,Yes,No,0,United States,California,Rancho Cucamonga,91730,"34.10097, -117.57882",34.10097,-117.57882,"51,970",Q3,Yes,1,25,,Yes,23.24,Yes,Yes,Fiber Optic,25,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.1,2368.4,0.0,0,581.0,2949.4,1,Churned,1,4793,Yes
-Female,27,Yes,No,Yes,No,0,United States,California,Rancho Cucamonga,91730,"34.10097, -117.57882",34.10097,-117.57882,"51,970",Q3,Yes,2,51,Offer B,Yes,21.07,No,Yes,Fiber Optic,46,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,93.5,4619.55,0.0,0,1074.57,5694.12,3,Stayed,0,5561,Yes
-Male,57,No,No,Yes,No,0,United States,California,Rancho Cucamonga,91730,"34.10097, -117.57882",34.10097,-117.57882,"51,970",Q3,Yes,1,72,,Yes,34.97,Yes,Yes,Cable,11,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.6,6441.85,0.0,0,2517.84,8959.69,3,Stayed,0,4528,Yes
-Female,48,No,No,No,Yes,1,United States,California,Rancho Cucamonga,91730,"34.10097, -117.57882",34.10097,-117.57882,"51,970",Q3,No,0,7,Offer E,Yes,28.5,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,71.05,472.65,0.0,10,199.5,682.15,5,Stayed,0,4668,No
-Male,35,No,No,No,No,0,United States,California,Rancho Cucamonga,91730,"34.10097, -117.57882",34.10097,-117.57882,"51,970",Q3,No,0,37,,Yes,38.43,No,Yes,Cable,30,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,65.6,2313.8,0.0,0,1421.91,3735.71,4,Stayed,0,3183,No
-Female,64,No,No,No,No,0,United States,California,Montclair,91763,"34.072121, -117.698319",34.072121,-117.698319,"34,447",Q3,No,0,1,,Yes,21.52,No,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.7,69.7,0.0,0,21.52,91.22,2,Churned,1,4620,No
-Female,30,No,No,Yes,No,0,United States,California,Montclair,91763,"34.072121, -117.698319",34.072121,-117.698319,"34,447",Q3,Yes,1,71,,Yes,8.21,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.25,1732.95,0.0,0,582.91,2315.86,5,Stayed,0,5409,Yes
-Male,33,No,No,Yes,No,0,United States,California,Montclair,91763,"34.072121, -117.698319",34.072121,-117.698319,"34,447",Q3,Yes,10,70,,Yes,30.06,Yes,Yes,Cable,24,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,85.95,5931.75,0.0,0,2104.2,8035.95,5,Stayed,0,6354,Yes
-Female,27,Yes,No,Yes,Yes,3,United States,California,Montclair,91763,"34.072121, -117.698319",34.072121,-117.698319,"34,447",Q3,Yes,9,28,,Yes,15.85,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.55,543.8,0.0,0,443.8,987.6,4,Stayed,0,3948,Yes
-Male,35,No,No,Yes,Yes,1,United States,California,Montclair,91763,"34.072121, -117.698319",34.072121,-117.698319,"34,447",Q3,Yes,5,72,Offer A,Yes,17.49,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,104.45,7459.0,0.0,130,1259.28,8848.28,5,Stayed,0,4750,Yes
-Female,55,No,No,Yes,Yes,3,United States,California,West Covina,91792,"34.024405, -117.898722",34.024405,-117.898722,"31,622",Q3,Yes,1,6,Offer E,Yes,14.51,No,Yes,Cable,20,Yes,Yes,No,No,No,No,No,No,Month-to-Month,No,Credit Card,55.9,365.35,0.0,30,87.06,482.41,1,Churned,1,4914,Yes
-Female,64,No,No,No,No,0,United States,California,West Covina,91792,"34.024405, -117.898722",34.024405,-117.898722,"31,622",Q3,No,0,22,Offer D,Yes,19.72,Yes,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,76.0,1783.6,0.0,0,433.84,2217.44,4,Stayed,0,2031,No
-Female,21,Yes,No,Yes,Yes,3,United States,California,West Covina,91792,"34.024405, -117.898722",34.024405,-117.898722,"31,622",Q3,Yes,1,13,,Yes,42.23,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,19.55,265.3,0.0,0,548.99,814.29,4,Stayed,0,2816,Yes
-Male,21,Yes,No,Yes,Yes,1,United States,California,West Covina,91792,"34.024405, -117.898722",34.024405,-117.898722,"31,622",Q3,Yes,6,31,,Yes,30.67,Yes,Yes,DSL,59,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,59.7,1825.5,0.0,0,950.77,2776.27,5,Stayed,0,2425,Yes
-Male,47,No,No,No,No,0,United States,California,West Covina,91792,"34.024405, -117.898722",34.024405,-117.898722,"31,622",Q3,No,0,55,Offer B,Yes,27.65,No,Yes,Cable,26,No,Yes,No,Yes,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,64.2,3627.3,0.0,0,1520.75,5148.05,3,Stayed,0,5151,No
-Male,40,No,No,No,Yes,3,United States,California,Imperial Beach,91932,"32.579134, -117.119009",32.579134,-117.119009,"26,662",Q3,No,0,9,Offer E,Yes,41.02,No,Yes,DSL,27,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55.35,449.75,0.0,0,369.18,818.93,1,Churned,1,2688,No
-Male,34,No,No,No,No,0,United States,California,Imperial Beach,91932,"32.579134, -117.119009",32.579134,-117.119009,"26,662",Q3,No,0,23,,Yes,46.4,No,Yes,Cable,23,No,No,No,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,64.9,1509.8,0.0,130,1067.2,2707.0,4,Stayed,0,3314,No
-Female,28,Yes,No,Yes,Yes,2,United States,California,Imperial Beach,91932,"32.579134, -117.119009",32.579134,-117.119009,"26,662",Q3,Yes,5,20,,Yes,38.71,Yes,Yes,Fiber Optic,48,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.5,1916.2,0.0,0,774.2,2690.4,3,Stayed,0,3186,Yes
-Male,40,No,No,Yes,Yes,2,United States,California,Imperial Beach,91932,"32.579134, -117.119009",32.579134,-117.119009,"26,662",Q3,Yes,3,38,,Yes,24.16,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.6,717.3,0.0,0,918.08,1635.38,3,Stayed,0,3854,Yes
-Female,47,No,No,Yes,No,0,United States,California,Spring Valley,91977,"32.726627, -116.994608",32.726627,-116.994608,"56,100",Q3,Yes,1,33,,Yes,15.66,No,Yes,Fiber Optic,24,Yes,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,103.75,3361.05,0.0,100,516.78,3977.83,1,Churned,1,3824,Yes
-Female,34,No,No,No,No,0,United States,California,Spring Valley,91977,"32.726627, -116.994608",32.726627,-116.994608,"56,100",Q3,No,0,1,Offer E,Yes,9.44,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.25,19.25,0.0,0,9.44,28.69,3,Joined,0,4745,No
-Male,21,Yes,No,No,No,0,United States,California,Spring Valley,91977,"32.726627, -116.994608",32.726627,-116.994608,"56,100",Q3,No,0,23,,Yes,41.94,No,Yes,Fiber Optic,30,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,99.95,2292.75,0.0,0,964.62,3257.37,3,Stayed,0,3515,No
-Male,22,Yes,No,Yes,No,0,United States,California,Spring Valley,91977,"32.726627, -116.994608",32.726627,-116.994608,"56,100",Q3,Yes,7,69,,No,0.0,No,Yes,DSL,59,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,60.25,4055.5,0.0,120,0.0,4175.5,3,Stayed,0,5717,Yes
-Male,28,Yes,No,Yes,Yes,3,United States,California,Spring Valley,91977,"32.726627, -116.994608",32.726627,-116.994608,"56,100",Q3,Yes,1,37,,Yes,35.67,No,Yes,DSL,76,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,58.75,2203.1,0.0,0,1319.79,3522.89,4,Stayed,0,3483,Yes
-Female,33,No,No,Yes,No,0,United States,California,Encinitas,92024,"33.054579, -117.25665",33.054579,-117.25665,"47,126",Q3,Yes,1,3,,Yes,15.02,Yes,Yes,Fiber Optic,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.15,216.75,0.0,0,45.06,261.81,2,Churned,1,2270,Yes
-Male,40,No,No,No,No,0,United States,California,Encinitas,92024,"33.054579, -117.25665",33.054579,-117.25665,"47,126",Q3,No,0,1,Offer E,Yes,27.46,No,Yes,DSL,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.8,44.8,0.0,0,27.46,72.26,4,Joined,0,2269,No
-Male,25,Yes,No,No,Yes,3,United States,California,Encinitas,92024,"33.054579, -117.25665",33.054579,-117.25665,"47,126",Q3,No,0,23,Offer D,Yes,1.58,No,Yes,DSL,47,No,Yes,No,Yes,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55.3,1284.2,0.0,0,36.34,1320.54,4,Stayed,0,4028,No
-Female,36,No,No,Yes,Yes,2,United States,California,Encinitas,92024,"33.054579, -117.25665",33.054579,-117.25665,"47,126",Q3,Yes,5,56,Offer B,Yes,13.94,Yes,Yes,Fiber Optic,11,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,109.6,5953.0,0.0,0,780.64,6733.64,3,Stayed,0,5012,Yes
-Male,34,No,No,Yes,No,0,United States,California,Poway,92064,"32.984395, -117.013454",32.984395,-117.013454,"47,969",Q3,Yes,1,70,Offer A,Yes,29.59,Yes,Yes,Fiber Optic,3,No,Yes,No,No,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,98.3,6859.5,0.0,20,2071.3,8950.8,2,Churned,1,4794,Yes
-Female,63,No,No,No,No,0,United States,California,Poway,92064,"32.984395, -117.013454",32.984395,-117.013454,"47,969",Q3,No,0,68,,Yes,21.82,Yes,Yes,DSL,2,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,88.15,6148.45,36.29,0,1483.76,7595.92,3,Stayed,0,5531,No
-Female,59,No,No,Yes,No,0,United States,California,Poway,92064,"32.984395, -117.013454",32.984395,-117.013454,"47,969",Q3,Yes,7,35,Offer C,No,0.0,No,Yes,DSL,24,Yes,No,No,Yes,Yes,No,No,No,Two Year,Yes,Credit Card,46.35,1662.05,0.0,140,0.0,1802.05,4,Stayed,0,4577,Yes
-Female,58,No,No,No,No,0,United States,California,Poway,92064,"32.984395, -117.013454",32.984395,-117.013454,"47,969",Q3,No,0,49,Offer B,Yes,7.51,No,Yes,DSL,13,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,74.45,3721.9,0.0,0,367.99,4089.89,5,Stayed,0,4517,No
-Male,29,Yes,No,No,No,0,United States,California,Poway,92064,"32.984395, -117.013454",32.984395,-117.013454,"47,969",Q3,No,0,33,,Yes,25.71,Yes,Yes,Fiber Optic,48,Yes,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,80.1,2603.3,0.0,0,848.43,3451.73,4,Stayed,0,3957,No
-Female,20,Yes,No,No,No,0,United States,California,Solana Beach,92075,"33.001813, -117.263628",33.001813,-117.263628,"12,173",Q3,No,0,48,,Yes,5.19,Yes,Yes,Fiber Optic,47,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,107.4,5121.3,0.0,0,249.12,5370.42,2,Churned,1,4956,No
-Female,39,No,No,No,No,0,United States,California,Solana Beach,92075,"33.001813, -117.263628",33.001813,-117.263628,"12,173",Q3,No,0,41,,Yes,6.61,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.25,865.0,46.78,0,271.01,1089.23,4,Stayed,0,3972,No
-Male,21,Yes,No,Yes,No,0,United States,California,Solana Beach,92075,"33.001813, -117.263628",33.001813,-117.263628,"12,173",Q3,Yes,5,67,Offer A,Yes,2.12,No,Yes,Cable,58,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,67.85,4627.65,0.0,0,142.04,4769.69,3,Stayed,0,4792,Yes
-Female,21,Yes,No,Yes,Yes,3,United States,California,Solana Beach,92075,"33.001813, -117.263628",33.001813,-117.263628,"12,173",Q3,Yes,4,51,Offer B,Yes,19.9,Yes,Yes,Fiber Optic,59,No,No,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,90.15,4554.85,0.0,0,1014.9,5569.75,3,Stayed,0,5692,Yes
-Female,55,No,No,Yes,No,0,United States,California,San Diego,92103,"32.747484, -117.166877",32.747484,-117.166877,"30,202",Q3,Yes,1,24,,Yes,17.73,Yes,Yes,Fiber Optic,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.4,1747.85,0.0,0,425.52,2173.37,3,Churned,1,2325,Yes
-Female,40,No,No,Yes,Yes,1,United States,California,San Diego,92103,"32.747484, -117.166877",32.747484,-117.166877,"30,202",Q3,Yes,5,37,,Yes,44.68,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,24.1,861.85,0.0,0,1653.16,2515.01,4,Stayed,0,3753,Yes
-Female,64,No,No,Yes,No,0,United States,California,San Diego,92103,"32.747484, -117.166877",32.747484,-117.166877,"30,202",Q3,Yes,1,61,,Yes,10.94,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.25,1278.8,5.15,0,667.34,1940.99,3,Stayed,0,5974,Yes
-Female,49,No,No,Yes,No,0,United States,California,Beaumont,92223,"33.946982, -116.977672",33.946982,-116.977672,"17,721",Q3,Yes,1,41,,Yes,32.02,No,Yes,DSL,28,No,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,66.5,2728.6,0.0,0,1312.82,4041.42,3,Churned,1,2517,Yes
-Male,50,No,No,No,No,0,United States,California,Beaumont,92223,"33.946982, -116.977672",33.946982,-116.977672,"17,721",Q3,No,0,44,,Yes,44.92,Yes,Yes,Fiber Optic,16,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,90.4,4063.0,0.0,0,1976.48,6039.48,4,Stayed,0,4751,No
-Male,30,No,No,Yes,No,0,United States,California,Beaumont,92223,"33.946982, -116.977672",33.946982,-116.977672,"17,721",Q3,Yes,2,71,Offer A,Yes,28.58,Yes,Yes,Cable,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,90.55,6404.0,0.0,0,2029.18,8433.18,4,Stayed,0,5007,Yes
-Female,23,Yes,No,Yes,Yes,3,United States,California,Beaumont,92223,"33.946982, -116.977672",33.946982,-116.977672,"17,721",Q3,Yes,3,3,,Yes,24.28,Yes,Yes,DSL,73,No,Yes,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.15,235.0,0.0,0,72.84,307.84,3,Joined,0,2301,Yes
-Male,20,Yes,No,No,Yes,3,United States,California,Beaumont,92223,"33.946982, -116.977672",33.946982,-116.977672,"17,721",Q3,No,0,71,Offer A,Yes,4.76,No,Yes,DSL,52,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,76.9,5522.7,0.0,0,337.96,5860.66,3,Stayed,0,4633,No
-Male,63,No,No,No,No,0,United States,California,Calipatria,92233,"33.143826, -115.497485",33.143826,-115.497485,"7,857",Q3,No,0,3,,Yes,46.57,No,Yes,Cable,16,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.9,130.1,0.0,0,139.71,269.81,3,Churned,1,5585,No
-Female,47,No,No,No,No,0,United States,California,Calipatria,92233,"33.143826, -115.497485",33.143826,-115.497485,"7,857",Q3,No,0,19,,Yes,32.03,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.9,367.55,0.0,0,608.57,976.12,5,Stayed,0,3245,No
-Female,30,No,No,No,No,0,United States,California,Calipatria,92233,"33.143826, -115.497485",33.143826,-115.497485,"7,857",Q3,No,0,69,Offer A,Yes,23.92,Yes,Yes,Fiber Optic,42,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.5,7455.45,0.0,0,1650.48,9105.93,4,Stayed,0,4803,No
-Female,25,Yes,No,Yes,Yes,3,United States,California,Calipatria,92233,"33.143826, -115.497485",33.143826,-115.497485,"7,857",Q3,Yes,6,32,,Yes,48.49,Yes,Yes,Fiber Optic,82,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,89.6,2901.8,0.0,0,1551.68,4453.48,4,Stayed,0,4444,Yes
-Male,24,Yes,No,Yes,Yes,3,United States,California,Calipatria,92233,"33.143826, -115.497485",33.143826,-115.497485,"7,857",Q3,Yes,7,69,Offer A,Yes,37.97,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,114.35,7665.8,0.0,10,2619.93,10295.73,4,Stayed,0,6082,Yes
-Female,28,Yes,No,No,No,0,United States,California,Imperial,92251,"32.858595, -115.662709",32.858595,-115.662709,"14,546",Q3,No,0,4,,Yes,18.03,No,Yes,Cable,59,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,60.4,272.15,0.0,0,72.12,344.27,1,Churned,1,5730,No
-Female,49,No,No,Yes,No,0,United States,California,Imperial,92251,"32.858595, -115.662709",32.858595,-115.662709,"14,546",Q3,Yes,9,68,,Yes,44.79,No,Yes,Cable,14,Yes,No,No,Yes,No,No,No,No,One Year,No,Bank Withdrawal,55.9,3848.8,0.0,20,3045.72,6914.52,3,Stayed,0,5160,Yes
-Male,30,No,No,No,No,0,United States,California,Imperial,92251,"32.858595, -115.662709",32.858595,-115.662709,"14,546",Q3,No,0,45,,Yes,5.97,Yes,Yes,Fiber Optic,73,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,108.45,4964.7,0.0,0,268.65,5233.35,3,Stayed,0,5093,No
-Male,49,No,No,Yes,Yes,2,United States,California,Imperial,92251,"32.858595, -115.662709",32.858595,-115.662709,"14,546",Q3,Yes,10,69,Offer A,Yes,28.19,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.9,1356.7,0.0,0,1945.11,3301.81,3,Stayed,0,6058,Yes
-Male,64,No,No,Yes,Yes,2,United States,California,Ocotillo,92259,"32.698964, -115.886656",32.698964,-115.886656,471,Q3,Yes,1,1,,Yes,37.68,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.65,70.65,0.0,0,37.68,108.33,1,Churned,1,3463,Yes
-Female,51,No,No,No,No,0,United States,California,Ocotillo,92259,"32.698964, -115.886656",32.698964,-115.886656,471,Q3,No,0,66,Offer A,Yes,20.77,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.15,1683.6,0.0,0,1370.82,3054.42,5,Stayed,0,6141,No
-Male,32,No,No,Yes,Yes,1,United States,California,Ocotillo,92259,"32.698964, -115.886656",32.698964,-115.886656,471,Q3,Yes,4,69,Offer A,Yes,49.4,No,Yes,DSL,12,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,59.75,4069.9,0.0,0,3408.6,7478.5,3,Stayed,0,4665,Yes
-Female,58,No,No,Yes,Yes,2,United States,California,Ocotillo,92259,"32.698964, -115.886656",32.698964,-115.886656,471,Q3,Yes,9,66,Offer A,Yes,8.39,No,Yes,DSL,16,Yes,No,No,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,59.75,3996.8,0.0,0,553.74,4550.54,3,Stayed,0,5979,Yes
-Male,44,No,No,No,No,0,United States,California,Palm Springs,92264,"33.745746, -116.514215",33.745746,-116.514215,"18,884",Q3,No,0,12,Offer D,Yes,9.6,No,Yes,Cable,23,No,No,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,59.8,727.8,0.0,0,115.2,843.0,3,Churned,1,4581,No
-Male,21,Yes,No,No,No,0,United States,California,Palm Springs,92264,"33.745746, -116.514215",33.745746,-116.514215,"18,884",Q3,No,0,51,Offer B,Yes,1.51,Yes,Yes,Fiber Optic,52,No,Yes,Yes,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,87.35,4473.0,0.0,0,77.01,4550.01,5,Stayed,0,4899,No
-Female,26,Yes,No,No,No,0,United States,California,Palm Springs,92264,"33.745746, -116.514215",33.745746,-116.514215,"18,884",Q3,No,0,34,,Yes,23.54,Yes,Yes,Fiber Optic,76,No,No,No,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,85.35,2896.6,0.0,0,800.36,3696.96,5,Stayed,0,3818,No
-Male,34,No,No,No,No,0,United States,California,Palm Springs,92264,"33.745746, -116.514215",33.745746,-116.514215,"18,884",Q3,No,0,29,Offer C,Yes,10.06,No,Yes,DSL,25,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,48.95,1323.7,0.0,0,291.74,1615.44,3,Stayed,0,4825,No
-Female,19,Yes,No,No,No,0,United States,California,Palm Springs,92264,"33.745746, -116.514215",33.745746,-116.514215,"18,884",Q3,No,0,34,,Yes,36.75,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.35,673.2,0.0,0,1249.5,1922.7,5,Stayed,0,2864,No
-Female,42,No,No,No,No,0,United States,California,Los Angeles,90008,"34.008293, -118.346766",34.008293,-118.346766,"30,852",Q3,No,0,10,Offer D,No,0.0,No,Yes,DSL,8,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,29.75,301.9,0.0,0,0.0,301.9,3,Stayed,0,2013,No
-Male,35,No,No,Yes,No,0,United States,California,Los Angeles,90008,"34.008293, -118.346766",34.008293,-118.346766,"30,852",Q3,Yes,1,68,,Yes,11.12,Yes,Yes,Cable,10,No,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,70.8,4859.95,0.0,0,756.16,5616.11,4,Stayed,0,5540,Yes
-Female,62,No,No,No,No,0,United States,California,Los Angeles,90008,"34.008293, -118.346766",34.008293,-118.346766,"30,852",Q3,No,0,48,,No,0.0,No,Yes,Cable,23,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.8,2104.55,0.0,0,0.0,2104.55,3,Stayed,0,2469,No
-Male,55,No,No,Yes,No,0,United States,California,Los Angeles,90008,"34.008293, -118.346766",34.008293,-118.346766,"30,852",Q3,Yes,10,47,Offer B,Yes,14.14,No,Yes,DSL,28,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,73.6,3522.65,0.0,0,664.58,4187.23,4,Stayed,0,4795,Yes
-Male,34,No,No,No,Yes,2,United States,California,Los Angeles,90008,"34.008293, -118.346766",34.008293,-118.346766,"30,852",Q3,No,0,9,Offer E,Yes,27.64,No,Yes,Cable,29,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.1,484.05,0.0,0,248.76,732.81,4,Stayed,0,4738,No
-Female,30,No,No,No,No,0,United States,California,Los Angeles,90021,"34.029043, -118.239504",34.029043,-118.239504,"3,012",Q3,No,0,21,Offer D,Yes,6.49,No,Yes,Fiber Optic,73,No,Yes,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,90.05,1862.9,0.0,30,136.29,2029.19,3,Stayed,0,5982,No
-Male,40,No,No,Yes,Yes,2,United States,California,Los Angeles,90021,"34.029043, -118.239504",34.029043,-118.239504,"3,012",Q3,Yes,7,66,,Yes,39.45,No,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.15,7031.3,0.0,0,2603.7,9635.0,4,Stayed,0,4663,Yes
-Female,27,Yes,No,No,Yes,3,United States,California,Los Angeles,90021,"34.029043, -118.239504",34.029043,-118.239504,"3,012",Q3,No,0,28,,Yes,26.09,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.25,535.35,0.0,0,730.52,1265.87,5,Stayed,0,4476,No
-Male,38,No,No,Yes,No,0,United States,California,Los Angeles,90021,"34.029043, -118.239504",34.029043,-118.239504,"3,012",Q3,Yes,8,72,,Yes,16.5,Yes,Yes,Fiber Optic,22,No,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,103.75,7346.2,0.0,130,1188.0,8664.2,4,Stayed,0,4655,Yes
-Female,29,Yes,No,Yes,No,0,United States,California,Los Angeles,90021,"34.029043, -118.239504",34.029043,-118.239504,"3,012",Q3,Yes,6,59,,Yes,31.43,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.35,1267.0,0.0,0,1854.37,3121.37,5,Stayed,0,5757,Yes
-Female,46,No,No,Yes,No,0,United States,California,Los Angeles,90035,"34.051809, -118.383843",34.051809,-118.383843,"27,799",Q3,Yes,5,27,,Yes,40.21,No,Yes,DSL,13,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,66.15,1874.45,0.0,0,1085.67,2960.12,3,Stayed,0,3213,Yes
-Female,52,No,No,No,Yes,1,United States,California,Los Angeles,90035,"34.051809, -118.383843",34.051809,-118.383843,"27,799",Q3,No,0,35,,Yes,38.82,Yes,Yes,DSL,19,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,50.15,1655.35,0.0,130,1358.7,3144.05,3,Stayed,0,5879,No
-Female,62,No,No,Yes,Yes,1,United States,California,Los Angeles,90035,"34.051809, -118.383843",34.051809,-118.383843,"27,799",Q3,Yes,3,55,,Yes,3.18,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.3,1079.05,0.0,0,174.9,1253.95,5,Stayed,0,5153,Yes
-Female,42,No,No,Yes,No,0,United States,California,Los Angeles,90035,"34.051809, -118.383843",34.051809,-118.383843,"27,799",Q3,Yes,10,26,Offer C,Yes,1.75,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.2,459.6,0.0,0,45.5,505.1,3,Stayed,0,3656,Yes
-Male,42,No,No,Yes,Yes,1,United States,California,Los Angeles,90035,"34.051809, -118.383843",34.051809,-118.383843,"27,799",Q3,Yes,2,28,Offer C,No,0.0,No,Yes,DSL,19,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,No,Credit Card,50.8,1386.8,0.0,0,0.0,1386.8,4,Stayed,0,3240,Yes
-Female,36,No,No,No,No,0,United States,California,Los Angeles,90046,"34.108455, -118.362081",34.108455,-118.362081,"49,839",Q3,No,0,63,Offer B,Yes,12.82,Yes,Yes,DSL,17,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,79.85,4861.45,0.0,0,807.66,5669.11,3,Stayed,0,4595,No
-Male,49,No,No,Yes,No,0,United States,California,Los Angeles,90046,"34.108455, -118.362081",34.108455,-118.362081,"49,839",Q3,Yes,3,54,,Yes,48.45,Yes,Yes,DSL,28,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,70.7,3770.0,0.0,0,2616.3,6386.3,3,Stayed,0,5276,Yes
-Male,32,No,No,Yes,Yes,1,United States,California,Los Angeles,90046,"34.108455, -118.362081",34.108455,-118.362081,"49,839",Q3,Yes,1,23,Offer D,Yes,18.91,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.9,454.0,0.0,0,434.93,888.93,3,Stayed,0,4076,Yes
-Female,44,No,No,Yes,Yes,2,United States,California,Los Angeles,90046,"34.108455, -118.362081",34.108455,-118.362081,"49,839",Q3,Yes,10,16,Offer D,Yes,7.14,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.7,301.55,0.0,0,114.24,415.79,3,Stayed,0,5293,Yes
-Female,48,No,No,No,No,0,United States,California,Los Angeles,90046,"34.108455, -118.362081",34.108455,-118.362081,"49,839",Q3,No,0,29,Offer C,Yes,13.74,Yes,Yes,DSL,2,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,67.45,1801.1,0.0,0,398.46,2199.56,3,Stayed,0,3152,No
-Male,36,No,No,Yes,No,0,United States,California,Bell,90201,"33.970343, -118.171368",33.970343,-118.171368,"105,285",Q3,Yes,7,72,Offer A,No,0.0,No,Yes,Cable,17,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,42.1,2962.0,0.0,0,0.0,2962.0,4,Stayed,0,6091,Yes
-Male,40,No,No,No,No,0,United States,California,Bell,90201,"33.970343, -118.171368",33.970343,-118.171368,"105,285",Q3,No,0,68,Offer A,Yes,20.29,Yes,Yes,DSL,29,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,76.75,5233.25,0.0,0,1379.72,6612.97,4,Stayed,0,5395,No
-Male,27,Yes,No,Yes,No,0,United States,California,Bell,90201,"33.970343, -118.171368",33.970343,-118.171368,"105,285",Q3,Yes,2,31,,Yes,36.69,No,Yes,Fiber Optic,52,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,93.8,2939.8,0.0,0,1137.39,4077.19,4,Stayed,0,2510,Yes
-Female,53,No,No,Yes,Yes,1,United States,California,Bell,90201,"33.970343, -118.171368",33.970343,-118.171368,"105,285",Q3,Yes,9,72,,Yes,48.04,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.7,1379.8,0.0,0,3458.88,4838.68,3,Stayed,0,5451,Yes
-Female,25,Yes,No,Yes,Yes,3,United States,California,Bell,90201,"33.970343, -118.171368",33.970343,-118.171368,"105,285",Q3,Yes,6,10,Offer E,Yes,5.59,Yes,Yes,DSL,59,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,73.35,733.5,0.0,0,55.9,789.4,4,Stayed,0,2342,Yes
-Male,32,No,No,Yes,No,0,United States,California,Compton,90220,"33.88151, -118.234451",33.88151,-118.234451,"47,305",Q3,Yes,8,47,Offer B,Yes,39.52,Yes,Yes,Fiber Optic,30,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,78.9,3650.35,0.0,0,1857.44,5507.79,5,Stayed,0,3817,Yes
-Female,38,No,No,No,No,0,United States,California,Compton,90220,"33.88151, -118.234451",33.88151,-118.234451,"47,305",Q3,No,0,17,,Yes,25.62,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.9,323.15,0.0,0,435.54,758.69,4,Stayed,0,2093,No
-Female,40,No,No,Yes,Yes,3,United States,California,Compton,90220,"33.88151, -118.234451",33.88151,-118.234451,"47,305",Q3,Yes,5,53,,No,0.0,No,Yes,Cable,25,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,48.7,2495.2,0.0,0,0.0,2495.2,4,Stayed,0,4116,Yes
-Male,36,No,No,Yes,Yes,3,United States,California,Compton,90220,"33.88151, -118.234451",33.88151,-118.234451,"47,305",Q3,Yes,4,71,,Yes,28.47,No,Yes,Fiber Optic,57,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,109.3,7782.85,0.0,70,2021.37,9874.22,3,Stayed,0,5737,Yes
-Male,54,No,No,No,No,0,United States,California,Compton,90220,"33.88151, -118.234451",33.88151,-118.234451,"47,305",Q3,No,0,7,Offer E,Yes,1.41,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,23.5,173.0,0.0,0,9.87,182.87,4,Stayed,0,5508,No
-Female,62,No,No,Yes,Yes,1,United States,California,Gardena,90249,"33.90139, -118.315697",33.90139,-118.315697,"26,442",Q3,Yes,1,8,Offer E,Yes,38.78,No,Yes,DSL,18,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,54.65,482.25,0.0,0,310.24,792.49,3,Stayed,0,5614,Yes
-Male,30,No,No,Yes,No,0,United States,California,Gardena,90249,"33.90139, -118.315697",33.90139,-118.315697,"26,442",Q3,Yes,5,64,Offer B,Yes,13.8,Yes,Yes,Fiber Optic,48,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,89.45,5692.65,0.0,0,883.2,6575.85,3,Stayed,0,5519,Yes
-Female,57,No,No,No,No,0,United States,California,Gardena,90249,"33.90139, -118.315697",33.90139,-118.315697,"26,442",Q3,No,0,41,,Yes,38.21,No,Yes,DSL,5,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,79.85,3320.75,0.0,0,1566.61,4887.36,4,Stayed,0,5556,No
-Female,43,No,No,No,No,0,United States,California,Gardena,90249,"33.90139, -118.315697",33.90139,-118.315697,"26,442",Q3,No,0,1,,Yes,23.97,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.4,19.4,0.0,0,23.97,43.37,4,Joined,0,2742,No
-Female,42,No,No,Yes,No,0,United States,California,Gardena,90249,"33.90139, -118.315697",33.90139,-118.315697,"26,442",Q3,Yes,6,45,Offer B,Yes,6.49,No,Yes,DSL,22,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.25,2221.55,0.0,0,292.05,2513.6,4,Stayed,0,2036,Yes
-Male,30,No,No,No,No,0,United States,California,Manhattan Beach,90266,"33.889632, -118.39737",33.889632,-118.39737,"33,758",Q3,No,0,9,Offer E,Yes,4.81,Yes,Yes,Fiber Optic,69,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.3,918.75,0.0,0,43.29,962.04,3,Stayed,0,3540,No
-Female,61,No,No,Yes,No,0,United States,California,Manhattan Beach,90266,"33.889632, -118.39737",33.889632,-118.39737,"33,758",Q3,Yes,4,7,,Yes,31.43,No,Yes,DSL,24,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,44.25,313.45,0.0,0,220.01,533.46,5,Stayed,0,5014,Yes
-Male,31,No,No,No,No,0,United States,California,Manhattan Beach,90266,"33.889632, -118.39737",33.889632,-118.39737,"33,758",Q3,No,0,1,,Yes,36.12,No,Yes,Fiber Optic,14,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.6,70.6,0.0,0,36.12,106.72,3,Joined,0,3530,No
-Male,27,Yes,No,Yes,No,0,United States,California,Manhattan Beach,90266,"33.889632, -118.39737",33.889632,-118.39737,"33,758",Q3,Yes,8,20,Offer D,Yes,46.47,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.65,417.5,0.0,0,929.4,1346.9,3,Stayed,0,4147,Yes
-Female,20,Yes,No,No,No,0,United States,California,Manhattan Beach,90266,"33.889632, -118.39737",33.889632,-118.39737,"33,758",Q3,No,0,25,Offer C,No,0.0,No,Yes,Cable,59,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,48.25,1293.8,0.0,0,0.0,1293.8,5,Stayed,0,4284,No
-Female,51,No,No,Yes,No,0,United States,California,Maywood,90270,"33.988572, -118.186565",33.988572,-118.186565,"28,094",Q3,Yes,1,35,Offer C,Yes,24.53,No,Yes,DSL,30,Yes,No,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,62.15,2215.45,0.0,0,858.55,3074.0,4,Stayed,0,5255,Yes
-Female,43,No,No,Yes,No,0,United States,California,Maywood,90270,"33.988572, -118.186565",33.988572,-118.186565,"28,094",Q3,Yes,6,66,Offer A,Yes,11.72,Yes,Yes,Fiber Optic,20,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,90.55,6130.95,0.0,0,773.52,6904.47,5,Stayed,0,4958,Yes
-Male,29,Yes,No,Yes,No,0,United States,California,Maywood,90270,"33.988572, -118.186565",33.988572,-118.186565,"28,094",Q3,No,0,56,,Yes,48.87,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.95,1126.75,0.0,0,2736.72,3863.47,5,Stayed,0,4838,Yes
-Male,33,No,No,Yes,Yes,1,United States,California,Maywood,90270,"33.988572, -118.186565",33.988572,-118.186565,"28,094",Q3,Yes,1,19,Offer D,Yes,13.13,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.8,344.5,0.0,0,249.47,593.97,5,Stayed,0,4464,Yes
-Male,32,No,No,Yes,Yes,1,United States,California,Maywood,90270,"33.988572, -118.186565",33.988572,-118.186565,"28,094",Q3,No,0,8,Offer E,Yes,37.28,Yes,Yes,DSL,14,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,76.15,645.8,0.0,0,298.24,944.04,4,Stayed,0,4457,Yes
-Female,56,No,No,Yes,No,0,United States,California,Palos Verdes Peninsula,90274,"33.788208, -118.404955",33.788208,-118.404955,"24,979",Q3,Yes,1,46,,Yes,30.47,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.95,927.1,0.0,0,1401.62,2328.72,5,Stayed,0,5480,Yes
-Male,61,No,No,Yes,Yes,1,United States,California,Palos Verdes Peninsula,90274,"33.788208, -118.404955",33.788208,-118.404955,"24,979",Q3,Yes,2,40,Offer B,Yes,1.89,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.4,745.3,0.0,0,75.6,820.9,3,Stayed,0,5918,Yes
-Female,44,No,No,Yes,Yes,3,United States,California,Palos Verdes Peninsula,90274,"33.788208, -118.404955",33.788208,-118.404955,"24,979",Q3,Yes,7,58,,Yes,22.65,No,Yes,Cable,25,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,44.1,2413.05,0.0,150,1313.7,3876.75,4,Stayed,0,5040,Yes
-Male,53,No,No,Yes,No,0,United States,California,Palos Verdes Peninsula,90274,"33.788208, -118.404955",33.788208,-118.404955,"24,979",Q3,Yes,1,22,Offer D,Yes,49.66,No,Yes,Fiber Optic,3,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.6,2180.55,0.0,0,1092.52,3273.07,3,Stayed,0,2429,Yes
-Male,40,No,No,No,No,0,United States,California,Palos Verdes Peninsula,90274,"33.788208, -118.404955",33.788208,-118.404955,"24,979",Q3,No,0,5,,Yes,39.13,Yes,Yes,Fiber Optic,20,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,96.55,500.1,0.0,0,195.65,695.75,3,Stayed,0,3787,No
-Male,47,No,No,Yes,No,0,United States,California,Rancho Palos Verdes,90275,"33.753146, -118.367459",33.753146,-118.367459,"41,263",Q3,Yes,4,29,Offer C,No,0.0,No,Yes,DSL,22,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,33.75,1009.25,0.0,0,0.0,1009.25,3,Stayed,0,3664,Yes
-Male,24,Yes,No,No,No,0,United States,California,Rancho Palos Verdes,90275,"33.753146, -118.367459",33.753146,-118.367459,"41,263",Q3,No,0,16,,Yes,25.71,Yes,Yes,DSL,48,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,71.4,1212.1,0.0,0,411.36,1623.46,5,Stayed,0,3360,No
-Male,54,No,No,Yes,No,0,United States,California,Rancho Palos Verdes,90275,"33.753146, -118.367459",33.753146,-118.367459,"41,263",Q3,Yes,8,62,,Yes,34.62,Yes,Yes,Fiber Optic,28,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,107.6,6912.7,0.0,0,2146.44,9059.14,4,Stayed,0,4697,Yes
-Female,63,No,No,No,No,0,United States,California,Rancho Palos Verdes,90275,"33.753146, -118.367459",33.753146,-118.367459,"41,263",Q3,No,0,35,Offer C,Yes,13.14,Yes,Yes,Fiber Optic,6,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,80.05,2835.9,0.0,0,459.9,3295.8,5,Stayed,0,3999,No
-Female,59,No,No,No,No,0,United States,California,Rancho Palos Verdes,90275,"33.753146, -118.367459",33.753146,-118.367459,"41,263",Q3,No,0,30,Offer C,Yes,6.74,Yes,Yes,DSL,18,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,79.3,2427.1,0.0,0,202.2,2629.3,3,Stayed,0,2655,No
-Male,50,No,No,Yes,No,0,United States,California,Playa Del Rey,90293,"33.947305, -118.439841",33.947305,-118.439841,"11,264",Q3,Yes,1,71,Offer A,Yes,4.85,Yes,Yes,DSL,26,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,66.85,4748.7,0.0,0,344.35,5093.05,4,Stayed,0,4117,Yes
-Female,58,No,No,Yes,No,0,United States,California,Playa Del Rey,90293,"33.947305, -118.439841",33.947305,-118.439841,"11,264",Q3,Yes,1,54,Offer B,Yes,32.72,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.05,1102.4,0.0,0,1766.88,2869.28,5,Stayed,0,4212,Yes
-Male,19,Yes,No,No,No,0,United States,California,Playa Del Rey,90293,"33.947305, -118.439841",33.947305,-118.439841,"11,264",Q3,No,0,18,Offer D,Yes,2.26,Yes,Yes,Fiber Optic,73,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,84.3,1537.9,0.0,0,40.68,1578.58,3,Stayed,0,4612,No
-Male,58,No,No,No,Yes,2,United States,California,Playa Del Rey,90293,"33.947305, -118.439841",33.947305,-118.439841,"11,264",Q3,No,0,18,Offer D,Yes,34.07,No,Yes,DSL,28,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,45.65,747.2,0.0,40,613.26,1400.46,5,Stayed,0,4403,No
-Female,63,No,No,Yes,Yes,1,United States,California,Playa Del Rey,90293,"33.947305, -118.439841",33.947305,-118.439841,"11,264",Q3,Yes,1,59,Offer B,Yes,35.23,Yes,Yes,Fiber Optic,19,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.15,6256.2,0.0,0,2078.57,8334.77,5,Stayed,0,5096,Yes
-Male,34,No,No,No,No,0,United States,California,Santa Monica,90401,"34.015481, -118.493231",34.015481,-118.493231,"5,221",Q3,No,0,38,Offer C,Yes,3.95,Yes,Yes,Fiber Optic,21,No,No,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,95.0,3605.6,0.0,0,150.1,3755.7,5,Stayed,0,4741,No
-Male,56,No,No,No,No,0,United States,California,Santa Monica,90401,"34.015481, -118.493231",34.015481,-118.493231,"5,221",Q3,No,0,62,Offer B,Yes,38.33,No,Yes,Cable,30,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,74.3,4698.05,0.0,0,2376.46,7074.51,4,Stayed,0,5974,No
-Female,23,Yes,No,No,No,0,United States,California,Santa Monica,90401,"34.015481, -118.493231",34.015481,-118.493231,"5,221",Q3,No,0,31,,Yes,31.79,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,20.95,683.25,0.0,0,985.49,1668.74,4,Stayed,0,5772,No
-Female,37,No,No,No,No,0,United States,California,Santa Monica,90401,"34.015481, -118.493231",34.015481,-118.493231,"5,221",Q3,No,0,30,Offer C,Yes,10.74,No,Yes,DSL,13,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,48.8,1536.75,0.0,0,322.2,1858.95,3,Stayed,0,4864,No
-Female,19,Yes,No,Yes,Yes,1,United States,California,Santa Monica,90401,"34.015481, -118.493231",34.015481,-118.493231,"5,221",Q3,Yes,6,48,Offer B,Yes,44.66,No,Yes,DSL,27,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,69.7,3023.65,0.0,0,2143.68,5167.33,3,Stayed,0,3442,Yes
-Female,36,No,No,No,No,0,United States,California,Whittier,90601,"34.007353, -118.033683",34.007353,-118.033683,"32,050",Q3,No,0,43,,Yes,26.55,No,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.65,3954.1,0.0,0,1141.65,5095.75,5,Stayed,0,3826,No
-Male,35,No,No,Yes,No,0,United States,California,Whittier,90601,"34.007353, -118.033683",34.007353,-118.033683,"32,050",Q3,Yes,3,63,Offer B,Yes,12.15,Yes,Yes,DSL,21,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,75.7,4676.7,0.0,0,765.45,5442.15,3,Stayed,0,5113,Yes
-Male,41,No,No,No,Yes,1,United States,California,Whittier,90601,"34.007353, -118.033683",34.007353,-118.033683,"32,050",Q3,No,0,12,Offer D,Yes,27.07,No,Yes,Cable,29,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,69.85,837.5,0.0,0,324.84,1162.34,3,Stayed,0,5796,No
-Female,44,No,No,Yes,No,0,United States,California,Whittier,90601,"34.007353, -118.033683",34.007353,-118.033683,"32,050",Q3,No,0,71,Offer A,Yes,14.91,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.9,1493.2,0.0,0,1058.61,2551.81,4,Stayed,0,4030,Yes
-Male,63,No,No,Yes,Yes,3,United States,California,Whittier,90601,"34.007353, -118.033683",34.007353,-118.033683,"32,050",Q3,Yes,4,70,,Yes,38.83,Yes,Yes,DSL,24,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.1,5979.7,0.0,0,2718.1,8697.8,4,Stayed,0,5568,Yes
-Male,38,No,No,Yes,Yes,2,United States,California,Whittier,90604,"33.929704, -118.01208",33.929704,-118.01208,"37,887",Q3,Yes,1,3,Offer E,Yes,33.3,No,Yes,Fiber Optic,12,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,89.85,248.4,0.0,0,99.9,348.3,3,Joined,0,4648,Yes
-Female,57,No,No,Yes,No,0,United States,California,Whittier,90604,"33.929704, -118.01208",33.929704,-118.01208,"37,887",Q3,Yes,7,71,Offer A,Yes,9.44,Yes,Yes,Fiber Optic,9,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,115.15,8078.1,0.0,0,670.24,8748.34,3,Stayed,0,4144,Yes
-Male,56,No,No,Yes,Yes,3,United States,California,Whittier,90604,"33.929704, -118.01208",33.929704,-118.01208,"37,887",Q3,Yes,2,69,Offer A,Yes,20.32,No,Yes,Fiber Optic,56,No,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Mailed Check,92.15,6480.9,0.0,0,1402.08,7882.98,3,Stayed,0,5817,Yes
-Male,32,No,No,Yes,No,0,United States,California,Whittier,90604,"33.929704, -118.01208",33.929704,-118.01208,"37,887",Q3,Yes,1,1,Offer E,Yes,38.89,No,Yes,Fiber Optic,9,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,75.35,75.35,0.0,0,38.89,114.24,5,Joined,0,3514,Yes
-Male,61,No,No,No,No,0,United States,California,Whittier,90604,"33.929704, -118.01208",33.929704,-118.01208,"37,887",Q3,No,0,46,Offer B,Yes,30.25,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.05,902.0,0.0,0,1391.5,2293.5,5,Stayed,0,2942,No
-Female,31,No,No,No,No,0,United States,California,Cypress,90630,"33.818477, -118.038307",33.818477,-118.038307,"47,344",Q3,No,0,6,Offer E,Yes,7.72,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.7,112.75,0.0,0,46.32,159.07,5,Stayed,0,5346,No
-Female,51,No,No,Yes,Yes,1,United States,California,Cypress,90630,"33.818477, -118.038307",33.818477,-118.038307,"47,344",Q3,Yes,10,68,Offer A,Yes,46.61,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,19.35,1292.65,0.0,0,3169.48,4462.13,4,Stayed,0,6303,Yes
-Female,56,No,No,Yes,Yes,2,United States,California,Cypress,90630,"33.818477, -118.038307",33.818477,-118.038307,"47,344",Q3,Yes,6,28,Offer C,Yes,12.94,No,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,70.4,1992.2,0.0,0,362.32,2354.52,3,Stayed,0,5195,Yes
-Female,38,No,No,Yes,Yes,1,United States,California,Cypress,90630,"33.818477, -118.038307",33.818477,-118.038307,"47,344",Q3,Yes,2,7,Offer E,Yes,35.26,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.85,144.15,0.0,0,246.82,390.97,3,Stayed,0,3973,Yes
-Male,45,No,No,Yes,Yes,1,United States,California,Cypress,90630,"33.818477, -118.038307",33.818477,-118.038307,"47,344",Q3,Yes,4,68,,Yes,34.13,No,Yes,DSL,25,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,72.95,4953.25,0.0,0,2320.84,7274.09,4,Stayed,0,4499,Yes
-Male,59,No,No,No,No,0,United States,California,Norwalk,90650,"33.905963, -118.08263",33.905963,-118.08263,"103,214",Q3,No,0,33,Offer C,Yes,47.64,No,Yes,Fiber Optic,18,Yes,No,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,88.95,3027.65,0.0,0,1572.12,4599.77,3,Stayed,0,5087,No
-Female,37,No,No,No,No,0,United States,California,Norwalk,90650,"33.905963, -118.08263",33.905963,-118.08263,"103,214",Q3,No,0,28,,Yes,3.25,Yes,Yes,Cable,11,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.9,1505.15,0.0,0,91.0,1596.15,3,Stayed,0,2885,No
-Female,49,No,No,Yes,Yes,1,United States,California,Norwalk,90650,"33.905963, -118.08263",33.905963,-118.08263,"103,214",Q3,Yes,10,53,Offer B,Yes,30.31,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.55,1007.9,0.0,0,1606.43,2614.33,5,Stayed,0,4670,Yes
-Male,61,No,No,Yes,Yes,2,United States,California,Norwalk,90650,"33.905963, -118.08263",33.905963,-118.08263,"103,214",Q3,Yes,3,53,,Yes,31.69,No,Yes,DSL,16,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,69.7,3729.6,0.0,0,1679.57,5409.17,4,Stayed,0,4590,Yes
-Male,59,No,No,No,No,0,United States,California,Norwalk,90650,"33.905963, -118.08263",33.905963,-118.08263,"103,214",Q3,No,0,27,,Yes,18.51,No,Yes,DSL,9,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,50.35,1411.35,0.0,150,499.77,2061.12,3,Stayed,0,5578,No
-Female,37,No,No,No,No,0,United States,California,Lakewood,90715,"33.841027, -118.078097",33.841027,-118.078097,"20,890",Q3,No,0,23,,Yes,24.04,No,Yes,Fiber Optic,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.0,1778.5,0.0,0,552.92,2331.42,4,Stayed,0,2221,No
-Female,54,No,No,Yes,No,0,United States,California,Lakewood,90715,"33.841027, -118.078097",33.841027,-118.078097,"20,890",Q3,Yes,10,57,Offer B,Yes,23.28,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,19.6,1134.25,0.0,0,1326.96,2461.21,4,Stayed,0,6064,Yes
-Female,43,No,No,Yes,Yes,3,United States,California,Lakewood,90715,"33.841027, -118.078097",33.841027,-118.078097,"20,890",Q3,Yes,10,71,Offer A,Yes,41.71,Yes,Yes,Cable,20,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.55,6239.05,0.0,0,2961.41,9200.46,4,Stayed,0,6009,Yes
-Female,30,No,No,Yes,Yes,1,United States,California,Lakewood,90715,"33.841027, -118.078097",33.841027,-118.078097,"20,890",Q3,Yes,3,7,Offer E,Yes,5.84,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.45,150.75,0.0,0,40.88,191.63,4,Stayed,0,4484,Yes
-Male,56,No,No,No,No,0,United States,California,Lakewood,90715,"33.841027, -118.078097",33.841027,-118.078097,"20,890",Q3,No,0,68,,Yes,11.22,Yes,Yes,Fiber Optic,7,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,101.35,7110.75,0.0,0,762.96,7873.71,4,Stayed,0,4941,No
-Female,56,No,No,Yes,No,0,United States,California,Surfside,90743,"33.728273, -118.085304",33.728273,-118.085304,174,Q3,Yes,5,65,,Yes,13.2,Yes,Yes,Fiber Optic,13,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,99.05,6416.7,0.0,0,858.0,7274.7,3,Stayed,0,5878,Yes
-Female,35,No,No,No,No,0,United States,California,Surfside,90743,"33.728273, -118.085304",33.728273,-118.085304,174,Q3,No,0,30,,Yes,9.27,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.4,578.5,0.0,0,278.1,856.6,3,Stayed,0,3986,No
-Female,53,No,No,Yes,Yes,3,United States,California,Surfside,90743,"33.728273, -118.085304",33.728273,-118.085304,174,Q3,Yes,8,52,Offer B,Yes,8.16,Yes,Yes,Fiber Optic,20,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,95.7,4976.15,0.0,0,424.32,5400.47,3,Stayed,0,4415,Yes
-Male,29,Yes,No,No,No,0,United States,California,Surfside,90743,"33.728273, -118.085304",33.728273,-118.085304,174,Q3,No,0,17,,Yes,38.78,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,106.65,1672.1,0.0,0,659.26,2331.36,3,Stayed,0,2754,No
-Female,25,Yes,No,Yes,Yes,1,United States,California,Surfside,90743,"33.728273, -118.085304",33.728273,-118.085304,174,Q3,Yes,7,56,,Yes,7.31,Yes,Yes,DSL,76,Yes,Yes,No,No,No,Yes,Yes,No,One Year,No,Bank Withdrawal,68.75,3815.4,0.0,110,409.36,4334.76,3,Stayed,0,6494,Yes
-Male,51,No,No,Yes,No,0,United States,California,Long Beach,90806,"33.802664, -118.179971",33.802664,-118.179971,"49,647",Q3,Yes,2,62,,Yes,43.2,No,Yes,DSL,23,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,86.1,5215.25,0.0,0,2678.4,7893.65,4,Stayed,0,5769,Yes
-Male,25,Yes,No,Yes,No,0,United States,California,Long Beach,90806,"33.802664, -118.179971",33.802664,-118.179971,"49,647",Q3,Yes,1,72,Offer A,Yes,32.67,Yes,Yes,Cable,48,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,64.45,4720.0,0.0,0,2352.24,7072.24,3,Stayed,0,6330,Yes
-Female,57,No,No,No,No,0,United States,California,Long Beach,90806,"33.802664, -118.179971",33.802664,-118.179971,"49,647",Q3,No,0,1,Offer E,Yes,33.02,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.5,19.5,0.0,0,33.02,52.52,4,Joined,0,5279,No
-Male,59,No,No,Yes,Yes,2,United States,California,Long Beach,90806,"33.802664, -118.179971",33.802664,-118.179971,"49,647",Q3,Yes,10,66,Offer A,Yes,26.91,No,Yes,Cable,30,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,65.85,4097.05,0.0,0,1776.06,5873.11,3,Stayed,0,5500,Yes
-Male,36,No,No,No,No,0,United States,California,Long Beach,90806,"33.802664, -118.179971",33.802664,-118.179971,"49,647",Q3,No,0,1,,Yes,7.76,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.9,19.9,0.0,0,7.76,27.66,3,Joined,0,4590,No
-Female,54,No,No,No,No,0,United States,California,Arcadia,91006,"34.137319, -118.029837",34.137319,-118.029837,"30,028",Q3,No,0,2,,Yes,15.67,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.7,135.2,0.0,0,31.34,166.54,5,Joined,0,3056,No
-Male,44,No,No,Yes,Yes,3,United States,California,Arcadia,91006,"34.137319, -118.029837",34.137319,-118.029837,"30,028",Q3,Yes,7,12,Offer D,Yes,4.71,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.7,258.35,0.0,0,56.52,314.87,4,Stayed,0,5104,Yes
-Male,49,No,No,Yes,Yes,2,United States,California,Arcadia,91006,"34.137319, -118.029837",34.137319,-118.029837,"30,028",Q3,Yes,7,72,Offer A,Yes,27.93,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.1,1790.8,46.81,0,2010.96,3754.95,3,Stayed,0,4185,Yes
-Female,60,No,No,Yes,No,0,United States,California,Arcadia,91006,"34.137319, -118.029837",34.137319,-118.029837,"30,028",Q3,Yes,8,42,,Yes,20.58,Yes,Yes,Fiber Optic,13,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,85.9,3729.75,0.0,0,864.36,4594.11,3,Stayed,0,2219,Yes
-Female,35,No,No,Yes,Yes,3,United States,California,Arcadia,91006,"34.137319, -118.029837",34.137319,-118.029837,"30,028",Q3,Yes,9,4,,Yes,41.93,No,Yes,Fiber Optic,53,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,78.9,299.75,37.01,0,167.72,430.46,4,Stayed,0,5775,Yes
-Male,19,Yes,No,No,No,0,United States,California,La Crescenta,91214,"34.239636, -118.245259",34.239636,-118.245259,"29,110",Q3,No,0,3,,No,0.0,No,Yes,DSL,59,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,30.4,82.15,0.0,0,0.0,82.15,4,Joined,0,3108,No
-Female,24,Yes,No,No,No,0,United States,California,La Crescenta,91214,"34.239636, -118.245259",34.239636,-118.245259,"29,110",Q3,No,0,4,Offer E,Yes,9.75,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.3,116.95,0.0,0,39.0,155.95,3,Stayed,0,3808,No
-Male,19,Yes,No,Yes,No,0,United States,California,La Crescenta,91214,"34.239636, -118.245259",34.239636,-118.245259,"29,110",Q3,Yes,1,44,,Yes,29.61,No,Yes,DSL,48,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,70.95,3250.45,24.92,0,1302.84,4528.37,5,Stayed,0,3678,Yes
-Female,32,No,No,Yes,Yes,2,United States,California,La Crescenta,91214,"34.239636, -118.245259",34.239636,-118.245259,"29,110",Q3,Yes,4,49,,Yes,33.07,No,Yes,DSL,23,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,87.2,4345.0,0.0,0,1620.43,5965.43,3,Stayed,0,4567,Yes
-Female,51,No,No,Yes,Yes,2,United States,California,La Crescenta,91214,"34.239636, -118.245259",34.239636,-118.245259,"29,110",Q3,Yes,5,55,,Yes,20.1,Yes,Yes,Fiber Optic,19,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.1,4600.95,14.3,0,1105.5,5692.15,3,Stayed,0,4026,Yes
-Female,62,No,No,Yes,No,0,United States,California,Calabasas,91302,"34.130861, -118.68346",34.130861,-118.68346,"23,661",Q3,Yes,5,40,,Yes,48.29,Yes,Yes,DSL,23,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,56.6,2379.1,0.0,0,1931.6,4310.7,5,Stayed,0,3359,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,Calabasas,91302,"34.130861, -118.68346",34.130861,-118.68346,"23,661",Q3,Yes,7,56,,Yes,21.21,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,24.3,1261.7,0.0,0,1187.76,2449.46,5,Stayed,0,5052,Yes
-Male,45,No,No,No,No,0,United States,California,Calabasas,91302,"34.130861, -118.68346",34.130861,-118.68346,"23,661",Q3,No,0,2,,Yes,1.87,No,Yes,DSL,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,46.6,87.9,0.0,0,3.74,91.64,4,Joined,0,5096,No
-Male,32,No,No,Yes,Yes,3,United States,California,Calabasas,91302,"34.130861, -118.68346",34.130861,-118.68346,"23,661",Q3,Yes,3,66,Offer A,Yes,42.84,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,25.7,1714.55,0.0,0,2827.44,4541.99,4,Stayed,0,5517,Yes
-Male,26,Yes,No,No,No,0,United States,California,Calabasas,91302,"34.130861, -118.68346",34.130861,-118.68346,"23,661",Q3,No,0,27,,Yes,34.98,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.05,1793.25,22.72,0,944.46,2714.99,5,Stayed,0,3241,No
-Male,19,Yes,No,Yes,Yes,3,United States,California,Newbury Park,91320,"34.172071, -118.946262",34.172071,-118.946262,"37,779",Q3,Yes,1,24,Offer C,Yes,1.14,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,24.1,587.4,0.0,0,27.36,614.76,3,Stayed,0,4634,Yes
-Female,48,No,No,No,No,0,United States,California,Newbury Park,91320,"34.172071, -118.946262",34.172071,-118.946262,"37,779",Q3,No,0,38,,Yes,32.63,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,19.3,755.5,0.0,0,1239.94,1995.44,5,Stayed,0,4705,No
-Female,49,No,No,Yes,No,0,United States,California,Newbury Park,91320,"34.172071, -118.946262",34.172071,-118.946262,"37,779",Q3,Yes,1,58,,Yes,21.38,Yes,Yes,Fiber Optic,26,No,Yes,Yes,No,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,94.3,5610.15,5.55,150,1240.04,6994.64,3,Stayed,0,6166,Yes
-Female,36,No,No,Yes,Yes,3,United States,California,Newbury Park,91320,"34.172071, -118.946262",34.172071,-118.946262,"37,779",Q3,Yes,1,55,Offer B,Yes,1.44,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.65,1388.0,0.0,0,79.2,1467.2,5,Stayed,0,4466,Yes
-Male,33,No,No,Yes,Yes,1,United States,California,Newbury Park,91320,"34.172071, -118.946262",34.172071,-118.946262,"37,779",Q3,Yes,1,5,,Yes,15.01,No,Yes,Fiber Optic,19,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,90.35,434.5,17.33,0,75.05,492.22,4,Stayed,0,4014,Yes
-Male,38,No,No,Yes,No,0,United States,California,Woodland Hills,91364,"34.153733, -118.593408",34.153733,-118.593408,"25,988",Q3,Yes,1,66,,No,0.0,No,Yes,DSL,29,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,56.6,3789.2,0.0,0,0.0,3789.2,4,Stayed,0,5500,Yes
-Male,48,No,No,Yes,Yes,1,United States,California,Woodland Hills,91364,"34.153733, -118.593408",34.153733,-118.593408,"25,988",Q3,No,0,72,,Yes,19.64,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.1,1734.65,0.0,0,1414.08,3148.73,4,Stayed,0,4264,Yes
-Female,33,No,No,Yes,Yes,2,United States,California,Woodland Hills,91364,"34.153733, -118.593408",34.153733,-118.593408,"25,988",Q3,Yes,1,57,,Yes,17.01,No,Yes,DSL,11,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,53.45,3053.0,0.0,0,969.57,4022.57,3,Stayed,0,5660,Yes
-Male,40,No,No,Yes,Yes,2,United States,California,Woodland Hills,91364,"34.153733, -118.593408",34.153733,-118.593408,"25,988",Q3,Yes,1,4,Offer E,Yes,25.9,No,Yes,DSL,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.8,169.65,0.0,0,103.6,273.25,5,Stayed,0,2114,Yes
-Male,20,Yes,No,No,No,0,United States,California,Woodland Hills,91364,"34.153733, -118.593408",34.153733,-118.593408,"25,988",Q3,No,0,27,,Yes,25.51,Yes,Yes,Fiber Optic,69,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,81.3,2272.8,29.93,130,688.77,3061.64,5,Stayed,0,5158,No
-Female,24,Yes,No,No,No,0,United States,California,Oak Park,91377,"34.19225, -118.776874",34.19225,-118.776874,"14,814",Q3,No,0,8,,Yes,39.92,No,Yes,Fiber Optic,73,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.0,624.6,0.0,0,319.36,943.96,4,Stayed,0,2165,No
-Female,41,No,No,Yes,Yes,3,United States,California,Oak Park,91377,"34.19225, -118.776874",34.19225,-118.776874,"14,814",Q3,Yes,9,51,,Yes,27.23,Yes,Yes,Fiber Optic,75,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.8,4539.35,0.0,0,1388.73,5928.08,3,Stayed,0,5457,Yes
-Female,56,No,No,Yes,No,0,United States,California,Oak Park,91377,"34.19225, -118.776874",34.19225,-118.776874,"14,814",Q3,Yes,1,72,,Yes,4.56,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,112.1,7965.95,18.88,0,328.32,8275.39,4,Stayed,0,4272,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,Oak Park,91377,"34.19225, -118.776874",34.19225,-118.776874,"14,814",Q3,Yes,1,20,,Yes,27.96,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.35,393.15,0.0,0,559.2,952.35,3,Stayed,0,4390,Yes
-Male,59,No,No,Yes,Yes,3,United States,California,Oak Park,91377,"34.19225, -118.776874",34.19225,-118.776874,"14,814",Q3,Yes,1,60,,Yes,39.76,No,Yes,DSL,76,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,79.05,4663.4,0.0,0,2385.6,7049.0,4,Stayed,0,5275,Yes
-Female,26,Yes,No,Yes,No,0,United States,California,Van Nuys,91406,"34.195685, -118.490752",34.195685,-118.490752,"50,047",Q3,Yes,2,31,,Yes,39.34,No,Yes,DSL,41,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,81.15,2545.75,0.0,0,1219.54,3765.29,4,Stayed,0,5643,Yes
-Male,23,Yes,No,No,No,0,United States,California,Van Nuys,91406,"34.195685, -118.490752",34.195685,-118.490752,"50,047",Q3,No,0,3,Offer E,Yes,16.39,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.75,67.1,0.0,0,49.17,116.27,5,Joined,0,2406,No
-Female,53,No,No,No,No,0,United States,California,Van Nuys,91406,"34.195685, -118.490752",34.195685,-118.490752,"50,047",Q3,No,0,17,,Yes,5.49,Yes,Yes,DSL,14,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,69.0,1108.0,33.67,0,93.33,1167.66,5,Stayed,0,4439,No
-Male,61,No,No,No,No,0,United States,California,Van Nuys,91406,"34.195685, -118.490752",34.195685,-118.490752,"50,047",Q3,No,0,12,Offer D,Yes,25.57,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,24.95,280.4,0.0,0,306.84,587.24,5,Stayed,0,4443,No
-Female,49,No,No,No,No,0,United States,California,Van Nuys,91406,"34.195685, -118.490752",34.195685,-118.490752,"50,047",Q3,No,0,15,,No,0.0,No,Yes,DSL,23,No,Yes,No,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,38.8,603.0,0.0,0,0.0,603.0,4,Stayed,0,2118,No
-Female,62,No,No,No,No,0,United States,California,Burbank,91505,"34.174215, -118.345928",34.174215,-118.345928,"29,245",Q3,No,0,72,,Yes,42.36,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.25,1566.9,0.0,0,3049.92,4616.82,4,Stayed,0,5733,No
-Male,30,No,No,Yes,Yes,2,United States,California,Burbank,91505,"34.174215, -118.345928",34.174215,-118.345928,"29,245",Q3,Yes,6,24,,Yes,44.57,No,Yes,Cable,26,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,70.3,1706.45,0.0,0,1069.68,2776.13,3,Stayed,0,3359,Yes
-Male,63,No,No,Yes,Yes,3,United States,California,Burbank,91505,"34.174215, -118.345928",34.174215,-118.345928,"29,245",Q3,Yes,1,25,,Yes,36.17,No,Yes,DSL,53,No,Yes,Yes,No,No,No,No,Yes,One Year,No,Credit Card,53.65,1355.45,0.0,0,904.25,2259.7,5,Stayed,0,5854,Yes
-Male,62,No,No,No,No,0,United States,California,Burbank,91505,"34.174215, -118.345928",34.174215,-118.345928,"29,245",Q3,No,0,1,Offer E,Yes,34.02,Yes,Yes,DSL,24,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,54.3,54.3,0.0,10,34.02,98.32,5,Joined,0,3259,No
-Male,27,Yes,No,No,No,0,United States,California,Burbank,91505,"34.174215, -118.345928",34.174215,-118.345928,"29,245",Q3,No,0,5,Offer E,Yes,30.92,No,Yes,Cable,41,Yes,No,No,Yes,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,55.75,266.95,0.0,0,154.6,421.55,4,Stayed,0,4545,No
-Female,41,No,No,No,No,0,United States,California,North Hollywood,91602,"34.15136, -118.364786",34.15136,-118.364786,"16,996",Q3,No,0,10,Offer D,No,0.0,No,Yes,Cable,29,No,No,No,Yes,No,No,No,Yes,Two Year,Yes,Mailed Check,29.6,299.05,0.0,0,0.0,299.05,3,Stayed,0,3180,No
-Female,55,No,No,No,No,0,United States,California,North Hollywood,91602,"34.15136, -118.364786",34.15136,-118.364786,"16,996",Q3,No,0,23,Offer D,Yes,9.04,No,Yes,DSL,8,No,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,55.8,1327.85,0.0,0,207.92,1535.77,3,Stayed,0,2499,No
-Female,63,No,No,Yes,Yes,1,United States,California,North Hollywood,91602,"34.15136, -118.364786",34.15136,-118.364786,"16,996",Q3,Yes,1,72,,Yes,14.46,No,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,108.65,7726.35,0.0,0,1041.12,8767.47,4,Stayed,0,5730,Yes
-Male,49,No,No,No,Yes,2,United States,California,North Hollywood,91602,"34.15136, -118.364786",34.15136,-118.364786,"16,996",Q3,No,0,60,Offer B,Yes,16.59,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.95,1189.9,0.0,0,995.4,2185.3,3,Stayed,0,5316,No
-Male,39,No,No,No,No,0,United States,California,North Hollywood,91602,"34.15136, -118.364786",34.15136,-118.364786,"16,996",Q3,No,0,29,,Yes,12.92,No,Yes,Fiber Optic,24,No,Yes,No,Yes,Yes,No,No,No,Month-to-Month,No,Credit Card,89.65,2623.65,0.0,10,374.68,3008.33,4,Stayed,0,2681,No
-Male,49,No,No,No,No,0,United States,California,Rancho Cucamonga,91701,"34.132275, -117.611478",34.132275,-117.611478,"39,064",Q3,No,0,72,,Yes,35.11,Yes,Yes,Fiber Optic,22,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,109.2,7878.3,0.0,0,2527.92,10406.22,3,Stayed,0,4551,No
-Male,46,No,No,No,Yes,2,United States,California,Rancho Cucamonga,91701,"34.132275, -117.611478",34.132275,-117.611478,"39,064",Q3,No,0,16,Offer D,Yes,13.99,Yes,Yes,DSL,18,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.1,1083.7,0.0,0,223.84,1307.54,4,Stayed,0,5172,No
-Female,42,No,No,No,No,0,United States,California,Rancho Cucamonga,91701,"34.132275, -117.611478",34.132275,-117.611478,"39,064",Q3,No,0,50,,Yes,49.14,Yes,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,95.7,4729.75,0.0,140,2457.0,7326.75,4,Stayed,0,4164,No
-Female,54,No,No,Yes,No,0,United States,California,Rancho Cucamonga,91701,"34.132275, -117.611478",34.132275,-117.611478,"39,064",Q3,Yes,7,72,Offer A,Yes,12.85,Yes,Yes,Fiber Optic,24,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,110.15,7998.8,0.0,70,925.2,8994.0,4,Stayed,0,5065,Yes
-Male,19,Yes,No,Yes,Yes,1,United States,California,Rancho Cucamonga,91701,"34.132275, -117.611478",34.132275,-117.611478,"39,064",Q3,Yes,1,30,,Yes,10.24,Yes,Yes,Fiber Optic,48,No,Yes,No,Yes,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,83.55,2570.2,0.0,0,307.2,2877.4,3,Stayed,0,3558,Yes
-Male,28,Yes,No,No,No,0,United States,California,Covina,91724,"34.08111, -117.853935",34.08111,-117.853935,"25,068",Q3,No,0,42,Offer B,Yes,6.42,Yes,Yes,Fiber Optic,48,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99.0,4298.45,0.0,0,269.64,4568.09,3,Stayed,0,2887,No
-Female,35,No,No,No,No,0,United States,California,Covina,91724,"34.08111, -117.853935",34.08111,-117.853935,"25,068",Q3,No,0,12,Offer D,Yes,26.67,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.15,260.7,0.0,0,320.04,580.74,5,Stayed,0,4628,No
-Male,43,No,No,No,No,0,United States,California,Covina,91724,"34.08111, -117.853935",34.08111,-117.853935,"25,068",Q3,No,0,62,,Yes,48.93,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,23.4,1429.65,0.0,0,3033.66,4463.31,4,Stayed,0,5822,No
-Female,52,No,No,No,No,0,United States,California,Covina,91724,"34.08111, -117.853935",34.08111,-117.853935,"25,068",Q3,No,0,37,,Yes,11.73,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,91.2,3382.3,0.0,0,434.01,3816.31,3,Stayed,0,5135,No
-Male,38,No,No,Yes,Yes,1,United States,California,Covina,91724,"34.08111, -117.853935",34.08111,-117.853935,"25,068",Q3,Yes,1,58,,Yes,47.69,No,Yes,Fiber Optic,24,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92.85,5305.05,0.0,0,2766.02,8071.07,5,Stayed,0,4879,Yes
-Male,64,No,No,No,No,0,United States,California,Mt Baldy,91759,"34.231318, -117.662032",34.231318,-117.662032,47,Q3,No,0,50,Offer B,Yes,47.16,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.9,1195.25,0.0,0,2358.0,3553.25,4,Stayed,0,4297,No
-Male,28,Yes,No,No,No,0,United States,California,Mt Baldy,91759,"34.231318, -117.662032",34.231318,-117.662032,47,Q3,No,0,24,,Yes,30.07,No,Yes,DSL,69,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.95,1348.5,0.0,0,721.68,2070.18,3,Stayed,0,3407,No
-Male,30,No,No,Yes,Yes,2,United States,California,Mt Baldy,91759,"34.231318, -117.662032",34.231318,-117.662032,47,Q3,Yes,3,16,Offer D,Yes,27.24,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.5,290.55,0.0,0,435.84,726.39,3,Stayed,0,2856,Yes
-Female,37,No,No,No,No,0,United States,California,Mt Baldy,91759,"34.231318, -117.662032",34.231318,-117.662032,47,Q3,No,0,8,Offer E,Yes,8.73,Yes,Yes,DSL,28,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,65.5,573.15,0.0,0,69.84,642.99,3,Stayed,0,3033,No
-Female,51,No,No,Yes,No,0,United States,California,Mt Baldy,91759,"34.231318, -117.662032",34.231318,-117.662032,47,Q3,Yes,4,31,,Yes,1.2,No,Yes,DSL,15,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,49.2,1498.55,0.0,100,37.2,1635.75,5,Stayed,0,2157,Yes
-Male,50,No,No,Yes,No,0,United States,California,Diamond Bar,91765,"33.992416, -117.807874",33.992416,-117.807874,"46,532",Q3,Yes,1,57,Offer B,Yes,49.29,No,Yes,Cable,22,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,59.75,3450.15,0.0,0,2809.53,6259.68,3,Stayed,0,4012,Yes
-Male,24,Yes,No,Yes,Yes,3,United States,California,Diamond Bar,91765,"33.992416, -117.807874",33.992416,-117.807874,"46,532",Q3,No,0,37,,Yes,8.21,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.8,726.1,0.0,0,303.77,1029.87,3,Stayed,0,2745,Yes
-Male,43,No,No,No,No,0,United States,California,Diamond Bar,91765,"33.992416, -117.807874",33.992416,-117.807874,"46,532",Q3,No,0,59,,No,0.0,No,Yes,DSL,7,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,51.7,3005.8,0.0,0,0.0,3005.8,3,Stayed,0,6107,No
-Male,22,Yes,No,No,No,0,United States,California,Diamond Bar,91765,"33.992416, -117.807874",33.992416,-117.807874,"46,532",Q3,No,0,7,,Yes,45.93,Yes,Yes,Fiber Optic,48,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,96.2,639.7,0.0,0,321.51,961.21,5,Stayed,0,4329,No
-Female,40,No,No,Yes,No,0,United States,California,Diamond Bar,91765,"33.992416, -117.807874",33.992416,-117.807874,"46,532",Q3,Yes,7,21,,Yes,14.81,No,Yes,Fiber Optic,25,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.05,1818.9,0.0,0,311.01,2129.91,3,Stayed,0,2937,Yes
-Female,24,Yes,No,No,No,0,United States,California,Temple City,91780,"34.101608, -118.055848",34.101608,-118.055848,"32,718",Q3,No,0,5,,Yes,43.02,No,Yes,DSL,42,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.55,244.75,0.0,0,215.1,459.85,3,Stayed,0,2739,No
-Female,29,Yes,No,Yes,No,0,United States,California,Temple City,91780,"34.101608, -118.055848",34.101608,-118.055848,"32,718",Q3,Yes,3,53,,Yes,41.82,Yes,Yes,Fiber Optic,69,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,111.8,5809.75,0.0,0,2216.46,8026.21,3,Stayed,0,5713,Yes
-Male,19,Yes,No,Yes,Yes,2,United States,California,Temple City,91780,"34.101608, -118.055848",34.101608,-118.055848,"32,718",Q3,Yes,3,40,,No,0.0,No,Yes,DSL,26,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,60.3,2448.5,0.0,0,0.0,2448.5,4,Stayed,0,3724,Yes
-Male,43,No,No,No,No,0,United States,California,Temple City,91780,"34.101608, -118.055848",34.101608,-118.055848,"32,718",Q3,No,0,9,Offer E,Yes,34.34,Yes,Yes,Fiber Optic,6,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,81.15,784.45,0.0,50,309.06,1143.51,4,Stayed,0,4544,No
-Female,38,No,No,Yes,Yes,3,United States,California,Temple City,91780,"34.101608, -118.055848",34.101608,-118.055848,"32,718",Q3,Yes,5,35,,Yes,18.86,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.3,821.6,0.0,0,660.1,1481.7,4,Stayed,0,5998,Yes
-Female,29,Yes,No,No,No,0,United States,California,Upland,91784,"34.141146, -117.655583",34.141146,-117.655583,"23,331",Q3,No,0,6,Offer E,Yes,6.98,No,Yes,Cable,30,Yes,Yes,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,55.15,322.9,0.0,0,41.88,364.78,4,Stayed,0,5377,No
-Male,27,Yes,No,No,No,0,United States,California,Upland,91784,"34.141146, -117.655583",34.141146,-117.655583,"23,331",Q3,No,0,1,,Yes,42.15,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.2,20.2,0.0,0,42.15,62.35,3,Joined,0,3586,No
-Male,57,No,No,Yes,No,0,United States,California,Upland,91784,"34.141146, -117.655583",34.141146,-117.655583,"23,331",Q3,Yes,8,8,Offer E,Yes,20.67,No,Yes,Fiber Optic,18,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.0,658.1,0.0,0,165.36,823.46,3,Stayed,0,5413,Yes
-Male,62,No,No,No,No,0,United States,California,Upland,91784,"34.141146, -117.655583",34.141146,-117.655583,"23,331",Q3,No,0,41,Offer B,Yes,45.22,No,Yes,Fiber Optic,15,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,89.55,3729.75,0.0,0,1854.02,5583.77,3,Stayed,0,5549,No
-Female,57,No,No,Yes,Yes,1,United States,California,Upland,91784,"34.141146, -117.655583",34.141146,-117.655583,"23,331",Q3,Yes,5,3,Offer E,Yes,23.72,No,Yes,Fiber Optic,17,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.7,239.45,0.0,0,71.16,310.61,4,Joined,0,2081,Yes
-Male,44,No,No,No,No,0,United States,California,Chula Vista,91914,"32.688506, -116.938632",32.688506,-116.938632,"2,606",Q3,No,0,1,Offer E,Yes,40.46,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.25,20.25,0.0,0,40.46,60.71,3,Joined,0,5384,No
-Female,38,No,No,No,No,0,United States,California,Chula Vista,91914,"32.688506, -116.938632",32.688506,-116.938632,"2,606",Q3,No,0,70,,Yes,13.4,Yes,Yes,Fiber Optic,3,No,Yes,Yes,Yes,No,No,No,No,One Year,Yes,Bank Withdrawal,90.25,6385.95,0.0,100,938.0,7423.95,3,Stayed,0,5327,No
-Female,51,No,No,Yes,Yes,2,United States,California,Chula Vista,91914,"32.688506, -116.938632",32.688506,-116.938632,"2,606",Q3,Yes,9,45,Offer B,Yes,10.21,Yes,Yes,DSL,11,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,No,Credit Card,81.3,3541.1,0.0,0,459.45,4000.55,3,Stayed,0,3111,Yes
-Male,50,No,No,Yes,No,0,United States,California,Chula Vista,91914,"32.688506, -116.938632",32.688506,-116.938632,"2,606",Q3,Yes,6,35,Offer C,Yes,45.97,Yes,Yes,DSL,13,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,69.0,2441.7,0.0,0,1608.95,4050.65,3,Stayed,0,5283,Yes
-Male,32,No,No,Yes,Yes,3,United States,California,Dulzura,91917,"32.622999, -116.687855",32.622999,-116.687855,727,Q3,Yes,5,40,Offer B,Yes,13.86,Yes,Yes,DSL,75,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,74.55,3015.75,0.0,0,554.4,3570.15,5,Stayed,0,3718,Yes
-Female,39,No,No,No,No,0,United States,California,Dulzura,91917,"32.622999, -116.687855",32.622999,-116.687855,727,Q3,No,0,38,,Yes,20.14,Yes,Yes,DSL,13,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,66.15,2522.4,0.0,0,765.32,3287.72,4,Stayed,0,4933,No
-Male,54,No,No,Yes,Yes,3,United States,California,Dulzura,91917,"32.622999, -116.687855",32.622999,-116.687855,727,Q3,Yes,10,70,,Yes,39.06,Yes,Yes,Fiber Optic,75,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,114.75,7842.3,0.0,0,2734.2,10576.5,3,Stayed,0,5035,Yes
-Female,36,No,No,Yes,Yes,3,United States,California,Dulzura,91917,"32.622999, -116.687855",32.622999,-116.687855,727,Q3,Yes,3,25,Offer C,Yes,2.82,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,18.7,383.65,0.0,0,70.5,454.15,4,Stayed,0,2289,Yes
-Male,55,No,No,No,No,0,United States,California,Jamul,91935,"32.695681, -116.798386",32.695681,-116.798386,"8,759",Q3,No,0,4,,Yes,31.92,No,Yes,Fiber Optic,4,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.4,356.65,0.0,0,127.68,484.33,3,Stayed,0,3314,No
-Female,19,Yes,No,Yes,No,0,United States,California,Jamul,91935,"32.695681, -116.798386",32.695681,-116.798386,"8,759",Q3,No,0,70,,Yes,19.88,Yes,Yes,Fiber Optic,26,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,101.75,7069.3,0.0,0,1391.6,8460.9,3,Stayed,0,5596,Yes
-Male,36,No,No,No,Yes,2,United States,California,Jamul,91935,"32.695681, -116.798386",32.695681,-116.798386,"8,759",Q3,No,0,70,Offer A,Yes,26.67,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,114.6,7882.5,0.0,0,1866.9,9749.4,4,Stayed,0,5414,No
-Male,23,Yes,No,Yes,No,0,United States,California,Cardiff By The Sea,92007,"33.015866, -117.272254",33.015866,-117.272254,"10,375",Q3,Yes,6,51,,Yes,26.73,Yes,Yes,Fiber Optic,41,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,110.05,5686.4,20.28,0,1363.23,7029.35,3,Stayed,0,5604,Yes
-Female,46,No,No,Yes,Yes,1,United States,California,Cardiff By The Sea,92007,"33.015866, -117.272254",33.015866,-117.272254,"10,375",Q3,No,0,72,,Yes,36.13,No,Yes,Cable,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,85.3,6129.2,0.0,0,2601.36,8730.56,3,Stayed,0,4456,Yes
-Male,50,No,No,No,Yes,1,United States,California,Cardiff By The Sea,92007,"33.015866, -117.272254",33.015866,-117.272254,"10,375",Q3,No,0,13,Offer D,Yes,30.19,No,Yes,DSL,17,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,66.4,831.75,0.0,0,392.47,1224.22,5,Stayed,0,3660,No
-Female,41,No,No,Yes,No,0,United States,California,Cardiff By The Sea,92007,"33.015866, -117.272254",33.015866,-117.272254,"10,375",Q3,Yes,3,53,Offer B,Yes,37.14,Yes,Yes,Cable,4,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,74.1,3833.95,0.0,0,1968.42,5802.37,4,Stayed,0,5136,Yes
-Female,63,No,No,Yes,No,0,United States,California,El Cajon,92021,"32.832706, -116.873258",32.832706,-116.873258,"61,872",Q3,Yes,3,72,,No,0.0,No,Yes,DSL,16,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,60.0,4264.0,25.67,0,0.0,4238.33,4,Stayed,0,5471,Yes
-Male,23,Yes,No,Yes,No,0,United States,California,El Cajon,92021,"32.832706, -116.873258",32.832706,-116.873258,"61,872",Q3,Yes,8,72,Offer A,Yes,35.07,No,Yes,Cable,53,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,80.8,5728.55,0.0,0,2525.04,8253.59,5,Stayed,0,4689,Yes
-Female,44,No,No,Yes,No,0,United States,California,El Cajon,92021,"32.832706, -116.873258",32.832706,-116.873258,"61,872",Q3,Yes,10,71,,Yes,18.41,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.85,1379.6,0.0,0,1307.11,2686.71,4,Stayed,0,4121,Yes
-Female,41,No,No,No,Yes,3,United States,California,El Cajon,92021,"32.832706, -116.873258",32.832706,-116.873258,"61,872",Q3,No,0,25,Offer C,Yes,12.87,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,471.7,0.0,0,321.75,793.45,5,Stayed,0,2192,No
-Female,31,No,No,Yes,No,0,United States,California,Escondido,92025,"33.081478, -117.033814",33.081478,-117.033814,"49,281",Q3,Yes,9,9,Offer E,Yes,30.07,No,Yes,DSL,30,Yes,No,No,No,No,No,No,Yes,One Year,No,Credit Card,48.6,422.3,20.45,0,270.63,672.48,3,Stayed,0,4562,Yes
-Male,43,No,No,No,No,0,United States,California,Escondido,92025,"33.081478, -117.033814",33.081478,-117.033814,"49,281",Q3,No,0,21,,Yes,16.81,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,19.6,390.4,0.0,0,353.01,743.41,4,Stayed,0,4562,No
-Female,35,No,No,No,No,0,United States,California,Escondido,92025,"33.081478, -117.033814",33.081478,-117.033814,"49,281",Q3,No,0,16,Offer D,Yes,20.65,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.1,296.15,0.0,0,330.4,626.55,3,Stayed,0,5052,No
-Male,28,Yes,No,Yes,Yes,3,United States,California,Escondido,92025,"33.081478, -117.033814",33.081478,-117.033814,"49,281",Q3,No,0,70,,Yes,1.22,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.15,1790.15,0.0,0,85.4,1875.55,3,Stayed,0,5114,Yes
-Male,54,No,No,No,No,0,United States,California,Escondido,92025,"33.081478, -117.033814",33.081478,-117.033814,"49,281",Q3,No,0,58,Offer B,Yes,32.67,No,Yes,Fiber Optic,14,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,99.15,5720.95,0.0,0,1894.86,7615.81,3,Stayed,0,6409,No
-Male,62,No,No,No,No,0,United States,California,Escondido,92026,"33.21846, -117.116916",33.21846,-117.116916,"43,436",Q3,No,0,69,,No,0.0,No,Yes,Cable,18,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,60.05,4176.7,41.21,0,0.0,4135.49,3,Stayed,0,5388,No
-Male,24,Yes,No,No,No,0,United States,California,Escondido,92026,"33.21846, -117.116916",33.21846,-117.116916,"43,436",Q3,No,0,9,,Yes,34.43,No,Yes,DSL,51,Yes,No,Yes,Yes,Yes,No,Yes,Yes,Month-to-Month,Yes,Credit Card,69.5,653.25,0.0,0,309.87,963.12,3,Stayed,0,3628,No
-Female,47,No,No,Yes,Yes,2,United States,California,Escondido,92026,"33.21846, -117.116916",33.21846,-117.116916,"43,436",Q3,Yes,2,33,,Yes,31.59,Yes,Yes,Cable,18,No,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,79.15,2531.4,0.0,20,1042.47,3593.87,5,Stayed,0,3555,Yes
-Male,23,Yes,No,No,No,0,United States,California,Escondido,92026,"33.21846, -117.116916",33.21846,-117.116916,"43,436",Q3,No,0,10,,Yes,30.3,No,Yes,DSL,73,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,56.75,503.25,0.0,30,303.0,836.25,5,Stayed,0,2037,No
-Female,31,No,No,No,No,0,United States,California,Oceanside,92054,"33.351059, -117.420557",33.351059,-117.420557,"98,239",Q3,No,0,8,Offer E,Yes,31.02,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.2,161.95,0.0,0,248.16,410.11,4,Stayed,0,5272,No
-Male,42,No,No,Yes,No,0,United States,California,Oceanside,92054,"33.351059, -117.420557",33.351059,-117.420557,"98,239",Q3,Yes,3,27,Offer C,Yes,11.83,Yes,Yes,DSL,14,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,80.85,2204.35,0.0,0,319.41,2523.76,3,Stayed,0,4732,Yes
-Female,41,No,No,Yes,No,0,United States,California,Oceanside,92054,"33.351059, -117.420557",33.351059,-117.420557,"98,239",Q3,Yes,8,72,,Yes,8.98,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.55,1750.7,0.0,0,646.56,2397.26,4,Stayed,0,4169,Yes
-Male,29,Yes,No,No,No,0,United States,California,Oceanside,92054,"33.351059, -117.420557",33.351059,-117.420557,"98,239",Q3,No,0,1,Offer E,Yes,7.32,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.55,20.55,0.0,0,7.32,27.87,4,Joined,0,4801,No
-Male,60,No,No,No,No,0,United States,California,Oceanside,92054,"33.351059, -117.420557",33.351059,-117.420557,"98,239",Q3,No,0,35,Offer C,Yes,49.61,No,Yes,Fiber Optic,26,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,89.2,3251.3,0.0,0,1736.35,4987.65,4,Stayed,0,4446,No
-Male,31,No,No,No,No,0,United States,California,Oceanside,92056,"33.194742, -117.29032",33.194742,-117.29032,"52,895",Q3,No,0,46,,Yes,22.13,Yes,Yes,Fiber Optic,22,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,94.9,4422.95,24.08,0,1017.98,5416.85,4,Stayed,0,5316,No
-Female,57,No,No,No,Yes,1,United States,California,Oceanside,92056,"33.194742, -117.29032",33.194742,-117.29032,"52,895",Q3,No,0,11,Offer D,Yes,44.88,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.7,216.2,0.0,0,493.68,709.88,4,Stayed,0,3838,No
-Female,28,Yes,No,Yes,Yes,3,United States,California,Oceanside,92056,"33.194742, -117.29032",33.194742,-117.29032,"52,895",Q3,Yes,1,72,Offer A,No,0.0,No,Yes,Cable,59,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,55.65,3880.05,0.0,0,0.0,3880.05,4,Stayed,0,5192,Yes
-Female,59,No,No,Yes,No,0,United States,California,San Marcos,92069,"33.162624, -117.170863",33.162624,-117.170863,"52,664",Q3,Yes,3,71,,Yes,30.68,Yes,Yes,Cable,18,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,85.75,6223.8,4.6,0,2178.28,8397.48,3,Stayed,0,4487,Yes
-Female,45,No,No,No,No,0,United States,California,San Marcos,92069,"33.162624, -117.170863",33.162624,-117.170863,"52,664",Q3,No,0,9,Offer E,Yes,31.28,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.05,157.65,0.0,0,281.52,439.17,4,Stayed,0,3248,No
-Female,48,No,No,Yes,Yes,4,United States,California,San Marcos,92069,"33.162624, -117.170863",33.162624,-117.170863,"52,664",Q3,Yes,1,54,,Yes,41.93,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.35,1092.35,0.0,0,2264.22,3356.57,3,Stayed,0,5646,Yes
-Male,48,No,No,Yes,Yes,3,United States,California,San Marcos,92069,"33.162624, -117.170863",33.162624,-117.170863,"52,664",Q3,Yes,2,32,Offer C,No,0.0,No,Yes,DSL,53,No,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Mailed Check,36.25,1151.05,0.0,0,0.0,1151.05,5,Stayed,0,2609,Yes
-Male,57,No,No,Yes,No,0,United States,California,Rancho Santa Fe,92091,"32.99356, -117.207121",32.99356,-117.207121,"1,072",Q3,Yes,6,37,,Yes,4.5,Yes,Yes,DSL,9,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,62.8,2278.75,16.97,0,166.5,2428.28,3,Stayed,0,5229,Yes
-Male,47,No,No,No,No,0,United States,California,Rancho Santa Fe,92091,"32.99356, -117.207121",32.99356,-117.207121,"1,072",Q3,No,0,54,,No,0.0,No,Yes,Cable,10,Yes,No,No,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,45.2,2460.55,0.0,0,0.0,2460.55,4,Stayed,0,5435,No
-Female,56,No,No,Yes,No,0,United States,California,Rancho Santa Fe,92091,"32.99356, -117.207121",32.99356,-117.207121,"1,072",Q3,Yes,7,28,,Yes,33.09,No,Yes,Fiber Optic,19,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,89.9,2433.5,0.0,0,926.52,3360.02,4,Stayed,0,3676,Yes
-Female,45,No,No,Yes,Yes,1,United States,California,Rancho Santa Fe,92091,"32.99356, -117.207121",32.99356,-117.207121,"1,072",Q3,Yes,7,13,,Yes,5.58,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,19.75,246.7,0.0,0,72.54,319.24,3,Stayed,0,4314,Yes
-Male,27,Yes,No,No,No,0,United States,California,San Diego,92101,"32.72523, -117.171346",32.72523,-117.171346,"27,505",Q3,No,0,17,,Yes,13.02,No,Yes,Cable,73,No,No,No,No,No,No,No,Yes,One Year,No,Credit Card,44.6,681.4,0.0,0,221.34,902.74,4,Stayed,0,2130,No
-Female,57,No,No,Yes,No,0,United States,California,San Diego,92101,"32.72523, -117.171346",32.72523,-117.171346,"27,505",Q3,Yes,1,32,,Yes,12.35,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.4,641.15,0.0,0,395.2,1036.35,4,Stayed,0,3846,Yes
-Male,20,Yes,No,Yes,Yes,3,United States,California,San Diego,92101,"32.72523, -117.171346",32.72523,-117.171346,"27,505",Q3,Yes,1,1,,Yes,24.33,No,Yes,Fiber Optic,59,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.1,90.1,0.0,0,24.33,114.43,3,Joined,0,4142,Yes
-Female,63,No,No,No,No,0,United States,California,San Diego,92101,"32.72523, -117.171346",32.72523,-117.171346,"27,505",Q3,No,0,38,Offer C,Yes,30.09,No,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,Yes,No,One Year,Yes,Mailed Check,89.1,3342.0,0.0,90,1143.42,4575.42,4,Stayed,0,2675,No
-Male,62,No,No,No,Yes,2,United States,California,Blythe,92225,"33.674583, -114.71612",33.674583,-114.71612,"24,659",Q3,No,0,1,,Yes,15.66,No,Yes,DSL,29,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.0,44.0,0.0,0,15.66,59.66,5,Joined,0,4020,No
-Male,29,Yes,No,No,No,0,United States,California,Blythe,92225,"33.674583, -114.71612",33.674583,-114.71612,"24,659",Q3,No,0,7,,Yes,9.43,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.45,165.35,0.0,0,66.01,231.36,5,Stayed,0,2600,No
-Female,42,No,No,No,No,0,United States,California,Blythe,92225,"33.674583, -114.71612",33.674583,-114.71612,"24,659",Q3,No,0,37,,Yes,37.18,Yes,Yes,Cable,9,Yes,No,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,64.65,2347.85,0.0,0,1375.66,3723.51,3,Stayed,0,5255,No
-Female,26,Yes,No,Yes,No,0,United States,California,Blythe,92225,"33.674583, -114.71612",33.674583,-114.71612,"24,659",Q3,No,0,27,Offer C,Yes,39.67,No,Yes,Fiber Optic,59,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.1,2093.4,30.14,0,1071.09,3134.35,3,Stayed,0,3291,Yes
-Female,61,No,No,No,No,0,United States,California,Coachella,92236,"33.680031, -116.171678",33.680031,-116.171678,"23,170",Q3,No,0,66,,Yes,13.28,Yes,Yes,DSL,24,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.05,5965.95,0.0,0,876.48,6842.43,4,Stayed,0,5813,No
-Male,36,No,No,No,No,0,United States,California,Coachella,92236,"33.680031, -116.171678",33.680031,-116.171678,"23,170",Q3,No,0,3,Offer E,Yes,44.42,No,Yes,Cable,6,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,77.4,206.15,0.0,0,133.26,339.41,4,Joined,0,5528,No
-Female,53,No,No,Yes,No,0,United States,California,Coachella,92236,"33.680031, -116.171678",33.680031,-116.171678,"23,170",Q3,Yes,7,30,,Yes,17.33,No,Yes,DSL,13,No,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,70.25,2198.9,0.0,0,519.9,2718.8,4,Stayed,0,5417,Yes
-Male,25,Yes,No,No,No,0,United States,California,Coachella,92236,"33.680031, -116.171678",33.680031,-116.171678,"23,170",Q3,No,0,26,Offer C,No,0.0,No,Yes,Cable,47,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,35.75,1022.5,0.0,0,0.0,1022.5,5,Stayed,0,2734,No
-Male,62,No,No,No,No,0,United States,California,Joshua Tree,92252,"34.167236, -116.281511",34.167236,-116.281511,"8,141",Q3,No,0,20,,Yes,27.11,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.7,419.4,0.0,0,542.2,961.6,5,Stayed,0,2120,No
-Male,54,No,No,No,No,0,United States,California,Joshua Tree,92252,"34.167236, -116.281511",34.167236,-116.281511,"8,141",Q3,No,0,51,,Yes,42.93,Yes,Yes,Fiber Optic,11,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,81.0,4085.75,0.0,10,2189.43,6285.18,3,Stayed,0,4121,No
-Male,60,No,No,No,No,0,United States,California,Joshua Tree,92252,"34.167236, -116.281511",34.167236,-116.281511,"8,141",Q3,No,0,11,Offer D,Yes,49.8,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.4,231.45,0.0,0,547.8,779.25,4,Stayed,0,5397,No
-Female,46,No,No,Yes,No,0,United States,California,Joshua Tree,92252,"34.167236, -116.281511",34.167236,-116.281511,"8,141",Q3,Yes,1,62,Offer B,Yes,4.7,Yes,Yes,Cable,28,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.95,5150.55,4.68,0,291.4,5437.27,4,Stayed,0,6307,Yes
-Male,59,No,No,Yes,No,0,United States,California,Mecca,92254,"33.543835, -115.993906",33.543835,-115.993906,"8,768",Q3,Yes,5,60,Offer B,Yes,5.43,Yes,Yes,Fiber Optic,29,Yes,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,95.4,5812.0,0.0,0,325.8,6137.8,4,Stayed,0,4149,Yes
-Male,39,No,No,No,No,0,United States,California,Mecca,92254,"33.543835, -115.993906",33.543835,-115.993906,"8,768",Q3,No,0,72,Offer A,Yes,11.41,Yes,Yes,DSL,17,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,86.65,6224.8,0.0,0,821.52,7046.32,3,Stayed,0,4621,No
-Male,37,No,No,Yes,Yes,1,United States,California,Mecca,92254,"33.543835, -115.993906",33.543835,-115.993906,"8,768",Q3,No,0,10,Offer D,Yes,37.59,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.45,242.4,0.0,0,375.9,618.3,4,Stayed,0,4613,Yes
-Male,52,No,No,Yes,Yes,2,United States,California,Mecca,92254,"33.543835, -115.993906",33.543835,-115.993906,"8,768",Q3,Yes,4,65,,Yes,36.5,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.75,1715.1,0.0,0,2372.5,4087.6,5,Stayed,0,6263,Yes
-Male,35,No,No,No,No,0,United States,California,Mecca,92254,"33.543835, -115.993906",33.543835,-115.993906,"8,768",Q3,No,0,41,Offer B,Yes,41.85,Yes,Yes,Fiber Optic,16,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.2,3645.75,2.21,0,1715.85,5359.39,5,Stayed,0,3259,No
-Female,41,No,No,Yes,Yes,3,United States,California,Salton City,92275,"33.28156, -115.955541",33.28156,-115.955541,799,Q3,Yes,6,5,,Yes,6.7,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,24.3,132.25,0.0,0,33.5,165.75,5,Stayed,0,3181,Yes
-Male,42,No,No,No,No,0,United States,California,Salton City,92275,"33.28156, -115.955541",33.28156,-115.955541,799,Q3,No,0,39,,Yes,48.61,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.35,779.2,0.0,0,1895.79,2674.99,3,Stayed,0,2607,No
-Male,60,No,No,Yes,Yes,1,United States,California,Salton City,92275,"33.28156, -115.955541",33.28156,-115.955541,799,Q3,Yes,1,62,,Yes,16.48,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,24.8,1476.25,0.0,0,1021.76,2498.01,5,Stayed,0,5105,Yes
-Male,45,No,No,No,No,0,United States,California,Salton City,92275,"33.28156, -115.955541",33.28156,-115.955541,799,Q3,No,0,18,Offer D,Yes,12.97,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,23.75,424.5,0.0,0,233.46,657.96,4,Stayed,0,3076,No
-Female,23,Yes,No,Yes,No,0,United States,California,Salton City,92275,"33.28156, -115.955541",33.28156,-115.955541,799,Q3,Yes,2,68,,Yes,8.62,No,Yes,DSL,53,No,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,64.1,4326.25,19.12,0,586.16,4893.29,5,Stayed,0,5553,Yes
-Female,20,Yes,No,Yes,Yes,2,United States,California,Winterhaven,92283,"32.852947, -114.850784",32.852947,-114.850784,"3,663",Q3,No,0,10,Offer D,Yes,6.5,Yes,Yes,Fiber Optic,76,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,85.95,858.6,0.0,0,65.0,923.6,3,Stayed,0,4922,Yes
-Male,40,No,No,Yes,Yes,1,United States,California,Winterhaven,92283,"32.852947, -114.850784",32.852947,-114.850784,"3,663",Q3,Yes,1,70,Offer A,Yes,40.28,Yes,Yes,Fiber Optic,13,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.05,7554.05,0.0,0,2819.6,10373.65,4,Stayed,0,4583,Yes
-Male,31,No,No,No,No,0,United States,California,Winterhaven,92283,"32.852947, -114.850784",32.852947,-114.850784,"3,663",Q3,No,0,2,,Yes,11.19,No,Yes,Fiber Optic,14,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.8,146.65,0.0,10,22.38,179.03,3,Joined,0,3527,No
-Male,57,No,No,No,No,0,United States,California,Winterhaven,92283,"32.852947, -114.850784",32.852947,-114.850784,"3,663",Q3,No,0,19,,Yes,29.55,No,Yes,Fiber Optic,13,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.7,1495.1,26.84,0,561.45,2029.71,3,Stayed,0,2464,No
-Female,49,No,No,Yes,No,0,United States,California,Landers,92285,"34.341737, -116.539416",34.341737,-116.539416,"2,182",Q3,Yes,4,68,Offer A,Yes,41.46,Yes,Yes,DSL,30,Yes,No,No,Yes,No,No,No,No,One Year,No,Bank Withdrawal,58.25,3975.7,0.0,140,2819.28,6934.98,3,Stayed,0,4620,Yes
-Female,51,No,No,Yes,Yes,3,United States,California,Landers,92285,"34.341737, -116.539416",34.341737,-116.539416,"2,182",Q3,Yes,6,23,Offer D,Yes,48.73,No,Yes,Fiber Optic,75,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.3,1702.9,0.0,0,1120.79,2823.69,5,Stayed,0,5903,Yes
-Female,32,No,No,No,Yes,3,United States,California,Landers,92285,"34.341737, -116.539416",34.341737,-116.539416,"2,182",Q3,No,0,25,Offer C,No,0.0,No,Yes,Cable,75,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,35.05,844.45,0.0,0,0.0,844.45,4,Stayed,0,2754,No
-Female,30,No,No,No,No,0,United States,California,Landers,92285,"34.341737, -116.539416",34.341737,-116.539416,"2,182",Q3,No,0,72,,Yes,22.77,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,21.15,1419.4,19.31,0,1639.44,3039.53,5,Stayed,0,5306,No
-Male,26,Yes,No,Yes,No,0,United States,California,Fort Irwin,92310,"35.349241, -116.770281",35.349241,-116.770281,"9,465",Q3,Yes,1,36,,Yes,12.61,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.85,720.05,0.0,0,453.96,1174.01,4,Stayed,0,5744,Yes
-Female,38,No,No,No,No,0,United States,California,Fort Irwin,92310,"35.349241, -116.770281",35.349241,-116.770281,"9,465",Q3,No,0,36,,Yes,46.92,Yes,Yes,DSL,5,No,No,Yes,No,No,No,No,No,One Year,No,Bank Withdrawal,55.8,1941.5,0.0,70,1689.12,3700.62,3,Stayed,0,4770,No
-Female,33,No,No,Yes,Yes,1,United States,California,Fort Irwin,92310,"35.349241, -116.770281",35.349241,-116.770281,"9,465",Q3,Yes,5,2,,Yes,29.03,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71.65,135.75,0.0,0,58.06,193.81,3,Joined,0,3916,Yes
-Male,45,No,No,Yes,Yes,2,United States,California,Fort Irwin,92310,"35.349241, -116.770281",35.349241,-116.770281,"9,465",Q3,Yes,7,63,Offer B,No,0.0,No,Yes,DSL,16,No,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,39.35,2395.05,0.0,0,0.0,2395.05,5,Stayed,0,5374,Yes
-Male,52,No,No,Yes,No,0,United States,California,Barstow,92311,"34.965648, -117.001509",34.965648,-117.001509,"31,293",Q3,Yes,5,72,Offer A,Yes,30.75,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,114.05,8468.2,0.0,0,2214.0,10682.2,3,Stayed,0,4842,Yes
-Female,48,No,No,No,No,0,United States,California,Barstow,92311,"34.965648, -117.001509",34.965648,-117.001509,"31,293",Q3,No,0,50,,No,0.0,No,Yes,DSL,6,No,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,39.7,1932.75,0.0,0,0.0,1932.75,3,Stayed,0,5174,No
-Male,38,No,No,Yes,Yes,3,United States,California,Barstow,92311,"34.965648, -117.001509",34.965648,-117.001509,"31,293",Q3,Yes,6,72,Offer A,Yes,32.22,Yes,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,104.9,7732.65,0.0,0,2319.84,10052.49,4,Stayed,0,6378,Yes
-Male,30,No,No,Yes,No,0,United States,California,Grand Terrace,92313,"34.029175, -117.307211",34.029175,-117.307211,"11,024",Q3,No,0,35,,Yes,24.83,Yes,Yes,Fiber Optic,51,No,No,No,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,89.85,3161.2,0.0,20,869.05,4050.25,3,Stayed,0,4945,Yes
-Female,38,No,No,Yes,Yes,1,United States,California,Grand Terrace,92313,"34.029175, -117.307211",34.029175,-117.307211,"11,024",Q3,Yes,6,48,,No,0.0,No,Yes,DSL,16,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,29.5,1423.05,0.0,0,0.0,1423.05,4,Stayed,0,3194,Yes
-Female,20,Yes,No,No,No,0,United States,California,Grand Terrace,92313,"34.029175, -117.307211",34.029175,-117.307211,"11,024",Q3,No,0,41,,Yes,36.7,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,106.5,4282.4,0.0,0,1504.7,5787.1,4,Stayed,0,4434,No
-Female,22,Yes,No,Yes,No,0,United States,California,Grand Terrace,92313,"34.029175, -117.307211",34.029175,-117.307211,"11,024",Q3,Yes,4,48,Offer B,Yes,39.25,Yes,Yes,Fiber Optic,51,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,105.1,5083.55,0.0,0,1884.0,6967.55,3,Stayed,0,3109,Yes
-Female,49,No,No,Yes,Yes,1,United States,California,Big Bear Lake,92315,"34.242058, -116.89802",34.242058,-116.89802,"5,447",Q3,Yes,8,16,Offer D,Yes,46.45,Yes,Yes,Fiber Optic,12,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,112.95,1882.55,0.0,0,743.2,2625.75,3,Stayed,0,2683,Yes
-Male,34,No,No,Yes,No,0,United States,California,Big Bear Lake,92315,"34.242058, -116.89802",34.242058,-116.89802,"5,447",Q3,Yes,3,72,Offer A,Yes,45.05,Yes,Yes,Cable,9,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,79.55,5810.9,0.0,0,3243.6,9054.5,3,Stayed,0,4766,Yes
-Male,59,No,No,No,No,0,United States,California,Big Bear Lake,92315,"34.242058, -116.89802",34.242058,-116.89802,"5,447",Q3,No,0,26,Offer C,Yes,39.63,No,Yes,Fiber Optic,29,No,Yes,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,75.5,2018.1,0.0,0,1030.38,3048.48,4,Stayed,0,5184,No
-Female,44,No,No,No,Yes,1,United States,California,Big Bear Lake,92315,"34.242058, -116.89802",34.242058,-116.89802,"5,447",Q3,No,0,35,,Yes,25.52,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.1,644.5,0.0,0,893.2,1537.7,4,Stayed,0,3726,No
-Female,30,No,No,Yes,No,0,United States,California,Death Valley,92328,"36.27688, -117.033326",36.27688,-117.033326,443,Q3,Yes,10,52,Offer B,Yes,5.32,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,25.05,1270.25,0.0,0,276.64,1546.89,4,Stayed,0,5674,Yes
-Female,61,No,No,Yes,No,0,United States,California,Death Valley,92328,"36.27688, -117.033326",36.27688,-117.033326,443,Q3,Yes,10,40,,Yes,39.97,Yes,Yes,Fiber Optic,17,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,78.85,3126.85,0.0,0,1598.8,4725.65,4,Stayed,0,5257,Yes
-Male,36,No,No,Yes,No,0,United States,California,Death Valley,92328,"36.27688, -117.033326",36.27688,-117.033326,443,Q3,Yes,6,60,,Yes,4.59,Yes,Yes,Fiber Optic,9,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,109.45,6572.85,0.0,0,275.4,6848.25,4,Stayed,0,4350,Yes
-Female,40,No,No,Yes,Yes,2,United States,California,Death Valley,92328,"36.27688, -117.033326",36.27688,-117.033326,443,Q3,Yes,7,54,Offer B,Yes,4.33,Yes,Yes,DSL,12,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86.2,4524.05,0.0,0,233.82,4757.87,3,Stayed,0,6275,Yes
-Male,26,Yes,No,Yes,Yes,3,United States,California,Essex,92332,"34.9436, -115.287901",34.9436,-115.287901,115,Q3,Yes,4,8,,Yes,22.14,No,Yes,Fiber Optic,82,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.75,759.55,0.0,0,177.12,936.67,5,Stayed,0,5505,Yes
-Male,50,No,No,Yes,No,0,United States,California,Essex,92332,"34.9436, -115.287901",34.9436,-115.287901,115,Q3,Yes,10,69,Offer A,Yes,3.81,Yes,Yes,Fiber Optic,4,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,99.5,6841.45,0.0,0,262.89,7104.34,4,Stayed,0,4237,Yes
-Male,20,Yes,No,No,No,0,United States,California,Essex,92332,"34.9436, -115.287901",34.9436,-115.287901,115,Q3,No,0,55,,Yes,12.28,No,Yes,DSL,48,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,59.2,3175.85,0.0,0,675.4,3851.25,3,Stayed,0,5162,No
-Female,27,Yes,No,No,No,0,United States,California,Essex,92332,"34.9436, -115.287901",34.9436,-115.287901,115,Q3,No,0,46,Offer B,Yes,30.6,No,Yes,Fiber Optic,59,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,95.65,4664.2,0.0,0,1407.6,6071.8,3,Stayed,0,4727,No
-Female,53,No,No,No,No,0,United States,California,Fontana,92335,"34.087558, -117.464096",34.087558,-117.464096,"82,630",Q3,No,0,64,Offer B,Yes,4.03,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,24.7,1642.75,0.0,0,257.92,1900.67,5,Stayed,0,5655,No
-Male,29,Yes,No,No,Yes,3,United States,California,Fontana,92335,"34.087558, -117.464096",34.087558,-117.464096,"82,630",Q3,No,0,18,Offer D,Yes,41.08,Yes,Yes,Fiber Optic,48,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,80.55,1406.65,0.0,0,739.44,2146.09,5,Stayed,0,5334,No
-Male,30,No,No,No,No,0,United States,California,Fontana,92335,"34.087558, -117.464096",34.087558,-117.464096,"82,630",Q3,No,0,1,,Yes,11.1,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,20.05,0.0,0,11.1,31.15,4,Joined,0,2313,No
-Male,28,Yes,No,Yes,Yes,2,United States,California,Fontana,92335,"34.087558, -117.464096",34.087558,-117.464096,"82,630",Q3,Yes,7,71,Offer A,Yes,39.09,Yes,Yes,Fiber Optic,69,Yes,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,97.2,6910.3,0.0,0,2775.39,9685.69,3,Stayed,0,4603,Yes
-Female,20,Yes,No,Yes,No,0,United States,California,Forest Falls,92339,"34.067699, -116.903891",34.067699,-116.903891,958,Q3,Yes,10,61,Offer B,Yes,20.09,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,24.4,1417.9,0.0,0,1225.49,2643.39,5,Stayed,0,4900,Yes
-Male,24,Yes,No,Yes,No,0,United States,California,Forest Falls,92339,"34.067699, -116.903891",34.067699,-116.903891,958,Q3,Yes,5,55,,Yes,36.17,No,Yes,DSL,69,Yes,No,No,No,No,Yes,Yes,No,One Year,No,Credit Card,59.45,3157.0,0.0,40,1989.35,5186.35,4,Stayed,0,5712,Yes
-Female,45,No,No,No,No,0,United States,California,Forest Falls,92339,"34.067699, -116.903891",34.067699,-116.903891,958,Q3,No,0,1,,Yes,10.83,No,Yes,DSL,15,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,49.55,49.55,0.0,0,10.83,60.38,4,Joined,0,5277,No
-Female,35,No,No,Yes,No,0,United States,California,Forest Falls,92339,"34.067699, -116.903891",34.067699,-116.903891,958,Q3,Yes,7,64,Offer B,Yes,35.92,No,Yes,Fiber Optic,11,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99.0,6375.8,0.0,0,2298.88,8674.68,4,Stayed,0,5483,Yes
-Female,24,Yes,No,Yes,No,0,United States,California,Hesperia,92345,"34.361387, -117.337509",34.361387,-117.337509,"68,515",Q3,Yes,4,30,Offer C,Yes,15.94,No,Yes,DSL,53,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,80.8,2369.3,0.0,0,478.2,2847.5,5,Stayed,0,4274,Yes
-Male,54,No,No,No,No,0,United States,California,Hesperia,92345,"34.361387, -117.337509",34.361387,-117.337509,"68,515",Q3,No,0,34,,Yes,20.47,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,26.1,980.35,0.0,0,695.98,1676.33,3,Stayed,0,2026,No
-Female,53,No,No,Yes,No,0,United States,California,Hesperia,92345,"34.361387, -117.337509",34.361387,-117.337509,"68,515",Q3,Yes,7,72,Offer A,Yes,17.28,Yes,Yes,DSL,11,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,82.65,5919.35,0.0,0,1244.16,7163.51,3,Stayed,0,4324,Yes
-Female,54,No,No,No,No,0,United States,California,Hesperia,92345,"34.361387, -117.337509",34.361387,-117.337509,"68,515",Q3,No,0,15,,Yes,15.28,No,Yes,Fiber Optic,16,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.0,1505.45,0.0,0,229.2,1734.65,3,Stayed,0,4521,No
-Male,45,No,No,Yes,No,0,United States,California,Highland,92346,"34.129677, -117.154277",34.129677,-117.154277,"48,245",Q3,Yes,10,2,,Yes,34.38,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.0,38.0,0.0,0,68.76,106.76,4,Joined,0,4823,Yes
-Female,64,No,No,No,No,0,United States,California,Highland,92346,"34.129677, -117.154277",34.129677,-117.154277,"48,245",Q3,No,0,3,,Yes,31.81,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.2,65.95,0.0,0,95.43,161.38,5,Joined,0,4369,No
-Male,40,No,No,No,No,0,United States,California,Highland,92346,"34.129677, -117.154277",34.129677,-117.154277,"48,245",Q3,No,0,15,,Yes,11.75,Yes,Yes,DSL,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.0,749.25,0.0,0,176.25,925.5,3,Stayed,0,2597,No
-Male,52,No,No,No,Yes,2,United States,California,Lake Arrowhead,92352,"34.2565, -117.19335",34.2565,-117.19335,"9,793",Q3,No,0,6,,Yes,15.5,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.65,100.9,0.0,0,93.0,193.9,5,Stayed,0,2231,No
-Female,41,No,No,No,No,0,United States,California,Lake Arrowhead,92352,"34.2565, -117.19335",34.2565,-117.19335,"9,793",Q3,No,0,33,,Yes,10.28,Yes,Yes,Cable,7,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,59.4,1952.8,0.0,0,339.24,2292.04,3,Stayed,0,2853,No
-Female,50,No,No,No,No,0,United States,California,Lake Arrowhead,92352,"34.2565, -117.19335",34.2565,-117.19335,"9,793",Q3,No,0,11,,Yes,1.87,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,25.2,245.15,0.0,0,20.57,265.72,4,Stayed,0,4998,No
-Female,35,No,No,Yes,Yes,2,United States,California,Lake Arrowhead,92352,"34.2565, -117.19335",34.2565,-117.19335,"9,793",Q3,Yes,3,57,Offer B,Yes,42.18,No,Yes,Fiber Optic,22,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,95.0,5535.8,0.0,0,2404.26,7940.06,5,Stayed,0,6245,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,Loma Linda,92354,"34.049315, -117.255974",34.049315,-117.255974,"18,068",Q3,Yes,8,24,Offer C,Yes,44.06,No,Yes,DSL,59,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.45,1614.05,0.0,0,1057.44,2671.49,5,Stayed,0,4208,Yes
-Male,25,Yes,No,Yes,Yes,2,United States,California,Loma Linda,92354,"34.049315, -117.255974",34.049315,-117.255974,"18,068",Q3,Yes,6,45,,Yes,33.45,Yes,Yes,Fiber Optic,69,No,Yes,Yes,No,No,Yes,Yes,No,One Year,Yes,Credit Card,95.0,4368.85,0.0,60,1505.25,5934.1,4,Stayed,0,2719,Yes
-Female,63,No,No,No,No,0,United States,California,Loma Linda,92354,"34.049315, -117.255974",34.049315,-117.255974,"18,068",Q3,No,0,5,,Yes,5.41,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,25.45,134.75,0.0,0,27.05,161.8,3,Stayed,0,4855,No
-Male,20,Yes,No,Yes,Yes,1,United States,California,Loma Linda,92354,"34.049315, -117.255974",34.049315,-117.255974,"18,068",Q3,Yes,3,14,,Yes,10.74,No,Yes,DSL,59,Yes,Yes,No,No,No,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,61.4,815.55,0.0,20,150.36,985.91,4,Stayed,0,3186,Yes
-Male,25,Yes,No,No,No,0,United States,California,Needles,92363,"34.711224, -114.702256",34.711224,-114.702256,"5,488",Q3,No,0,70,Offer A,No,0.0,No,Yes,DSL,59,No,No,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Mailed Check,40.05,2799.75,0.0,0,0.0,2799.75,5,Stayed,0,5055,No
-Female,53,No,No,Yes,No,0,United States,California,Needles,92363,"34.711224, -114.702256",34.711224,-114.702256,"5,488",Q3,No,0,72,Offer A,No,0.0,No,Yes,DSL,6,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,64.45,4528.0,0.0,0,0.0,4528.0,4,Stayed,0,5265,Yes
-Female,49,No,No,Yes,Yes,4,United States,California,Needles,92363,"34.711224, -114.702256",34.711224,-114.702256,"5,488",Q3,Yes,5,40,,Yes,49.22,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,26.2,1077.5,0.0,0,1968.8,3046.3,3,Stayed,0,2211,Yes
-Female,33,No,No,No,No,0,United States,California,Needles,92363,"34.711224, -114.702256",34.711224,-114.702256,"5,488",Q3,No,0,38,Offer C,Yes,41.63,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.05,741.5,0.0,0,1581.94,2323.44,5,Stayed,0,2295,No
-Male,56,No,No,Yes,No,0,United States,California,Rialto,92376,"34.109775, -117.378904",34.109775,-117.378904,"75,882",Q3,Yes,7,24,Offer C,Yes,1.02,No,Yes,Cable,3,Yes,No,No,Yes,No,No,No,No,Month-to-Month,No,Mailed Check,53.6,1315.35,0.0,120,24.48,1459.83,3,Stayed,0,2977,Yes
-Female,24,Yes,No,Yes,No,0,United States,California,Rialto,92376,"34.109775, -117.378904",34.109775,-117.378904,"75,882",Q3,Yes,5,67,Offer A,Yes,1.36,Yes,Yes,DSL,82,Yes,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,75.5,5229.45,0.0,0,91.12,5320.57,3,Stayed,0,5420,Yes
-Female,24,Yes,No,Yes,Yes,3,United States,California,Rialto,92376,"34.109775, -117.378904",34.109775,-117.378904,"75,882",Q3,Yes,1,47,,Yes,2.56,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.3,890.5,0.0,0,120.32,1010.82,4,Stayed,0,5829,Yes
-Female,35,No,No,Yes,Yes,1,United States,California,Rialto,92376,"34.109775, -117.378904",34.109775,-117.378904,"75,882",Q3,Yes,5,72,Offer A,Yes,32.59,Yes,Yes,DSL,14,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,79.5,5661.7,0.0,0,2346.48,8008.18,3,Stayed,0,4390,Yes
-Male,26,Yes,No,No,No,0,United States,California,San Bernardino,92407,"34.250069, -117.393949",34.250069,-117.393949,"49,355",Q3,No,0,72,Offer A,Yes,44.46,Yes,Yes,DSL,48,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,88.6,6201.95,0.0,0,3201.12,9403.07,3,Stayed,0,5842,No
-Female,30,No,No,No,No,0,United States,California,San Bernardino,92407,"34.250069, -117.393949",34.250069,-117.393949,"49,355",Q3,No,0,7,,Yes,48.16,No,Yes,DSL,85,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,66.85,458.1,0.0,0,337.12,795.22,4,Stayed,0,4858,No
-Male,59,No,No,No,No,0,United States,California,San Bernardino,92407,"34.250069, -117.393949",34.250069,-117.393949,"49,355",Q3,No,0,6,Offer E,Yes,18.65,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.1,435.0,0.0,0,111.9,546.9,4,Stayed,0,5741,No
-Male,28,Yes,No,No,No,0,United States,California,San Bernardino,92407,"34.250069, -117.393949",34.250069,-117.393949,"49,355",Q3,No,0,26,Offer C,Yes,29.07,No,Yes,Cable,42,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.45,1233.15,0.0,0,755.82,1988.97,3,Stayed,0,5451,No
-Male,32,No,No,Yes,No,0,United States,California,Riverside,92507,"33.976328, -117.319786",33.976328,-117.319786,"48,649",Q3,Yes,7,28,Offer C,Yes,28.86,No,Yes,Cable,24,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,60.9,1785.65,0.0,0,808.08,2593.73,3,Stayed,0,3851,Yes
-Male,20,Yes,No,No,Yes,1,United States,California,Riverside,92507,"33.976328, -117.319786",33.976328,-117.319786,"48,649",Q3,No,0,6,,Yes,17.53,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.55,128.6,0.0,0,105.18,233.78,4,Stayed,0,2309,No
-Female,20,Yes,No,No,Yes,1,United States,California,Riverside,92507,"33.976328, -117.319786",33.976328,-117.319786,"48,649",Q3,No,0,66,Offer A,Yes,27.09,Yes,Yes,Fiber Optic,51,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,90.95,5930.05,0.0,0,1787.94,7717.99,3,Stayed,0,6204,No
-Female,32,No,No,Yes,Yes,2,United States,California,Riverside,92507,"33.976328, -117.319786",33.976328,-117.319786,"48,649",Q3,Yes,3,37,Offer C,Yes,1.12,No,Yes,Cable,23,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,75.1,2658.8,0.0,0,41.44,2700.24,3,Stayed,0,4131,Yes
-Male,63,No,No,No,Yes,2,United States,California,Hemet,92545,"33.734933, -117.044145",33.734933,-117.044145,"25,694",Q3,No,0,11,Offer D,Yes,47.12,Yes,Yes,Fiber Optic,23,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,78.0,851.8,0.0,0,518.32,1370.12,5,Stayed,0,4886,No
-Female,33,No,No,Yes,No,0,United States,California,Hemet,92545,"33.734933, -117.044145",33.734933,-117.044145,"25,694",Q3,Yes,2,57,Offer B,Yes,10.05,Yes,Yes,DSL,16,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.5,4845.4,0.0,0,572.85,5418.25,3,Stayed,0,5928,Yes
-Male,48,No,No,Yes,Yes,2,United States,California,Hemet,92545,"33.734933, -117.044145",33.734933,-117.044145,"25,694",Q3,Yes,1,1,,Yes,41.1,No,Yes,DSL,18,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.55,44.55,0.0,0,41.1,85.65,4,Joined,0,3408,Yes
-Male,24,Yes,No,Yes,No,0,United States,California,Hemet,92545,"33.734933, -117.044145",33.734933,-117.044145,"25,694",Q3,Yes,5,64,,Yes,32.93,Yes,Yes,DSL,26,No,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,70.15,4480.7,0.0,0,2107.52,6588.22,4,Stayed,0,5037,Yes
-Female,42,No,No,No,No,0,United States,California,Mountain Center,92561,"33.638645, -116.55783",33.638645,-116.55783,"1,500",Q3,No,0,56,Offer B,Yes,2.5,Yes,Yes,Fiber Optic,3,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.45,5916.95,0.0,0,140.0,6056.95,3,Stayed,0,4212,No
-Female,52,No,No,No,No,0,United States,California,Mountain Center,92561,"33.638645, -116.55783",33.638645,-116.55783,"1,500",Q3,No,0,13,,Yes,26.57,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,20.2,273.25,0.0,0,345.41,618.66,5,Stayed,0,2953,No
-Female,28,Yes,No,No,No,0,United States,California,Mountain Center,92561,"33.638645, -116.55783",33.638645,-116.55783,"1,500",Q3,No,0,53,,Yes,28.46,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.25,1048.45,0.0,0,1508.38,2556.83,4,Stayed,0,4218,No
-Male,59,No,No,No,No,0,United States,California,Mountain Center,92561,"33.638645, -116.55783",33.638645,-116.55783,"1,500",Q3,No,0,33,Offer C,Yes,17.63,No,Yes,Fiber Optic,19,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.0,2576.8,0.0,0,581.79,3158.59,3,Stayed,0,4396,No
-Male,29,Yes,No,Yes,Yes,2,United States,California,Sun City,92585,"33.739412, -117.173334",33.739412,-117.173334,"8,692",Q3,Yes,1,55,Offer B,Yes,41.89,Yes,Yes,Fiber Optic,52,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,85.5,4713.4,0.0,0,2303.95,7017.35,4,Stayed,0,6411,Yes
-Female,45,No,No,No,No,0,United States,California,Sun City,92585,"33.739412, -117.173334",33.739412,-117.173334,"8,692",Q3,No,0,19,,Yes,18.57,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.25,383.65,0.0,0,352.83,736.48,4,Stayed,0,5586,No
-Male,22,Yes,No,Yes,Yes,2,United States,California,Sun City,92585,"33.739412, -117.173334",33.739412,-117.173334,"8,692",Q3,Yes,3,10,,Yes,36.37,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.35,253.5,0.0,0,363.7,617.2,4,Stayed,0,2299,Yes
-Male,26,Yes,No,Yes,No,0,United States,California,Sun City,92585,"33.739412, -117.173334",33.739412,-117.173334,"8,692",Q3,Yes,4,52,,Yes,49.82,No,Yes,Fiber Optic,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,106.3,5487.0,0.0,0,2590.64,8077.64,3,Stayed,0,4969,Yes
-Male,47,No,No,Yes,Yes,2,United States,California,Irvine,92604,"33.688546, -117.788091",33.688546,-117.788091,"27,369",Q3,Yes,5,70,Offer A,Yes,48.57,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.05,1360.25,0.0,0,3399.9,4760.15,3,Stayed,0,4485,Yes
-Male,61,No,No,No,No,0,United States,California,Irvine,92604,"33.688546, -117.788091",33.688546,-117.788091,"27,369",Q3,No,0,2,,Yes,6.34,No,Yes,Cable,28,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,50.2,109.25,0.0,10,12.68,131.93,4,Joined,0,4697,No
-Female,38,No,No,Yes,Yes,3,United States,California,Irvine,92604,"33.688546, -117.788091",33.688546,-117.788091,"27,369",Q3,Yes,1,24,Offer C,Yes,4.47,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.9,533.5,0.0,0,107.28,640.78,4,Stayed,0,4158,Yes
-Male,51,No,No,No,Yes,3,United States,California,Irvine,92604,"33.688546, -117.788091",33.688546,-117.788091,"27,369",Q3,No,0,33,Offer C,Yes,21.16,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.15,682.15,0.0,0,698.28,1380.43,3,Stayed,0,5759,No
-Male,60,No,No,No,No,0,United States,California,Irvine,92614,"33.680302, -117.833296",33.680302,-117.833296,"22,499",Q3,No,0,12,Offer D,Yes,33.36,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.55,1021.75,0.0,0,400.32,1422.07,4,Stayed,0,2325,No
-Male,42,No,No,Yes,No,0,United States,California,Irvine,92614,"33.680302, -117.833296",33.680302,-117.833296,"22,499",Q3,Yes,4,71,,Yes,6.19,Yes,Yes,Fiber Optic,9,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,116.25,8564.75,0.0,0,439.49,9004.24,3,Stayed,0,6124,Yes
-Female,57,No,No,Yes,Yes,1,United States,California,Irvine,92614,"33.680302, -117.833296",33.680302,-117.833296,"22,499",Q3,Yes,3,15,,Yes,37.9,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,284.3,0.0,0,568.5,852.8,4,Stayed,0,3591,Yes
-Male,28,Yes,No,No,No,0,United States,California,Irvine,92614,"33.680302, -117.833296",33.680302,-117.833296,"22,499",Q3,No,0,21,,Yes,16.16,No,Yes,DSL,42,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,65.35,1424.4,0.0,0,339.36,1763.76,3,Stayed,0,2887,No
-Female,22,Yes,No,No,No,0,United States,California,Huntington Beach,92649,"33.721917, -118.043237",33.721917,-118.043237,"32,304",Q3,No,0,65,,Yes,26.83,Yes,Yes,Fiber Optic,59,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.05,6744.25,0.0,0,1743.95,8488.2,5,Stayed,0,5742,No
-Male,61,No,No,Yes,Yes,2,United States,California,Huntington Beach,92649,"33.721917, -118.043237",33.721917,-118.043237,"32,304",Q3,Yes,6,52,Offer B,Yes,49.51,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,25.75,1345.85,0.0,0,2574.52,3920.37,3,Stayed,0,4676,Yes
-Female,52,No,No,Yes,Yes,2,United States,California,Huntington Beach,92649,"33.721917, -118.043237",33.721917,-118.043237,"32,304",Q3,Yes,1,46,Offer B,Yes,24.33,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.25,864.2,0.0,0,1119.18,1983.38,5,Stayed,0,5596,Yes
-Male,24,Yes,No,Yes,Yes,1,United States,California,Huntington Beach,92649,"33.721917, -118.043237",33.721917,-118.043237,"32,304",Q3,Yes,4,35,Offer C,Yes,41.02,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.05,746.75,0.0,0,1435.7,2182.45,3,Stayed,0,3942,Yes
-Male,35,No,No,No,No,0,United States,California,Laguna Hills,92653,"33.606899, -117.717854",33.606899,-117.717854,"48,273",Q3,No,0,15,,Yes,3.49,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.75,311.6,0.0,0,52.35,363.95,5,Stayed,0,4123,No
-Female,26,Yes,No,No,No,0,United States,California,Laguna Hills,92653,"33.606899, -117.717854",33.606899,-117.717854,"48,273",Q3,No,0,36,,Yes,13.9,No,Yes,Cable,73,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,85.85,3003.55,0.0,0,500.4,3503.95,4,Stayed,0,4898,No
-Male,38,No,No,No,No,0,United States,California,Laguna Hills,92653,"33.606899, -117.717854",33.606899,-117.717854,"48,273",Q3,No,0,46,Offer B,Yes,41.1,Yes,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,72.8,3249.4,0.0,0,1890.6,5140.0,4,Stayed,0,2642,No
-Female,48,No,No,Yes,Yes,1,United States,California,Laguna Hills,92653,"33.606899, -117.717854",33.606899,-117.717854,"48,273",Q3,Yes,4,12,,No,0.0,No,Yes,DSL,22,No,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,30.25,368.85,0.0,0,0.0,368.85,4,Stayed,0,5988,Yes
-Female,26,Yes,No,Yes,Yes,3,United States,California,Aliso Viejo,92656,"33.571259, -117.731917",33.571259,-117.731917,"41,237",Q3,Yes,9,72,,Yes,34.69,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,115.6,8220.4,0.0,140,2497.68,10858.08,3,Stayed,0,5633,Yes
-Male,22,Yes,No,Yes,Yes,2,United States,California,Aliso Viejo,92656,"33.571259, -117.731917",33.571259,-117.731917,"41,237",Q3,Yes,9,72,,Yes,41.18,Yes,Yes,Fiber Optic,52,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,104.9,7537.5,0.0,0,2964.96,10502.46,3,Stayed,0,4927,Yes
-Male,31,No,No,Yes,Yes,1,United States,California,Aliso Viejo,92656,"33.571259, -117.731917",33.571259,-117.731917,"41,237",Q3,Yes,9,53,Offer B,Yes,2.11,No,Yes,DSL,19,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Credit Card,65.0,3363.8,0.0,0,111.83,3475.63,3,Stayed,0,5534,Yes
-Female,57,No,No,No,No,0,United States,California,Aliso Viejo,92656,"33.571259, -117.731917",33.571259,-117.731917,"41,237",Q3,No,0,28,Offer C,Yes,11.32,No,Yes,DSL,11,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,59.9,1654.7,0.0,0,316.96,1971.66,3,Stayed,0,4131,No
-Male,51,No,No,No,No,0,United States,California,San Clemente,92673,"33.4725, -117.584273",33.4725,-117.584273,"15,297",Q3,No,0,11,,Yes,1.01,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.2,760.05,0.0,0,11.11,771.16,5,Stayed,0,2535,No
-Female,44,No,No,No,No,0,United States,California,San Clemente,92673,"33.4725, -117.584273",33.4725,-117.584273,"15,297",Q3,No,0,69,,Yes,1.85,Yes,Yes,Fiber Optic,13,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,104.0,7028.5,0.0,0,127.65,7156.15,5,Stayed,0,5902,No
-Male,31,No,No,Yes,Yes,1,United States,California,San Clemente,92673,"33.4725, -117.584273",33.4725,-117.584273,"15,297",Q3,Yes,10,70,Offer A,Yes,9.33,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.4,1782.05,0.0,0,653.1,2435.15,4,Stayed,0,4954,Yes
-Female,63,No,No,No,No,0,United States,California,San Clemente,92673,"33.4725, -117.584273",33.4725,-117.584273,"15,297",Q3,No,0,1,,Yes,16.42,No,Yes,Cable,21,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,48.45,48.45,0.0,0,16.42,64.87,3,Joined,0,5838,No
-Male,54,No,No,No,No,0,United States,California,San Juan Capistrano,92675,"33.521447, -117.602555",33.521447,-117.602555,"34,321",Q3,No,0,1,,Yes,14.97,No,Yes,DSL,5,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,49.3,49.3,0.0,10,14.97,74.27,3,Joined,0,4209,No
-Female,57,No,No,Yes,No,0,United States,California,San Juan Capistrano,92675,"33.521447, -117.602555",33.521447,-117.602555,"34,321",Q3,Yes,7,50,Offer B,Yes,20.79,Yes,Yes,Fiber Optic,7,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,104.4,5232.9,0.0,0,1039.5,6272.4,3,Stayed,0,6100,Yes
-Male,58,No,No,Yes,No,0,United States,California,San Juan Capistrano,92675,"33.521447, -117.602555",33.521447,-117.602555,"34,321",Q3,Yes,2,17,Offer D,Yes,10.11,Yes,Yes,Fiber Optic,2,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,102.55,1742.5,0.0,0,171.87,1914.37,5,Stayed,0,3803,Yes
-Female,20,Yes,No,Yes,Yes,3,United States,California,San Juan Capistrano,92675,"33.521447, -117.602555",33.521447,-117.602555,"34,321",Q3,Yes,5,18,,Yes,20.0,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.35,309.25,0.0,0,360.0,669.25,5,Stayed,0,2269,Yes
-Male,49,No,No,Yes,Yes,1,United States,California,Westminster,92683,"33.752591, -117.993661",33.752591,-117.993661,"88,230",Q3,Yes,3,59,,Yes,41.09,Yes,Yes,Fiber Optic,16,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,99.5,5861.75,0.0,0,2424.31,8286.06,4,Stayed,0,4583,Yes
-Female,46,No,No,Yes,No,0,United States,California,Westminster,92683,"33.752591, -117.993661",33.752591,-117.993661,"88,230",Q3,Yes,8,70,,No,0.0,No,Yes,Cable,26,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,49.85,3370.2,0.0,0,0.0,3370.2,3,Stayed,0,5460,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,Westminster,92683,"33.752591, -117.993661",33.752591,-117.993661,"88,230",Q3,Yes,6,26,Offer C,Yes,34.12,No,Yes,DSL,58,No,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,73.5,1905.7,17.03,70,887.12,2845.79,5,Stayed,0,3596,Yes
-Male,61,No,No,Yes,No,0,United States,California,Westminster,92683,"33.752591, -117.993661",33.752591,-117.993661,"88,230",Q3,Yes,10,1,,Yes,17.68,No,Yes,Cable,9,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,55.7,55.7,0.0,0,17.68,73.38,4,Joined,0,5664,Yes
-Male,19,Yes,No,Yes,No,0,United States,California,Mission Viejo,92691,"33.611945, -117.665867",33.611945,-117.665867,"46,371",Q3,Yes,3,71,,Yes,2.43,No,Yes,Cable,58,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,70.85,4973.4,0.0,0,172.53,5145.93,4,Stayed,0,5328,Yes
-Female,31,No,No,Yes,No,0,United States,California,Mission Viejo,92691,"33.611945, -117.665867",33.611945,-117.665867,"46,371",Q3,Yes,9,66,,Yes,36.36,Yes,Yes,Cable,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,89.9,5958.85,0.0,0,2399.76,8358.61,3,Stayed,0,4082,Yes
-Male,46,No,No,Yes,No,0,United States,California,Mission Viejo,92691,"33.611945, -117.665867",33.611945,-117.665867,"46,371",Q3,Yes,10,50,Offer B,Yes,38.29,Yes,Yes,Fiber Optic,16,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,98.25,4858.7,3.55,0,1914.5,6769.65,4,Stayed,0,5154,Yes
-Male,60,No,No,No,No,0,United States,California,Mission Viejo,92691,"33.611945, -117.665867",33.611945,-117.665867,"46,371",Q3,No,0,59,,Yes,16.8,No,Yes,Cable,18,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,64.65,3735.45,0.0,0,991.2,4726.65,3,Stayed,0,5687,No
-Female,23,Yes,No,No,No,0,United States,California,Santa Ana,92703,"33.748635, -117.906125",33.748635,-117.906125,"70,011",Q3,No,0,11,,No,0.0,No,Yes,DSL,59,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,40.4,422.6,0.0,0,0.0,422.6,5,Stayed,0,2133,No
-Female,64,No,No,Yes,No,0,United States,California,Santa Ana,92703,"33.748635, -117.906125",33.748635,-117.906125,"70,011",Q3,Yes,10,71,,Yes,4.71,No,Yes,DSL,29,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,64.05,4492.9,0.0,0,334.41,4827.31,4,Stayed,0,4374,Yes
-Female,23,Yes,No,Yes,Yes,2,United States,California,Santa Ana,92703,"33.748635, -117.906125",33.748635,-117.906125,"70,011",Q3,Yes,7,51,Offer B,No,0.0,No,Yes,Cable,27,Yes,No,No,Yes,No,No,Yes,Yes,Two Year,No,Bank Withdrawal,34.2,1782.0,9.39,0,0.0,1772.61,4,Stayed,0,6404,Yes
-Female,40,No,No,Yes,Yes,2,United States,California,Santa Ana,92703,"33.748635, -117.906125",33.748635,-117.906125,"70,011",Q3,Yes,1,54,,Yes,28.87,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,24.75,1342.15,0.0,0,1558.98,2901.13,3,Stayed,0,6466,Yes
-Female,32,No,No,Yes,Yes,3,United States,California,Santa Ana,92704,"33.719869, -117.907063",33.719869,-117.907063,"91,188",Q3,Yes,2,60,,Yes,23.68,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.25,1103.25,0.0,0,1420.8,2524.05,4,Stayed,0,6134,Yes
-Male,34,No,No,Yes,Yes,1,United States,California,Santa Ana,92704,"33.719869, -117.907063",33.719869,-117.907063,"91,188",Q3,Yes,9,38,,Yes,24.22,Yes,Yes,Fiber Optic,14,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,101.15,3956.7,0.0,0,920.36,4877.06,3,Stayed,0,3738,Yes
-Female,48,No,No,No,No,0,United States,California,Santa Ana,92704,"33.719869, -117.907063",33.719869,-117.907063,"91,188",Q3,No,0,9,,Yes,40.73,No,Yes,DSL,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,43.75,405.7,5.9,0,366.57,766.37,3,Stayed,0,5644,No
-Male,40,No,No,Yes,Yes,3,United States,California,Santa Ana,92704,"33.719869, -117.907063",33.719869,-117.907063,"91,188",Q3,Yes,1,51,,Yes,42.55,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,23.95,1216.35,0.0,0,2170.05,3386.4,5,Stayed,0,5895,Yes
-Male,32,No,No,Yes,No,0,United States,California,Garden Grove,92840,"33.787165, -117.931889",33.787165,-117.931889,"50,641",Q3,Yes,1,72,,Yes,47.83,Yes,Yes,Fiber Optic,27,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,111.9,8071.05,0.0,0,3443.76,11514.81,3,Stayed,0,6437,Yes
-Male,44,No,No,Yes,No,0,United States,California,Garden Grove,92840,"33.787165, -117.931889",33.787165,-117.931889,"50,641",Q3,Yes,7,44,,Yes,32.22,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,24.85,1013.6,0.0,0,1417.68,2431.28,3,Stayed,0,5331,Yes
-Female,27,Yes,No,Yes,No,0,United States,California,Garden Grove,92840,"33.787165, -117.931889",33.787165,-117.931889,"50,641",Q3,Yes,1,68,Offer A,Yes,1.29,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,118.6,7990.05,38.57,0,87.72,8039.2,4,Stayed,0,4175,Yes
-Male,50,No,No,No,No,0,United States,California,Garden Grove,92840,"33.787165, -117.931889",33.787165,-117.931889,"50,641",Q3,No,0,4,,No,0.0,No,Yes,DSL,23,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,42.4,146.4,0.0,0,0.0,146.4,4,Stayed,0,4282,No
-Male,45,No,No,No,No,0,United States,California,Villa Park,92861,"33.817473, -117.810462",33.817473,-117.810462,"5,935",Q3,No,0,16,,No,0.0,No,Yes,DSL,27,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,54.85,916.15,0.0,0,0.0,916.15,4,Stayed,0,2136,No
-Male,50,No,No,Yes,Yes,2,United States,California,Villa Park,92861,"33.817473, -117.810462",33.817473,-117.810462,"5,935",Q3,Yes,6,30,,Yes,12.49,Yes,Yes,DSL,19,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.45,1588.7,0.0,0,374.7,1963.4,4,Stayed,0,2613,Yes
-Female,30,No,No,Yes,Yes,2,United States,California,Villa Park,92861,"33.817473, -117.810462",33.817473,-117.810462,"5,935",Q3,Yes,1,35,Offer C,Yes,18.29,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.65,708.8,0.0,0,640.15,1348.95,3,Stayed,0,3739,Yes
-Male,50,No,No,Yes,Yes,2,United States,California,Villa Park,92861,"33.817473, -117.810462",33.817473,-117.810462,"5,935",Q3,Yes,1,22,Offer D,Yes,37.7,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.25,488.25,0.0,0,829.4,1317.65,3,Stayed,0,3339,Yes
-Male,53,No,No,Yes,No,0,United States,California,Orange,92866,"33.784597, -117.844535",33.784597,-117.844535,"15,396",Q3,No,0,51,,Yes,9.21,Yes,Yes,Fiber Optic,30,No,Yes,No,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,90.35,4614.55,0.0,0,469.71,5084.26,3,Stayed,0,4965,Yes
-Female,58,No,No,No,No,0,United States,California,Orange,92866,"33.784597, -117.844535",33.784597,-117.844535,"15,396",Q3,No,0,15,,Yes,9.74,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.1,302.45,0.0,0,146.1,448.55,5,Stayed,0,4359,No
-Female,42,No,No,No,No,0,United States,California,Orange,92866,"33.784597, -117.844535",33.784597,-117.844535,"15,396",Q3,No,0,1,,No,0.0,No,Yes,DSL,24,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,29.9,29.9,0.0,0,0.0,29.9,4,Joined,0,4155,No
-Female,25,Yes,No,No,No,0,United States,California,Orange,92866,"33.784597, -117.844535",33.784597,-117.844535,"15,396",Q3,No,0,63,,Yes,16.57,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.6,1298.7,0.0,0,1043.91,2342.61,5,Stayed,0,6469,No
-Male,59,No,No,Yes,No,0,United States,California,Orange,92867,"33.81859, -117.821288",33.81859,-117.821288,"40,915",Q3,Yes,1,65,,Yes,23.46,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.4,1414.45,0.0,0,1524.9,2939.35,3,Stayed,0,5368,Yes
-Male,35,No,No,No,No,0,United States,California,Orange,92867,"33.81859, -117.821288",33.81859,-117.821288,"40,915",Q3,No,0,11,,Yes,16.14,No,Yes,DSL,8,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.35,712.25,0.0,0,177.54,889.79,3,Stayed,0,2288,No
-Male,56,No,No,No,No,0,United States,California,Orange,92867,"33.81859, -117.821288",33.81859,-117.821288,"40,915",Q3,No,0,53,Offer B,Yes,49.21,No,Yes,Fiber Optic,29,No,Yes,No,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,80.6,4348.1,39.45,90,2608.13,7006.78,4,Stayed,0,6113,No
-Female,38,No,No,Yes,Yes,2,United States,California,Orange,92867,"33.81859, -117.821288",33.81859,-117.821288,"40,915",Q3,Yes,1,70,Offer A,Yes,48.44,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.8,1378.75,0.0,0,3390.8,4769.55,4,Stayed,0,5169,Yes
-Male,51,No,No,No,No,0,United States,California,Corona,92879,"33.893823, -117.531446",33.893823,-117.531446,"44,875",Q3,No,0,46,,Yes,37.5,Yes,Yes,Fiber Optic,22,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,108.65,4903.2,0.0,0,1725.0,6628.2,4,Stayed,0,4210,No
-Female,42,No,No,No,Yes,3,United States,California,Corona,92879,"33.893823, -117.531446",33.893823,-117.531446,"44,875",Q3,No,0,1,,Yes,2.98,No,Yes,Cable,26,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,51.2,51.2,0.0,0,2.98,54.18,3,Joined,0,3699,No
-Male,49,No,No,No,No,0,United States,California,Corona,92879,"33.893823, -117.531446",33.893823,-117.531446,"44,875",Q3,No,0,19,Offer D,Yes,9.55,No,Yes,Fiber Optic,6,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,No,Credit Card,89.95,1682.4,29.64,0,181.45,1834.21,5,Stayed,0,3402,No
-Female,27,Yes,No,No,No,0,United States,California,Corona,92879,"33.893823, -117.531446",33.893823,-117.531446,"44,875",Q3,No,0,13,Offer D,No,0.0,No,Yes,DSL,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,31.65,389.95,0.0,0,0.0,389.95,3,Stayed,0,4959,No
-Male,35,No,No,Yes,No,0,United States,California,Corona,92881,"33.833686, -117.513063",33.833686,-117.513063,"21,911",Q3,Yes,1,72,,Yes,12.12,Yes,Yes,Cable,23,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,86.65,6094.25,3.2,0,872.64,6963.69,3,Stayed,0,5483,Yes
-Female,32,No,No,No,No,0,United States,California,Corona,92881,"33.833686, -117.513063",33.833686,-117.513063,"21,911",Q3,No,0,60,,Yes,16.11,Yes,Yes,Cable,18,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,80.55,4847.05,0.0,0,966.6,5813.65,5,Stayed,0,4159,No
-Male,45,No,No,No,No,0,United States,California,Corona,92881,"33.833686, -117.513063",33.833686,-117.513063,"21,911",Q3,No,0,11,Offer D,Yes,17.12,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.55,223.15,26.32,0,188.32,385.15,3,Stayed,0,5433,No
-Male,50,No,No,No,No,0,United States,California,Corona,92881,"33.833686, -117.513063",33.833686,-117.513063,"21,911",Q3,No,0,1,Offer E,Yes,1.47,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.65,20.65,0.0,0,1.47,22.12,5,Joined,0,2729,No
-Male,57,No,No,No,Yes,2,United States,California,Ventura,93004,"34.278697, -119.167798",34.278697,-119.167798,"27,381",Q3,No,0,66,,Yes,20.63,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.55,1357.1,17.14,0,1361.58,2701.54,4,Stayed,0,4101,No
-Male,51,No,No,No,No,0,United States,California,Ventura,93004,"34.278697, -119.167798",34.278697,-119.167798,"27,381",Q3,No,0,70,Offer A,Yes,14.63,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,114.95,7711.25,0.0,0,1024.1,8735.35,3,Stayed,0,4511,No
-Male,48,No,No,Yes,Yes,2,United States,California,Ventura,93004,"34.278697, -119.167798",34.278697,-119.167798,"27,381",Q3,Yes,6,2,Offer E,Yes,29.1,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,69.95,143.9,0.0,0,58.2,202.1,3,Joined,0,5010,Yes
-Female,46,No,No,Yes,No,0,United States,California,Ventura,93004,"34.278697, -119.167798",34.278697,-119.167798,"27,381",Q3,Yes,10,44,Offer B,Yes,32.72,Yes,Yes,Fiber Optic,6,Yes,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,95.1,4060.55,0.0,0,1439.68,5500.23,3,Stayed,0,2221,Yes
-Male,55,No,No,No,No,0,United States,California,Fillmore,93015,"34.408161, -118.865111",34.408161,-118.865111,"16,013",Q3,No,0,8,,No,0.0,No,Yes,Cable,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,25.25,186.3,0.0,0,0.0,186.3,3,Stayed,0,2372,No
-Female,42,No,No,No,No,0,United States,California,Fillmore,93015,"34.408161, -118.865111",34.408161,-118.865111,"16,013",Q3,No,0,40,,Yes,22.89,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.6,827.3,0.0,0,915.6,1742.9,3,Stayed,0,3091,No
-Male,53,No,No,No,No,0,United States,California,Fillmore,93015,"34.408161, -118.865111",34.408161,-118.865111,"16,013",Q3,No,0,71,,Yes,6.75,Yes,Yes,Fiber Optic,15,No,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,86.4,6172.0,0.0,0,479.25,6651.25,5,Stayed,0,4069,No
-Male,34,No,No,Yes,No,0,United States,California,Fillmore,93015,"34.408161, -118.865111",34.408161,-118.865111,"16,013",Q3,Yes,9,70,Offer A,Yes,8.28,Yes,Yes,DSL,5,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,74.8,5315.8,0.0,0,579.6,5895.4,3,Stayed,0,6447,Yes
-Female,27,Yes,No,No,No,0,United States,California,Oxnard,93033,"34.156629, -119.117218",34.156629,-119.117218,"77,791",Q3,No,0,62,,Yes,23.88,Yes,Yes,Fiber Optic,47,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,92.05,5755.8,14.21,0,1480.56,7222.15,3,Stayed,0,5801,No
-Male,33,No,No,Yes,No,0,United States,California,Oxnard,93033,"34.156629, -119.117218",34.156629,-119.117218,"77,791",Q3,Yes,2,30,,Yes,9.81,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.8,576.65,0.0,0,294.3,870.95,5,Stayed,0,4006,Yes
-Female,41,No,No,Yes,No,0,United States,California,Oxnard,93033,"34.156629, -119.117218",34.156629,-119.117218,"77,791",Q3,Yes,4,37,,Yes,42.45,Yes,Yes,DSL,23,No,Yes,No,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,72.1,2658.4,16.36,0,1570.65,4212.69,3,Stayed,0,2703,Yes
-Male,34,No,No,No,No,0,United States,California,Oxnard,93033,"34.156629, -119.117218",34.156629,-119.117218,"77,791",Q3,No,0,51,Offer B,Yes,29.33,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.1,1007.8,0.0,0,1495.83,2503.63,4,Stayed,0,4120,No
-Male,41,No,No,No,No,0,United States,California,Santa Barbara,93111,"34.460197, -119.802602",34.460197,-119.802602,"16,477",Q3,No,0,31,,Yes,10.05,No,Yes,Fiber Optic,14,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,99.45,3109.9,43.38,0,311.55,3378.07,5,Stayed,0,2021,No
-Female,37,No,No,No,No,0,United States,California,Santa Barbara,93111,"34.460197, -119.802602",34.460197,-119.802602,"16,477",Q3,No,0,5,Offer E,Yes,45.74,No,Yes,Fiber Optic,30,No,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,85.3,420.45,0.0,10,228.7,659.15,4,Stayed,0,2689,No
-Male,37,No,No,No,No,0,United States,California,Santa Barbara,93111,"34.460197, -119.802602",34.460197,-119.802602,"16,477",Q3,No,0,19,Offer D,No,0.0,No,Yes,DSL,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.15,468.35,0.0,0,0.0,468.35,4,Stayed,0,3784,No
-Male,56,No,No,No,No,0,United States,California,Santa Barbara,93111,"34.460197, -119.802602",34.460197,-119.802602,"16,477",Q3,No,0,13,Offer D,Yes,10.11,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.75,265.75,0.0,0,131.43,397.18,5,Stayed,0,2016,No
-Female,48,No,No,Yes,No,0,United States,California,Goleta,93117,"34.489983, -120.091246",34.489983,-120.091246,"49,975",Q3,Yes,2,68,,Yes,27.41,Yes,Yes,DSL,9,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,70.9,4911.35,49.37,0,1863.88,6725.86,4,Stayed,0,4114,Yes
-Female,49,No,No,Yes,Yes,2,United States,California,Goleta,93117,"34.489983, -120.091246",34.489983,-120.091246,"49,975",Q3,Yes,6,72,Offer A,Yes,2.71,Yes,Yes,Fiber Optic,20,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,107.45,7576.7,0.0,0,195.12,7771.82,4,Stayed,0,5246,Yes
-Male,22,Yes,No,Yes,Yes,3,United States,California,Goleta,93117,"34.489983, -120.091246",34.489983,-120.091246,"49,975",Q3,No,0,7,Offer E,Yes,49.83,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.25,174.7,0.0,0,348.81,523.51,5,Stayed,0,3149,Yes
-Male,41,No,No,Yes,No,0,United States,California,Goleta,93117,"34.489983, -120.091246",34.489983,-120.091246,"49,975",Q3,Yes,2,31,,Yes,27.37,No,Yes,DSL,15,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,75.5,2424.45,0.0,0,848.47,3272.92,3,Stayed,0,5611,Yes
-Male,50,No,No,Yes,Yes,2,United States,California,Arvin,93203,"35.116307, -118.817644",35.116307,-118.817644,"16,206",Q3,Yes,10,68,,Yes,19.09,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.4,1620.2,9.34,0,1298.12,2908.98,4,Stayed,0,5668,Yes
-Female,27,Yes,No,Yes,No,0,United States,California,Arvin,93203,"35.116307, -118.817644",35.116307,-118.817644,"16,206",Q3,Yes,5,54,,Yes,29.66,Yes,Yes,Cable,76,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,91.3,4965.0,0.0,0,1601.64,6566.64,3,Stayed,0,5907,Yes
-Female,59,No,No,Yes,Yes,3,United States,California,Arvin,93203,"35.116307, -118.817644",35.116307,-118.817644,"16,206",Q3,Yes,10,9,,Yes,12.55,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.25,172.35,0.0,0,112.95,285.3,5,Stayed,0,4272,Yes
-Female,42,No,No,No,No,0,United States,California,Arvin,93203,"35.116307, -118.817644",35.116307,-118.817644,"16,206",Q3,No,0,65,Offer B,Yes,33.71,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,26.5,1698.55,0.0,0,2191.15,3889.7,3,Stayed,0,4404,No
-Male,39,No,No,Yes,No,0,United States,California,Glennville,93226,"35.735694, -118.738483",35.735694,-118.738483,296,Q3,Yes,2,68,,Yes,41.61,Yes,Yes,Cable,14,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,88.85,6132.7,0.0,0,2829.48,8962.18,4,Stayed,0,5228,Yes
-Male,23,Yes,No,Yes,Yes,3,United States,California,Glennville,93226,"35.735694, -118.738483",35.735694,-118.738483,296,Q3,Yes,1,71,Offer A,Yes,14.14,No,Yes,Fiber Optic,59,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.65,7288.4,0.0,0,1003.94,8292.34,4,Stayed,0,6101,Yes
-Female,21,Yes,No,No,No,0,United States,California,Glennville,93226,"35.735694, -118.738483",35.735694,-118.738483,296,Q3,No,0,3,,Yes,48.3,No,Yes,Cable,42,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,57.55,161.45,0.0,0,144.9,306.35,3,Joined,0,4099,No
-Female,48,No,No,No,No,0,United States,California,Glennville,93226,"35.735694, -118.738483",35.735694,-118.738483,296,Q3,No,0,45,Offer B,Yes,8.4,No,Yes,DSL,8,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,62.55,2796.45,0.0,0,378.0,3174.45,3,Stayed,0,2935,No
-Male,38,No,No,Yes,No,0,United States,California,Hanford,93230,"36.29223, -119.622676",36.29223,-119.622676,"53,204",Q3,Yes,6,45,Offer B,Yes,9.91,No,Yes,Cable,19,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,78.8,3597.5,23.28,0,445.95,4020.17,4,Stayed,0,4192,Yes
-Male,34,No,No,No,No,0,United States,California,Hanford,93230,"36.29223, -119.622676",36.29223,-119.622676,"53,204",Q3,No,0,57,,Yes,30.77,Yes,Yes,Fiber Optic,10,No,No,No,Yes,Yes,No,No,No,Two Year,Yes,Credit Card,90.45,5229.8,0.0,70,1753.89,7053.69,5,Stayed,0,5076,No
-Female,57,No,No,No,No,0,United States,California,Hanford,93230,"36.29223, -119.622676",36.29223,-119.622676,"53,204",Q3,No,0,8,,No,0.0,No,Yes,DSL,2,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,29.25,226.95,0.0,0,0.0,226.95,3,Stayed,0,2038,No
-Female,52,No,No,Yes,Yes,1,United States,California,Hanford,93230,"36.29223, -119.622676",36.29223,-119.622676,"53,204",Q3,Yes,8,72,Offer A,Yes,6.85,Yes,Yes,DSL,19,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,70.45,5165.7,0.0,0,493.2,5658.9,3,Stayed,0,4463,Yes
-Male,23,Yes,No,No,No,0,United States,California,Lake Isabella,93240,"35.607875, -118.466318",35.607875,-118.466318,"5,564",Q3,No,0,1,,Yes,18.15,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,20.05,0.0,0,18.15,38.2,5,Joined,0,2798,No
-Female,62,No,No,Yes,No,0,United States,California,Lake Isabella,93240,"35.607875, -118.466318",35.607875,-118.466318,"5,564",Q3,Yes,2,72,Offer A,Yes,1.72,Yes,Yes,Cable,7,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,93.25,6688.95,0.0,0,123.84,6812.79,3,Stayed,0,5197,Yes
-Male,29,Yes,No,Yes,Yes,1,United States,California,Lake Isabella,93240,"35.607875, -118.466318",35.607875,-118.466318,"5,564",Q3,Yes,4,72,,Yes,41.94,Yes,Yes,Fiber Optic,85,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,107.7,7919.8,0.0,0,3019.68,10939.48,4,Stayed,0,4351,Yes
-Male,43,No,No,No,No,0,United States,California,Lake Isabella,93240,"35.607875, -118.466318",35.607875,-118.466318,"5,564",Q3,No,0,11,Offer D,Yes,47.88,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.35,215.25,0.0,0,526.68,741.93,5,Stayed,0,5597,No
-Female,33,No,No,Yes,Yes,3,United States,California,Laton,93242,"36.444232, -119.718285",36.444232,-119.718285,"2,900",Q3,Yes,5,57,Offer B,Yes,42.14,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.5,1167.6,19.89,0,2401.98,3549.69,3,Stayed,0,5864,Yes
-Male,28,Yes,No,No,No,0,United States,California,Laton,93242,"36.444232, -119.718285",36.444232,-119.718285,"2,900",Q3,No,0,4,,Yes,45.37,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.7,73.05,0.0,0,181.48,254.53,5,Stayed,0,4676,No
-Female,44,No,No,Yes,No,0,United States,California,Laton,93242,"36.444232, -119.718285",36.444232,-119.718285,"2,900",Q3,Yes,1,72,,Yes,47.24,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.05,1423.65,0.0,0,3401.28,4824.93,3,Stayed,0,4747,Yes
-Male,58,No,No,Yes,No,0,United States,California,Laton,93242,"36.444232, -119.718285",36.444232,-119.718285,"2,900",Q3,Yes,4,72,,Yes,40.49,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.8,7470.1,0.0,0,2915.28,10385.38,4,Stayed,0,4165,Yes
-Female,60,No,No,Yes,No,0,United States,California,Mc Farland,93250,"35.666886, -119.186717",35.666886,-119.186717,"10,781",Q3,Yes,6,53,Offer B,Yes,11.35,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.85,1039.45,14.67,0,601.55,1626.33,3,Stayed,0,4836,Yes
-Female,60,No,No,No,Yes,3,United States,California,Mc Farland,93250,"35.666886, -119.186717",35.666886,-119.186717,"10,781",Q3,No,0,49,,Yes,31.7,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.45,1024.65,0.0,0,1553.3,2577.95,4,Stayed,0,4784,No
-Male,43,No,No,Yes,No,0,United States,California,Mc Farland,93250,"35.666886, -119.186717",35.666886,-119.186717,"10,781",Q3,Yes,6,37,,Yes,9.26,Yes,Yes,DSL,28,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,79.25,2911.8,0.0,0,342.62,3254.42,3,Stayed,0,2322,Yes
-Female,19,Yes,No,No,No,0,United States,California,Mc Farland,93250,"35.666886, -119.186717",35.666886,-119.186717,"10,781",Q3,No,0,11,Offer D,Yes,40.96,No,Yes,DSL,52,Yes,No,Yes,No,No,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,64.05,733.95,0.0,90,450.56,1274.51,4,Stayed,0,4171,No
-Male,58,No,No,No,No,0,United States,California,Three Rivers,93271,"36.413433, -118.854708",36.413433,-118.854708,"2,318",Q3,No,0,51,Offer B,Yes,34.36,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,24.6,1266.4,47.91,0,1752.36,2970.85,5,Stayed,0,4886,No
-Male,48,No,No,Yes,Yes,2,United States,California,Three Rivers,93271,"36.413433, -118.854708",36.413433,-118.854708,"2,318",Q3,No,0,72,Offer A,Yes,8.53,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.95,1322.85,0.0,0,614.16,1937.01,3,Stayed,0,5092,Yes
-Male,47,No,No,No,No,0,United States,California,Three Rivers,93271,"36.413433, -118.854708",36.413433,-118.854708,"2,318",Q3,No,0,14,Offer D,Yes,27.8,No,Yes,Fiber Optic,17,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92.9,1337.45,0.0,0,389.2,1726.65,3,Stayed,0,4296,No
-Female,38,No,No,No,No,0,United States,California,Three Rivers,93271,"36.413433, -118.854708",36.413433,-118.854708,"2,318",Q3,No,0,20,,Yes,38.74,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.5,403.15,0.0,0,774.8,1177.95,3,Stayed,0,4700,No
-Male,55,No,No,No,No,0,United States,California,Tupman,93276,"35.316263, -119.402559",35.316263,-119.402559,236,Q3,No,0,51,Offer B,Yes,45.92,Yes,Yes,Fiber Optic,12,No,No,No,No,No,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,83.4,4149.45,29.76,30,2341.92,6491.61,5,Stayed,0,4191,No
-Female,46,No,No,Yes,No,0,United States,California,Tupman,93276,"35.316263, -119.402559",35.316263,-119.402559,236,Q3,Yes,8,68,Offer A,Yes,23.14,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,114.9,7843.55,0.0,0,1573.52,9417.07,3,Stayed,0,5782,Yes
-Female,54,No,No,No,Yes,3,United States,California,Tupman,93276,"35.316263, -119.402559",35.316263,-119.402559,236,Q3,No,0,70,,Yes,16.75,Yes,Yes,DSL,57,Yes,Yes,No,Yes,No,No,No,No,Two Year,No,Bank Withdrawal,66.0,4891.5,0.0,90,1172.5,6154.0,3,Stayed,0,5265,No
-Male,40,No,No,Yes,No,0,United States,California,Tupman,93276,"35.316263, -119.402559",35.316263,-119.402559,236,Q3,Yes,3,64,Offer B,Yes,37.46,Yes,Yes,DSL,2,Yes,No,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,66.15,4392.5,0.0,0,2397.44,6789.94,3,Stayed,0,4703,Yes
-Male,23,Yes,No,Yes,No,0,United States,California,Bakersfield,93304,"35.339796, -119.023552",35.339796,-119.023552,"44,588",Q3,Yes,8,72,,Yes,6.09,Yes,Yes,DSL,41,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,66.5,4811.6,45.61,0,438.48,5204.47,3,Stayed,0,4397,Yes
-Female,37,No,No,No,No,0,United States,California,Bakersfield,93304,"35.339796, -119.023552",35.339796,-119.023552,"44,588",Q3,No,0,49,,Yes,20.45,No,Yes,Cable,23,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,67.4,3306.85,0.0,0,1002.05,4308.9,3,Stayed,0,5075,No
-Female,43,No,No,No,No,0,United States,California,Bakersfield,93304,"35.339796, -119.023552",35.339796,-119.023552,"44,588",Q3,No,0,38,,Yes,43.19,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.3,743.05,0.0,0,1641.22,2384.27,5,Stayed,0,5919,No
-Male,22,Yes,No,No,No,0,United States,California,Bakersfield,93304,"35.339796, -119.023552",35.339796,-119.023552,"44,588",Q3,No,0,65,Offer B,Yes,20.43,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,25.1,1725.0,0.0,0,1327.95,3052.95,4,Stayed,0,5449,No
-Male,34,No,No,Yes,No,0,United States,California,Bakersfield,93305,"35.391733, -118.984109",35.391733,-118.984109,"35,643",Q3,Yes,5,66,,Yes,32.04,Yes,Yes,DSL,19,No,No,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,63.3,4189.7,40.62,0,2114.64,6263.72,5,Stayed,0,4186,Yes
-Male,28,Yes,No,No,No,0,United States,California,Bakersfield,93305,"35.391733, -118.984109",35.391733,-118.984109,"35,643",Q3,No,0,8,Offer E,Yes,22.15,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.7,168.9,0.0,0,177.2,346.1,4,Stayed,0,5498,No
-Male,46,No,No,Yes,No,0,United States,California,Bakersfield,93305,"35.391733, -118.984109",35.391733,-118.984109,"35,643",Q3,Yes,1,72,,Yes,15.52,Yes,Yes,Cable,6,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,67.8,4804.65,0.0,0,1117.44,5922.09,3,Stayed,0,5242,Yes
-Male,47,No,No,No,No,0,United States,California,Bakersfield,93305,"35.391733, -118.984109",35.391733,-118.984109,"35,643",Q3,No,0,1,Offer E,Yes,41.79,No,Yes,DSL,14,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,49.75,49.75,0.0,0,41.79,91.54,4,Joined,0,2908,No
-Male,56,No,No,No,No,0,United States,California,Bakersfield,93307,"35.280113, -118.962329",35.280113,-118.962329,"59,195",Q3,No,0,29,,Yes,9.49,Yes,Yes,Fiber Optic,21,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.9,2516.2,47.04,0,275.21,2744.37,3,Stayed,0,4388,No
-Male,53,No,No,Yes,Yes,3,United States,California,Bakersfield,93307,"35.280113, -118.962329",35.280113,-118.962329,"59,195",Q3,Yes,9,9,Offer E,Yes,2.68,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,19.6,197.4,0.0,0,24.12,221.52,3,Stayed,0,4406,Yes
-Male,54,No,No,Yes,Yes,2,United States,California,Bakersfield,93307,"35.280113, -118.962329",35.280113,-118.962329,"59,195",Q3,Yes,10,72,,Yes,38.84,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.8,1414.65,0.0,0,2796.48,4211.13,4,Stayed,0,5027,Yes
-Male,54,No,No,Yes,No,0,United States,California,Bakersfield,93307,"35.280113, -118.962329",35.280113,-118.962329,"59,195",Q3,Yes,7,24,,Yes,46.91,Yes,Yes,Fiber Optic,20,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,93.0,2248.05,0.0,40,1125.84,3413.89,5,Stayed,0,5886,Yes
-Female,30,No,No,No,No,0,United States,California,Bakersfield,93308,"35.559617, -118.925185",35.559617,-118.925185,"44,915",Q3,No,0,2,,Yes,16.7,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,20.55,33.6,0.0,0,33.4,67.0,3,Joined,0,5629,No
-Male,42,No,No,Yes,Yes,2,United States,California,Bakersfield,93308,"35.559617, -118.925185",35.559617,-118.925185,"44,915",Q3,Yes,1,67,Offer A,Yes,10.9,No,Yes,Cable,26,Yes,Yes,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,54.2,3838.2,0.0,10,730.3,4578.5,4,Stayed,0,6005,Yes
-Male,54,No,No,Yes,No,0,United States,California,Bakersfield,93308,"35.559617, -118.925185",35.559617,-118.925185,"44,915",Q3,Yes,1,55,,Yes,12.21,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,25.7,1443.65,0.0,0,671.55,2115.2,4,Stayed,0,6228,Yes
-Male,20,Yes,No,No,No,0,United States,California,Bakersfield,93308,"35.559617, -118.925185",35.559617,-118.925185,"44,915",Q3,No,0,63,Offer B,Yes,42.59,Yes,Yes,DSL,85,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,71.9,4479.2,0.0,0,2683.17,7162.37,4,Stayed,0,5816,No
-Male,34,No,No,No,No,0,United States,California,Bakersfield,93309,"35.342891, -119.064803",35.342891,-119.064803,"58,632",Q3,No,0,4,,Yes,38.01,No,Yes,Cable,5,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,49.25,208.45,0.0,0,152.04,360.49,3,Stayed,0,3272,No
-Male,36,No,No,No,No,0,United States,California,Bakersfield,93309,"35.342891, -119.064803",35.342891,-119.064803,"58,632",Q3,No,0,46,Offer B,Yes,24.13,No,Yes,Cable,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.2,2065.15,0.0,0,1109.98,3175.13,5,Stayed,0,3150,No
-Female,42,No,No,Yes,Yes,3,United States,California,Bakersfield,93309,"35.342891, -119.064803",35.342891,-119.064803,"58,632",Q3,Yes,4,51,,No,0.0,No,Yes,DSL,76,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,56.15,2898.95,0.0,0,0.0,2898.95,5,Stayed,0,4132,Yes
-Female,39,No,No,No,Yes,3,United States,California,Bakersfield,93309,"35.342891, -119.064803",35.342891,-119.064803,"58,632",Q3,No,0,44,Offer B,Yes,5.07,Yes,Yes,DSL,26,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,77.55,3471.1,0.0,0,223.08,3694.18,3,Stayed,0,5044,No
-Female,45,No,No,Yes,No,0,United States,California,Arroyo Grande,93420,"35.176236, -120.483243",35.176236,-120.483243,"24,499",Q3,Yes,6,20,Offer D,Yes,11.39,No,Yes,Fiber Optic,21,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,81.0,1683.7,0.0,0,227.8,1911.5,3,Stayed,0,4741,Yes
-Male,37,No,No,No,No,0,United States,California,Arroyo Grande,93420,"35.176236, -120.483243",35.176236,-120.483243,"24,499",Q3,No,0,1,Offer E,Yes,18.57,No,Yes,DSL,26,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,44.75,44.75,0.0,10,18.57,73.32,4,Joined,0,5479,No
-Female,40,No,No,No,No,0,United States,California,Arroyo Grande,93420,"35.176236, -120.483243",35.176236,-120.483243,"24,499",Q3,No,0,36,,Yes,25.95,Yes,Yes,DSL,21,Yes,No,No,No,No,No,No,Yes,One Year,No,Credit Card,54.45,1893.5,0.0,0,934.2,2827.7,3,Stayed,0,4462,No
-Female,35,No,No,Yes,No,0,United States,California,Arroyo Grande,93420,"35.176236, -120.483243",35.176236,-120.483243,"24,499",Q3,Yes,5,4,,Yes,45.84,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.15,91.4,0.0,0,183.36,274.76,3,Stayed,0,2198,Yes
-Female,47,No,No,No,No,0,United States,California,Cayucos,93430,"35.511833, -120.918713",35.511833,-120.918713,"3,220",Q3,No,0,26,,No,0.0,No,Yes,DSL,7,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,50.35,1277.5,0.0,0,0.0,1277.5,5,Stayed,0,2510,No
-Male,29,Yes,No,Yes,No,0,United States,California,Cayucos,93430,"35.511833, -120.918713",35.511833,-120.918713,"3,220",Q3,Yes,9,69,Offer A,Yes,3.41,Yes,Yes,Fiber Optic,41,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,112.55,7806.5,0.0,0,235.29,8041.79,4,Stayed,0,5532,Yes
-Female,60,No,No,No,No,0,United States,California,Cayucos,93430,"35.511833, -120.918713",35.511833,-120.918713,"3,220",Q3,No,0,10,Offer D,Yes,41.04,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,18.85,163.2,0.0,0,410.4,573.6,3,Stayed,0,5949,No
-Female,28,Yes,No,Yes,Yes,3,United States,California,Cayucos,93430,"35.511833, -120.918713",35.511833,-120.918713,"3,220",Q3,Yes,3,64,Offer B,No,0.0,No,Yes,DSL,59,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,49.85,3210.35,0.0,0,0.0,3210.35,5,Stayed,0,5644,Yes
-Male,22,Yes,No,Yes,No,0,United States,California,Grover Beach,93433,"35.120833, -120.61843",35.120833,-120.61843,"13,106",Q3,Yes,6,2,,Yes,38.41,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.2,34.75,0.0,0,76.82,111.57,3,Joined,0,3866,Yes
-Male,48,No,No,Yes,Yes,3,United States,California,Grover Beach,93433,"35.120833, -120.61843",35.120833,-120.61843,"13,106",Q3,Yes,1,71,Offer A,Yes,15.71,Yes,Yes,DSL,57,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,90.3,6287.3,0.0,100,1115.41,7502.71,3,Stayed,0,6291,Yes
-Female,42,No,No,No,No,0,United States,California,Grover Beach,93433,"35.120833, -120.61843",35.120833,-120.61843,"13,106",Q3,No,0,7,,No,0.0,No,Yes,DSL,4,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.05,189.95,0.0,0,0.0,189.95,4,Stayed,0,4404,No
-Male,31,No,No,Yes,Yes,2,United States,California,Grover Beach,93433,"35.120833, -120.61843",35.120833,-120.61843,"13,106",Q3,Yes,8,1,,Yes,30.38,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.75,19.75,0.0,0,30.38,50.13,4,Joined,0,3068,Yes
-Male,41,No,No,No,No,0,United States,California,Paso Robles,93446,"35.634222, -120.728341",35.634222,-120.728341,"35,586",Q3,No,0,65,Offer B,Yes,22.23,Yes,Yes,DSL,18,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,74.2,4805.65,0.0,0,1444.95,6250.6,3,Stayed,0,4774,No
-Male,22,Yes,No,No,No,0,United States,California,Paso Robles,93446,"35.634222, -120.728341",35.634222,-120.728341,"35,586",Q3,No,0,11,Offer D,Yes,33.48,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,19.5,226.8,0.0,0,368.28,595.08,4,Stayed,0,5825,No
-Male,43,No,No,Yes,Yes,2,United States,California,Paso Robles,93446,"35.634222, -120.728341",35.634222,-120.728341,"35,586",Q3,Yes,1,67,,Yes,6.53,No,Yes,Cable,19,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Credit Card,60.05,3994.05,0.0,0,437.51,4431.56,4,Stayed,0,6148,Yes
-Male,21,Yes,No,Yes,Yes,1,United States,California,Paso Robles,93446,"35.634222, -120.728341",35.634222,-120.728341,"35,586",Q3,Yes,6,45,Offer B,Yes,17.23,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.2,903.7,0.0,0,775.35,1679.05,3,Stayed,0,3451,Yes
-Male,46,No,No,No,No,0,United States,California,San Ardo,93450,"35.996008, -120.85305",35.996008,-120.85305,670,Q3,No,0,5,,Yes,31.78,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.35,92.75,0.0,0,158.9,251.65,4,Stayed,0,2303,No
-Male,23,Yes,No,Yes,Yes,9,United States,California,San Ardo,93450,"35.996008, -120.85305",35.996008,-120.85305,670,Q3,Yes,1,21,Offer D,No,0.0,No,Yes,DSL,59,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,26.05,565.75,0.0,0,0.0,565.75,5,Stayed,0,4302,Yes
-Male,49,No,No,Yes,Yes,1,United States,California,San Ardo,93450,"35.996008, -120.85305",35.996008,-120.85305,670,Q3,Yes,1,52,,Yes,11.3,Yes,Yes,Fiber Optic,10,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.25,4631.7,0.0,0,587.6,5219.3,3,Stayed,0,4740,Yes
-Male,19,Yes,No,No,No,0,United States,California,San Ardo,93450,"35.996008, -120.85305",35.996008,-120.85305,670,Q3,No,0,43,Offer B,Yes,36.78,No,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,90.65,3882.3,0.0,0,1581.54,5463.84,3,Stayed,0,2496,No
-Female,27,Yes,No,Yes,No,0,United States,California,San Simeon,93452,"35.746484, -121.223355",35.746484,-121.223355,471,Q3,Yes,5,72,Offer A,Yes,7.29,Yes,Yes,Fiber Optic,53,Yes,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,79.05,5730.7,0.0,80,524.88,6335.58,3,Stayed,0,4689,Yes
-Female,44,No,No,No,Yes,3,United States,California,San Simeon,93452,"35.746484, -121.223355",35.746484,-121.223355,471,Q3,No,0,3,,No,0.0,No,Yes,DSL,53,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,29.65,90.05,0.0,0,0.0,90.05,3,Joined,0,5880,No
-Female,40,No,No,Yes,Yes,2,United States,California,San Simeon,93452,"35.746484, -121.223355",35.746484,-121.223355,471,Q3,No,0,59,Offer B,Yes,42.37,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.45,1534.05,0.0,0,2499.83,4033.88,4,Stayed,0,4746,Yes
-Male,58,No,No,No,No,0,United States,California,San Simeon,93452,"35.746484, -121.223355",35.746484,-121.223355,471,Q3,No,0,5,,Yes,32.81,No,Yes,Fiber Optic,16,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.65,383.65,0.0,0,164.05,547.7,3,Stayed,0,3319,No
-Female,25,Yes,No,Yes,No,0,United States,California,Santa Margarita,93453,"35.303926, -120.256567",35.303926,-120.256567,"2,687",Q3,Yes,1,27,,Yes,18.74,Yes,Yes,Fiber Optic,59,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,90.15,2423.4,0.0,0,505.98,2929.38,4,Stayed,0,5750,Yes
-Female,41,No,No,Yes,Yes,2,United States,California,Santa Margarita,93453,"35.303926, -120.256567",35.303926,-120.256567,"2,687",Q3,Yes,1,43,Offer B,Yes,14.64,No,Yes,DSL,19,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,50.2,2169.4,0.0,0,629.52,2798.92,4,Stayed,0,5284,Yes
-Female,60,No,No,No,No,0,United States,California,Santa Margarita,93453,"35.303926, -120.256567",35.303926,-120.256567,"2,687",Q3,No,0,60,Offer B,Yes,47.07,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.6,1093.0,0.0,0,2824.2,3917.2,3,Stayed,0,4192,No
-Male,43,No,No,No,No,0,United States,California,Santa Margarita,93453,"35.303926, -120.256567",35.303926,-120.256567,"2,687",Q3,No,0,72,,No,0.0,No,Yes,DSL,6,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,61.2,4390.25,0.0,0,0.0,4390.25,3,Stayed,0,4085,No
-Male,48,No,No,Yes,Yes,2,United States,California,Santa Maria,93454,"34.943523, -120.256729",34.943523,-120.256729,"30,540",Q3,Yes,10,32,,No,0.0,No,Yes,DSL,19,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,50.6,1653.45,0.0,0,0.0,1653.45,3,Stayed,0,3087,Yes
-Male,34,No,No,No,No,0,United States,California,Santa Maria,93454,"34.943523, -120.256729",34.943523,-120.256729,"30,540",Q3,No,0,5,Offer E,Yes,44.65,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,105.3,550.6,0.0,0,223.25,773.85,3,Stayed,0,4024,No
-Male,55,No,No,No,No,0,United States,California,Santa Maria,93454,"34.943523, -120.256729",34.943523,-120.256729,"30,540",Q3,No,0,7,,Yes,7.37,Yes,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.1,701.3,0.0,0,51.59,752.89,5,Stayed,0,5259,No
-Male,47,No,No,No,No,0,United States,California,Santa Maria,93454,"34.943523, -120.256729",34.943523,-120.256729,"30,540",Q3,No,0,4,,Yes,6.86,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.95,68.2,0.0,0,27.44,95.64,4,Stayed,0,2195,No
-Female,19,Yes,No,No,No,0,United States,California,Santa Maria,93455,"34.818227, -120.418784",34.818227,-120.418784,"37,364",Q3,No,0,30,,Yes,13.16,Yes,Yes,Fiber Optic,27,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,110.45,3327.05,0.0,0,394.8,3721.85,4,Stayed,0,4983,No
-Female,63,No,No,No,No,0,United States,California,Santa Maria,93455,"34.818227, -120.418784",34.818227,-120.418784,"37,364",Q3,No,0,1,Offer E,Yes,6.43,No,Yes,DSL,27,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,55.45,55.45,0.0,10,6.43,71.88,4,Joined,0,5286,No
-Male,59,No,No,Yes,Yes,2,United States,California,Santa Maria,93455,"34.818227, -120.418784",34.818227,-120.418784,"37,364",Q3,No,0,59,Offer B,No,0.0,No,Yes,DSL,19,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,34.8,1980.3,0.0,0,0.0,1980.3,4,Stayed,0,6300,Yes
-Male,43,No,No,Yes,Yes,2,United States,California,Santa Maria,93455,"34.818227, -120.418784",34.818227,-120.418784,"37,364",Q3,Yes,2,9,,Yes,44.46,No,Yes,DSL,24,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,54.8,452.8,0.0,0,400.14,852.94,4,Stayed,0,2848,Yes
-Male,28,Yes,No,Yes,No,0,United States,California,Darwin,93522,"36.319181, -117.593053",36.319181,-117.593053,64,Q3,Yes,10,70,Offer A,Yes,24.08,No,Yes,DSL,46,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,80.15,5600.15,0.0,0,1685.6,7285.75,3,Stayed,0,5715,Yes
-Female,50,No,No,Yes,No,0,United States,California,Darwin,93522,"36.319181, -117.593053",36.319181,-117.593053,64,Q3,Yes,2,71,,Yes,23.06,No,Yes,Cable,6,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,84.8,6046.1,0.0,0,1637.26,7683.36,3,Stayed,0,5643,Yes
-Male,51,No,No,No,No,0,United States,California,Darwin,93522,"36.319181, -117.593053",36.319181,-117.593053,64,Q3,No,0,54,Offer B,No,0.0,No,Yes,DSL,7,Yes,Yes,No,No,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,46.2,2431.95,0.0,0,0.0,2431.95,3,Stayed,0,6143,No
-Female,26,Yes,No,No,No,0,United States,California,Darwin,93522,"36.319181, -117.593053",36.319181,-117.593053,64,Q3,No,0,2,Offer E,Yes,41.9,No,Yes,DSL,71,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,45.55,84.4,0.0,10,83.8,178.2,5,Joined,0,4372,No
-Male,50,No,No,No,No,0,United States,California,June Lake,93529,"37.730269, -119.055813",37.730269,-119.055813,618,Q3,No,0,66,Offer A,Yes,45.54,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.7,1253.8,0.0,0,3005.64,4259.44,3,Stayed,0,4601,No
-Female,24,Yes,No,Yes,Yes,1,United States,California,June Lake,93529,"37.730269, -119.055813",37.730269,-119.055813,618,Q3,Yes,2,45,Offer B,Yes,40.19,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,20.85,892.15,0.0,0,1808.55,2700.7,4,Stayed,0,2844,Yes
-Male,29,Yes,No,Yes,Yes,3,United States,California,June Lake,93529,"37.730269, -119.055813",37.730269,-119.055813,618,Q3,Yes,1,54,Offer B,Yes,36.09,Yes,Yes,DSL,59,No,No,Yes,No,No,Yes,Yes,Yes,Two Year,No,Credit Card,63.35,3409.1,0.0,0,1948.86,5357.96,3,Stayed,0,4232,Yes
-Female,38,No,No,No,No,0,United States,California,June Lake,93529,"37.730269, -119.055813",37.730269,-119.055813,618,Q3,No,0,23,,Yes,16.26,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.3,470.6,0.0,0,373.98,844.58,3,Stayed,0,3630,No
-Male,30,No,No,Yes,No,0,United States,California,Littlerock,93543,"34.505273, -117.955054",34.505273,-117.955054,"11,198",Q3,Yes,2,65,Offer B,Yes,18.07,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.9,1292.6,0.0,0,1174.55,2467.15,4,Stayed,0,6312,Yes
-Male,23,Yes,No,No,No,0,United States,California,Littlerock,93543,"34.505273, -117.955054",34.505273,-117.955054,"11,198",Q3,No,0,27,Offer C,Yes,8.86,Yes,Yes,Fiber Optic,73,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,100.5,2673.45,0.0,70,239.22,2982.67,3,Stayed,0,5939,No
-Female,58,No,No,Yes,Yes,1,United States,California,Littlerock,93543,"34.505273, -117.955054",34.505273,-117.955054,"11,198",Q3,Yes,2,14,,Yes,41.05,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.5,272.0,0.0,0,574.7,846.7,3,Stayed,0,2993,Yes
-Female,44,No,No,No,No,0,United States,California,Littlerock,93543,"34.505273, -117.955054",34.505273,-117.955054,"11,198",Q3,No,0,32,,Yes,14.21,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,104.05,3416.85,0.0,0,454.72,3871.57,4,Stayed,0,2335,No
-Female,22,Yes,No,No,No,0,United States,California,Llano,93544,"34.500091, -117.765862",34.500091,-117.765862,"1,220",Q3,No,0,11,Offer D,No,0.0,No,Yes,DSL,52,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,35.8,363.15,0.0,0,0.0,363.15,5,Stayed,0,2534,No
-Male,53,No,No,No,No,0,United States,California,Llano,93544,"34.500091, -117.765862",34.500091,-117.765862,"1,220",Q3,No,0,10,Offer D,No,0.0,No,Yes,DSL,22,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,35.75,389.8,0.0,0,0.0,389.8,3,Stayed,0,2263,No
-Male,38,No,No,Yes,Yes,3,United States,California,Llano,93544,"34.500091, -117.765862",34.500091,-117.765862,"1,220",Q3,Yes,9,68,Offer A,Yes,38.75,No,Yes,Fiber Optic,28,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99.55,6668.0,0.0,0,2635.0,9303.0,3,Stayed,0,4319,Yes
-Female,44,No,No,No,No,0,United States,California,Llano,93544,"34.500091, -117.765862",34.500091,-117.765862,"1,220",Q3,No,0,27,,Yes,10.55,No,Yes,DSL,29,Yes,Yes,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,52.85,1498.65,0.0,0,284.85,1783.5,3,Stayed,0,2842,No
-Male,23,Yes,No,No,No,0,United States,California,Mammoth Lakes,93546,"37.550074, -118.837167",37.550074,-118.837167,"8,217",Q3,No,0,14,Offer D,Yes,36.42,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.4,275.7,0.0,0,509.88,785.58,5,Stayed,0,5068,No
-Female,33,No,No,No,No,0,United States,California,Mammoth Lakes,93546,"37.550074, -118.837167",37.550074,-118.837167,"8,217",Q3,No,0,11,Offer D,Yes,7.42,No,Yes,DSL,17,No,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,53.8,651.55,0.0,0,81.62,733.17,5,Stayed,0,5899,No
-Female,34,No,No,No,No,0,United States,California,Mammoth Lakes,93546,"37.550074, -118.837167",37.550074,-118.837167,"8,217",Q3,No,0,16,,No,0.0,No,Yes,DSL,30,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,38.9,664.4,0.0,0,0.0,664.4,3,Stayed,0,3300,No
-Male,52,No,No,No,No,0,United States,California,Mammoth Lakes,93546,"37.550074, -118.837167",37.550074,-118.837167,"8,217",Q3,No,0,58,,Yes,44.67,Yes,Yes,Fiber Optic,8,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.65,4807.35,0.0,0,2590.86,7398.21,5,Stayed,0,6043,No
-Female,45,No,No,Yes,Yes,2,United States,California,Auberry,93602,"36.991762, -119.242874",36.991762,-119.242874,"3,464",Q3,Yes,10,5,Offer E,Yes,35.6,No,Yes,Cable,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.8,220.45,0.0,0,178.0,398.45,3,Stayed,0,2492,Yes
-Male,61,No,No,No,No,0,United States,California,Auberry,93602,"36.991762, -119.242874",36.991762,-119.242874,"3,464",Q3,No,0,9,,No,0.0,No,Yes,DSL,14,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Mailed Check,50.8,463.6,0.0,0,0.0,463.6,4,Stayed,0,5535,No
-Female,23,Yes,No,No,No,0,United States,California,Auberry,93602,"36.991762, -119.242874",36.991762,-119.242874,"3,464",Q3,No,0,30,,No,0.0,No,Yes,Cable,42,No,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,40.35,1187.05,0.0,0,0.0,1187.05,4,Stayed,0,5455,No
-Male,29,Yes,No,Yes,Yes,1,United States,California,Auberry,93602,"36.991762, -119.242874",36.991762,-119.242874,"3,464",Q3,Yes,3,18,,Yes,10.29,No,Yes,DSL,59,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,83.25,1611.15,0.0,0,185.22,1796.37,3,Stayed,0,2065,Yes
-Male,60,No,No,No,No,0,United States,California,Coarsegold,93614,"37.212191, -119.749323",37.212191,-119.749323,"9,395",Q3,No,0,68,Offer A,Yes,1.27,Yes,Yes,Cable,13,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,76.9,5023.0,0.0,0,86.36,5109.36,4,Stayed,0,5355,No
-Female,27,Yes,No,Yes,Yes,3,United States,California,Coarsegold,93614,"37.212191, -119.749323",37.212191,-119.749323,"9,395",Q3,Yes,9,72,,Yes,33.39,Yes,Yes,Fiber Optic,52,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,No,Credit Card,109.55,7887.25,0.0,120,2404.08,10411.33,4,Stayed,0,5723,Yes
-Male,61,No,No,No,No,0,United States,California,Coarsegold,93614,"37.212191, -119.749323",37.212191,-119.749323,"9,395",Q3,No,0,3,,Yes,44.97,No,Yes,Fiber Optic,16,Yes,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,82.3,214.4,0.0,20,134.91,369.31,4,Joined,0,5755,No
-Male,26,Yes,No,Yes,No,0,United States,California,Coarsegold,93614,"37.212191, -119.749323",37.212191,-119.749323,"9,395",Q3,Yes,10,32,,Yes,15.41,Yes,Yes,DSL,46,Yes,No,No,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,72.8,2333.05,0.0,0,493.12,2826.17,5,Stayed,0,3278,Yes
-Male,38,No,No,Yes,No,0,United States,California,Dos Palos,93620,"37.045728, -120.630682",37.045728,-120.630682,"9,388",Q3,Yes,2,2,Offer E,Yes,4.41,No,Yes,DSL,26,No,Yes,No,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,64.2,143.65,0.0,30,8.82,182.47,4,Joined,0,4369,Yes
-Male,55,No,No,No,No,0,United States,California,Dos Palos,93620,"37.045728, -120.630682",37.045728,-120.630682,"9,388",Q3,No,0,7,Offer E,Yes,34.59,No,Yes,Fiber Optic,12,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,490.55,0.0,0,242.13,732.68,3,Stayed,0,5335,No
-Female,22,Yes,No,No,No,0,United States,California,Dos Palos,93620,"37.045728, -120.630682",37.045728,-120.630682,"9,388",Q3,No,0,6,Offer E,No,0.0,No,Yes,Cable,52,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,29.45,161.45,0.0,0,0.0,161.45,3,Stayed,0,4391,No
-Female,50,No,No,No,No,0,United States,California,Dos Palos,93620,"37.045728, -120.630682",37.045728,-120.630682,"9,388",Q3,No,0,47,,Yes,8.85,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.25,1029.8,0.0,0,415.95,1445.75,3,Stayed,0,5134,No
-Female,47,No,No,Yes,Yes,7,United States,California,Firebaugh,93622,"36.785618, -120.625382",36.785618,-120.625382,"9,491",Q3,Yes,6,20,Offer D,Yes,36.85,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,25.55,507.4,0.0,0,737.0,1244.4,4,Stayed,0,3235,Yes
-Male,25,Yes,No,Yes,Yes,1,United States,California,Firebaugh,93622,"36.785618, -120.625382",36.785618,-120.625382,"9,491",Q3,Yes,7,11,Offer D,Yes,21.14,No,Yes,DSL,47,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.65,683.25,0.0,0,232.54,915.79,3,Stayed,0,2136,Yes
-Male,60,No,No,No,No,0,United States,California,Firebaugh,93622,"36.785618, -120.625382",36.785618,-120.625382,"9,491",Q3,No,0,6,Offer E,Yes,20.11,No,Yes,DSL,5,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,59.15,336.7,0.0,0,120.66,457.36,3,Stayed,0,3613,No
-Male,56,No,No,No,No,0,United States,California,Firebaugh,93622,"36.785618, -120.625382",36.785618,-120.625382,"9,491",Q3,No,0,2,Offer E,Yes,3.82,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.9,33.7,0.0,0,7.64,41.34,5,Joined,0,5824,No
-Female,21,Yes,No,Yes,Yes,3,United States,California,Fish Camp,93623,"37.483535, -119.679414",37.483535,-119.679414,77,Q3,Yes,4,1,,Yes,6.86,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.0,20.0,0.0,0,6.86,26.86,4,Joined,0,2358,Yes
-Female,62,No,No,Yes,Yes,1,United States,California,Fish Camp,93623,"37.483535, -119.679414",37.483535,-119.679414,77,Q3,Yes,9,72,,Yes,46.63,Yes,Yes,Fiber Optic,14,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.45,8058.85,0.0,0,3357.36,11416.21,4,Stayed,0,4754,Yes
-Male,42,No,No,Yes,Yes,1,United States,California,Fish Camp,93623,"37.483535, -119.679414",37.483535,-119.679414,77,Q3,Yes,7,7,Offer E,Yes,28.7,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.75,333.65,0.0,0,200.9,534.55,5,Stayed,0,4699,Yes
-Female,35,No,No,Yes,Yes,1,United States,California,Fish Camp,93623,"37.483535, -119.679414",37.483535,-119.679414,77,Q3,No,0,22,Offer D,Yes,46.45,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.05,454.05,0.0,0,1021.9,1475.95,3,Stayed,0,4312,Yes
-Male,29,Yes,No,Yes,No,0,United States,California,Los Banos,93635,"36.995162, -120.955099",36.995162,-120.955099,"29,124",Q3,Yes,10,71,Offer A,Yes,31.97,Yes,Yes,Fiber Optic,73,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,108.55,7616.0,0.0,0,2269.87,9885.87,3,Stayed,0,4111,Yes
-Male,23,Yes,No,No,No,0,United States,California,Los Banos,93635,"36.995162, -120.955099",36.995162,-120.955099,"29,124",Q3,No,0,8,Offer E,Yes,35.21,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.45,162.3,0.0,0,281.68,443.98,3,Stayed,0,5624,No
-Female,22,Yes,No,No,No,0,United States,California,Los Banos,93635,"36.995162, -120.955099",36.995162,-120.955099,"29,124",Q3,No,0,22,,Yes,1.74,No,Yes,DSL,85,No,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,65.25,1441.8,0.0,0,38.28,1480.08,5,Stayed,0,5146,No
-Female,33,No,No,No,No,0,United States,California,Los Banos,93635,"36.995162, -120.955099",36.995162,-120.955099,"29,124",Q3,No,0,3,Offer E,Yes,25.4,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.25,229.7,0.0,0,76.2,305.9,4,Joined,0,2156,No
-Female,23,Yes,No,No,No,0,United States,California,Orange Cove,93646,"36.633498, -119.298895",36.633498,-119.298895,"8,449",Q3,No,0,25,Offer C,Yes,9.57,Yes,Yes,Fiber Optic,59,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,84.6,2088.05,0.0,0,239.25,2327.3,3,Stayed,0,4874,No
-Male,61,No,No,Yes,Yes,1,United States,California,Orange Cove,93646,"36.633498, -119.298895",36.633498,-119.298895,"8,449",Q3,Yes,7,49,Offer B,Yes,16.02,Yes,Yes,Fiber Optic,18,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,97.95,4917.9,0.0,0,784.98,5702.88,3,Stayed,0,4301,Yes
-Male,53,No,No,No,No,0,United States,California,Orange Cove,93646,"36.633498, -119.298895",36.633498,-119.298895,"8,449",Q3,No,0,35,,Yes,7.74,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.15,638.0,0.0,0,270.9,908.9,3,Stayed,0,4052,No
-Female,53,No,No,No,No,0,United States,California,Orange Cove,93646,"36.633498, -119.298895",36.633498,-119.298895,"8,449",Q3,No,0,12,Offer D,Yes,23.2,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.4,266.6,0.0,0,278.4,545.0,4,Stayed,0,4497,No
-Male,62,No,No,Yes,No,0,United States,California,Raymond,93653,"37.252057, -119.95783",37.252057,-119.95783,972,Q3,Yes,1,43,,Yes,41.08,No,Yes,DSL,18,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,79.15,3566.6,0.0,0,1766.44,5333.04,3,Stayed,0,3716,Yes
-Female,40,No,No,Yes,Yes,1,United States,California,Raymond,93653,"37.252057, -119.95783",37.252057,-119.95783,972,Q3,Yes,1,6,Offer E,Yes,6.48,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.85,119.3,0.0,0,38.88,158.18,3,Stayed,0,5060,Yes
-Male,48,No,No,Yes,No,0,United States,California,Raymond,93653,"37.252057, -119.95783",37.252057,-119.95783,972,Q3,Yes,10,43,Offer B,Yes,7.63,No,Yes,Fiber Optic,20,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,86.1,3551.65,0.0,0,328.09,3879.74,3,Stayed,0,2358,Yes
-Male,56,No,No,Yes,No,0,United States,California,Raymond,93653,"37.252057, -119.95783",37.252057,-119.95783,972,Q3,Yes,1,72,Offer A,Yes,17.31,Yes,Yes,DSL,17,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,68.15,4808.7,0.0,0,1246.32,6055.02,3,Stayed,0,4613,Yes
-Male,37,No,No,No,No,0,United States,California,Reedley,93654,"36.636638, -119.421842",36.636638,-119.421842,"25,923",Q3,No,0,47,,Yes,16.64,Yes,Yes,Fiber Optic,8,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.1,4889.3,0.0,0,782.08,5671.38,4,Stayed,0,5029,No
-Female,51,No,No,No,No,0,United States,California,Reedley,93654,"36.636638, -119.421842",36.636638,-119.421842,"25,923",Q3,No,0,47,Offer B,Yes,14.54,Yes,Yes,Fiber Optic,10,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.35,4849.1,0.0,0,683.38,5532.48,4,Stayed,0,3723,No
-Male,48,No,No,Yes,Yes,3,United States,California,Reedley,93654,"36.636638, -119.421842",36.636638,-119.421842,"25,923",Q3,Yes,5,6,Offer E,Yes,36.54,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.55,122.9,0.0,0,219.24,342.14,3,Stayed,0,3072,Yes
-Female,48,No,No,No,No,0,United States,California,Reedley,93654,"36.636638, -119.421842",36.636638,-119.421842,"25,923",Q3,No,0,1,,Yes,4.09,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.3,20.3,0.0,0,4.09,24.39,5,Joined,0,2507,No
-Female,46,No,No,Yes,No,0,United States,California,Wishon,93669,"37.287758, -119.548156",37.287758,-119.548156,327,Q3,Yes,7,70,,Yes,19.1,No,Yes,DSL,21,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,74.1,5222.3,0.0,0,1337.0,6559.3,3,Stayed,0,6325,Yes
-Male,57,No,No,Yes,Yes,1,United States,California,Wishon,93669,"37.287758, -119.548156",37.287758,-119.548156,327,Q3,Yes,6,12,,Yes,46.06,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.5,255.5,0.0,0,552.72,808.22,3,Stayed,0,2891,Yes
-Male,26,Yes,No,Yes,No,0,United States,California,Wishon,93669,"37.287758, -119.548156",37.287758,-119.548156,327,Q3,No,0,47,Offer B,Yes,43.2,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.9,942.95,0.0,0,2030.4,2973.35,5,Stayed,0,5394,Yes
-Female,55,No,No,Yes,No,0,United States,California,Wishon,93669,"37.287758, -119.548156",37.287758,-119.548156,327,Q3,Yes,1,4,,No,0.0,No,Yes,DSL,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.15,99.95,0.0,0,0.0,99.95,4,Stayed,0,3891,Yes
-Female,44,No,No,Yes,No,0,United States,California,Fresno,93710,"36.822715, -119.761826",36.822715,-119.761826,"29,337",Q3,Yes,7,72,,Yes,6.58,Yes,Yes,Fiber Optic,7,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,105.0,7589.8,0.0,0,473.76,8063.56,3,Stayed,0,5678,Yes
-Female,56,No,No,Yes,No,0,United States,California,Fresno,93710,"36.822715, -119.761826",36.822715,-119.761826,"29,337",Q3,Yes,1,6,,Yes,23.35,Yes,Yes,Fiber Optic,8,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.75,512.25,0.0,0,140.1,652.35,4,Stayed,0,4297,Yes
-Female,36,No,No,No,No,0,United States,California,Fresno,93710,"36.822715, -119.761826",36.822715,-119.761826,"29,337",Q3,No,0,13,Offer D,Yes,28.45,No,Yes,DSL,30,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,67.8,842.25,0.0,0,369.85,1212.1,3,Stayed,0,4115,No
-Male,42,No,No,Yes,No,0,United States,California,Fresno,93710,"36.822715, -119.761826",36.822715,-119.761826,"29,337",Q3,Yes,1,19,Offer D,Yes,34.05,Yes,Yes,Fiber Optic,20,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,88.8,1672.35,0.0,0,646.95,2319.3,3,Stayed,0,4600,Yes
-Male,55,No,No,Yes,No,0,United States,California,Fresno,93727,"36.751489, -119.68072",36.751489,-119.68072,"54,701",Q3,Yes,8,72,,Yes,5.32,Yes,Yes,DSL,5,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,92.0,6782.15,0.0,10,383.04,7175.19,3,Stayed,0,5883,Yes
-Male,29,Yes,No,Yes,Yes,1,United States,California,Fresno,93727,"36.751489, -119.68072",36.751489,-119.68072,"54,701",Q3,Yes,1,50,,Yes,31.83,No,Yes,Cable,47,Yes,No,No,Yes,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,75.5,4025.6,0.0,100,1591.5,5717.1,3,Stayed,0,5141,Yes
-Male,45,No,No,Yes,No,0,United States,California,Fresno,93727,"36.751489, -119.68072",36.751489,-119.68072,"54,701",Q3,Yes,2,65,Offer B,Yes,21.58,Yes,Yes,DSL,13,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,76.15,4929.55,0.0,0,1402.7,6332.25,4,Stayed,0,6177,Yes
-Female,25,Yes,No,Yes,Yes,2,United States,California,Fresno,93727,"36.751489, -119.68072",36.751489,-119.68072,"54,701",Q3,Yes,1,71,Offer A,Yes,29.41,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,23.9,1663.5,0.0,0,2088.11,3751.61,5,Stayed,0,5471,Yes
-Female,63,No,No,No,No,0,United States,California,Salinas,93907,"36.77462, -121.664714",36.77462,-121.664714,"22,292",Q3,No,0,5,Offer E,Yes,8.32,No,Yes,DSL,22,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,64.35,352.65,0.0,0,41.6,394.25,4,Stayed,0,4771,No
-Female,43,No,No,Yes,Yes,1,United States,California,Salinas,93907,"36.77462, -121.664714",36.77462,-121.664714,"22,292",Q3,Yes,1,34,Offer C,Yes,41.72,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,20.1,682.1,0.0,0,1418.48,2100.58,5,Stayed,0,2272,Yes
-Male,44,No,No,No,No,0,United States,California,Salinas,93907,"36.77462, -121.664714",36.77462,-121.664714,"22,292",Q3,No,0,11,Offer D,Yes,40.59,No,Yes,DSL,22,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,45.2,492.0,0.0,150,446.49,1088.49,5,Stayed,0,5253,No
-Female,28,Yes,No,No,No,0,United States,California,Salinas,93907,"36.77462, -121.664714",36.77462,-121.664714,"22,292",Q3,No,0,6,,Yes,40.64,No,Yes,Fiber Optic,51,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.95,514.6,0.0,0,243.84,758.44,5,Stayed,0,3291,No
-Male,63,No,No,No,No,0,United States,California,Gonzales,93926,"36.52588, -121.396719",36.52588,-121.396719,"9,023",Q3,No,0,26,Offer C,Yes,45.7,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.8,457.3,0.0,0,1188.2,1645.5,3,Stayed,0,5823,No
-Female,38,No,No,Yes,No,0,United States,California,Gonzales,93926,"36.52588, -121.396719",36.52588,-121.396719,"9,023",Q3,Yes,3,23,,Yes,31.39,No,Yes,DSL,29,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,68.75,1689.45,0.0,0,721.97,2411.42,3,Stayed,0,3519,Yes
-Male,31,No,No,Yes,Yes,1,United States,California,Gonzales,93926,"36.52588, -121.396719",36.52588,-121.396719,"9,023",Q3,Yes,5,72,Offer A,Yes,45.32,Yes,Yes,Fiber Optic,11,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,110.9,7922.75,0.0,130,3263.04,11315.79,4,Stayed,0,6444,Yes
-Female,62,No,No,No,No,0,United States,California,Gonzales,93926,"36.52588, -121.396719",36.52588,-121.396719,"9,023",Q3,No,0,3,,Yes,15.59,No,Yes,Cable,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.6,122.7,0.0,0,46.77,169.47,4,Joined,0,3122,No
-Male,26,Yes,No,Yes,Yes,3,United States,California,Soledad,93960,"36.414216, -121.360597",36.414216,-121.360597,"13,003",Q3,Yes,1,57,,Yes,4.18,No,Yes,Fiber Optic,73,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,97.55,5598.0,0.0,0,238.26,5836.26,4,Stayed,0,5833,Yes
-Female,64,No,No,Yes,Yes,1,United States,California,Soledad,93960,"36.414216, -121.360597",36.414216,-121.360597,"13,003",Q3,Yes,8,47,,Yes,37.35,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.25,873.4,0.0,0,1755.45,2628.85,5,Stayed,0,2070,Yes
-Male,42,No,No,Yes,Yes,3,United States,California,Soledad,93960,"36.414216, -121.360597",36.414216,-121.360597,"13,003",Q3,Yes,7,61,Offer B,Yes,31.49,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.4,1226.45,0.0,0,1920.89,3147.34,3,Stayed,0,5897,Yes
-Male,61,No,No,Yes,Yes,3,United States,California,Soledad,93960,"36.414216, -121.360597",36.414216,-121.360597,"13,003",Q3,Yes,10,34,Offer C,Yes,20.05,Yes,Yes,Fiber Optic,57,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,90.05,3097.0,0.0,0,681.7,3778.7,4,Stayed,0,4648,Yes
-Male,63,No,No,No,Yes,1,United States,California,Spreckels,93962,"36.624641, -121.647195",36.624641,-121.647195,407,Q3,No,0,66,,Yes,37.94,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.95,1269.1,0.0,0,2504.04,3773.14,4,Stayed,0,6382,No
-Male,22,Yes,No,No,Yes,1,United States,California,Spreckels,93962,"36.624641, -121.647195",36.624641,-121.647195,407,Q3,No,0,72,,Yes,31.93,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.9,1529.65,0.0,0,2298.96,3828.61,4,Stayed,0,5730,No
-Male,39,No,No,Yes,Yes,3,United States,California,Spreckels,93962,"36.624641, -121.647195",36.624641,-121.647195,407,Q3,Yes,1,18,Offer D,Yes,45.18,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,19.8,342.3,0.0,0,813.24,1155.54,5,Stayed,0,4808,Yes
-Female,36,No,No,Yes,Yes,1,United States,California,Spreckels,93962,"36.624641, -121.647195",36.624641,-121.647195,407,Q3,Yes,4,72,Offer A,Yes,20.56,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.45,1709.1,0.0,0,1480.32,3189.42,3,Stayed,0,5335,Yes
-Male,62,No,No,No,No,0,United States,California,La Honda,94020,"37.285677, -122.224165",37.285677,-122.224165,"1,622",Q3,No,0,33,Offer C,Yes,5.91,Yes,Yes,DSL,5,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.65,1665.2,0.0,0,195.03,1860.23,3,Stayed,0,5201,No
-Female,59,No,No,Yes,No,0,United States,California,La Honda,94020,"37.285677, -122.224165",37.285677,-122.224165,"1,622",Q3,Yes,10,71,,Yes,33.0,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.45,1681.6,0.0,0,2343.0,4024.6,5,Stayed,0,4742,Yes
-Male,44,No,No,No,Yes,1,United States,California,La Honda,94020,"37.285677, -122.224165",37.285677,-122.224165,"1,622",Q3,No,0,1,Offer E,No,0.0,No,Yes,Cable,19,No,Yes,No,Yes,No,No,No,No,Month-to-Month,No,Credit Card,33.6,33.6,0.0,50,0.0,83.6,5,Joined,0,4369,No
-Female,49,No,No,Yes,Yes,1,United States,California,La Honda,94020,"37.285677, -122.224165",37.285677,-122.224165,"1,622",Q3,Yes,8,30,Offer C,Yes,11.6,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.3,602.9,0.0,0,348.0,950.9,4,Stayed,0,4453,Yes
-Male,23,Yes,No,Yes,Yes,3,United States,California,Moss Beach,94038,"37.515556, -122.502311",37.515556,-122.502311,"3,064",Q3,Yes,1,37,Offer C,Yes,43.01,No,Yes,Fiber Optic,51,No,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,91.2,3247.55,0.0,0,1591.37,4838.92,5,Stayed,0,5263,Yes
-Female,60,No,No,No,No,0,United States,California,Moss Beach,94038,"37.515556, -122.502311",37.515556,-122.502311,"3,064",Q3,No,0,70,Offer A,Yes,44.57,Yes,Yes,Fiber Optic,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,111.95,7795.95,0.0,0,3119.9,10915.85,4,Stayed,0,4182,No
-Male,63,No,No,No,No,0,United States,California,Moss Beach,94038,"37.515556, -122.502311",37.515556,-122.502311,"3,064",Q3,No,0,23,Offer D,Yes,26.37,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.15,405.6,0.0,0,606.51,1012.11,4,Stayed,0,4402,No
-Female,61,No,No,Yes,No,0,United States,California,Moss Beach,94038,"37.515556, -122.502311",37.515556,-122.502311,"3,064",Q3,Yes,9,2,,Yes,7.49,No,Yes,Fiber Optic,14,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.4,154.8,0.0,0,14.98,169.78,3,Joined,0,5748,Yes
-Male,37,No,No,Yes,Yes,3,United States,California,Mountain View,94041,"37.388349, -122.075299",37.388349,-122.075299,"13,483",Q3,Yes,1,31,Offer C,Yes,20.76,Yes,Yes,Fiber Optic,57,Yes,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,89.3,2823.0,0.0,0,643.56,3466.56,3,Stayed,0,2132,Yes
-Male,23,Yes,No,No,Yes,2,United States,California,Mountain View,94041,"37.388349, -122.075299",37.388349,-122.075299,"13,483",Q3,No,0,35,,Yes,10.11,No,Yes,DSL,73,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,72.1,2495.15,0.0,0,353.85,2849.0,4,Stayed,0,5510,No
-Female,42,No,No,Yes,No,0,United States,California,Mountain View,94041,"37.388349, -122.075299",37.388349,-122.075299,"13,483",Q3,Yes,2,71,Offer A,Yes,24.71,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.95,1801.9,0.0,0,1754.41,3556.31,5,Stayed,0,5072,Yes
-Female,50,No,No,No,No,0,United States,California,Mountain View,94041,"37.388349, -122.075299",37.388349,-122.075299,"13,483",Q3,No,0,3,,Yes,14.35,Yes,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,76.1,257.6,0.0,0,43.05,300.65,4,Joined,0,2650,No
-Female,33,No,No,No,No,0,United States,California,Redwood City,94065,"37.527497, -122.230941",37.527497,-122.230941,"10,658",Q3,No,0,53,Offer B,Yes,12.92,Yes,Yes,Fiber Optic,19,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,105.55,5682.25,0.0,0,684.76,6367.01,5,Stayed,0,5731,No
-Male,33,No,No,No,No,0,United States,California,Redwood City,94065,"37.527497, -122.230941",37.527497,-122.230941,"10,658",Q3,No,0,2,,Yes,1.81,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,33.7,0.0,0,3.62,37.32,3,Joined,0,4978,No
-Female,58,No,No,Yes,Yes,1,United States,California,Redwood City,94065,"37.527497, -122.230941",37.527497,-122.230941,"10,658",Q3,Yes,6,72,,Yes,17.33,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.55,1463.45,0.0,0,1247.76,2711.21,3,Stayed,0,4424,Yes
-Male,19,Yes,No,Yes,No,0,United States,California,Redwood City,94065,"37.527497, -122.230941",37.527497,-122.230941,"10,658",Q3,Yes,4,62,Offer B,Yes,30.51,Yes,Yes,Fiber Optic,41,Yes,Yes,No,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,96.1,6001.45,0.0,0,1891.62,7893.07,4,Stayed,0,6139,Yes
-Male,27,Yes,No,Yes,No,0,United States,California,San Carlos,94070,"37.497915, -122.267361",37.497915,-122.267361,"28,098",Q3,Yes,1,50,Offer B,Yes,17.58,Yes,Yes,Fiber Optic,47,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.4,4914.9,0.0,0,879.0,5793.9,4,Stayed,0,5548,Yes
-Female,27,Yes,No,No,No,0,United States,California,San Carlos,94070,"37.497915, -122.267361",37.497915,-122.267361,"28,098",Q3,No,0,12,,Yes,35.81,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.45,227.45,0.0,0,429.72,657.17,4,Stayed,0,4862,No
-Female,56,No,No,No,Yes,3,United States,California,San Carlos,94070,"37.497915, -122.267361",37.497915,-122.267361,"28,098",Q3,No,0,7,Offer E,Yes,49.66,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.05,96.8,0.0,0,347.62,444.42,5,Stayed,0,3810,No
-Female,38,No,No,No,No,0,United States,California,San Carlos,94070,"37.497915, -122.267361",37.497915,-122.267361,"28,098",Q3,No,0,55,Offer B,Yes,3.62,No,Yes,DSL,17,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.55,2832.75,0.0,0,199.1,3031.85,3,Stayed,0,6250,No
-Female,35,No,No,Yes,No,0,United States,California,Sunnyvale,94087,"37.3511, -122.037311",37.3511,-122.037311,"50,070",Q3,Yes,1,56,Offer B,Yes,34.1,No,Yes,Fiber Optic,13,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,105.6,6068.65,0.0,0,1909.6,7978.25,4,Stayed,0,4196,Yes
-Female,43,No,No,No,No,0,United States,California,Sunnyvale,94087,"37.3511, -122.037311",37.3511,-122.037311,"50,070",Q3,No,0,8,,Yes,46.78,No,Yes,DSL,24,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,60.0,487.75,0.0,0,374.24,861.99,3,Stayed,0,5862,No
-Male,29,Yes,No,No,No,0,United States,California,Sunnyvale,94087,"37.3511, -122.037311",37.3511,-122.037311,"50,070",Q3,No,0,21,Offer D,No,0.0,No,Yes,DSL,26,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,43.55,1011.5,0.0,0,0.0,1011.5,4,Stayed,0,5808,No
-Female,38,No,No,Yes,No,0,United States,California,Sunnyvale,94087,"37.3511, -122.037311",37.3511,-122.037311,"50,070",Q3,Yes,7,71,Offer A,Yes,19.9,Yes,Yes,DSL,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,89.3,6388.65,0.0,0,1412.9,7801.55,3,Stayed,0,4658,Yes
-Male,45,No,No,No,No,0,United States,California,San Francisco,94116,"37.74441, -122.486764",37.74441,-122.486764,"42,959",Q3,No,0,72,,No,0.0,No,Yes,Cable,10,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,65.55,4807.45,0.0,0,0.0,4807.45,4,Stayed,0,4266,No
-Female,21,Yes,No,Yes,No,0,United States,California,San Francisco,94116,"37.74441, -122.486764",37.74441,-122.486764,"42,959",Q3,Yes,1,72,Offer A,Yes,13.27,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.85,1871.85,0.0,0,955.44,2827.29,3,Stayed,0,4067,Yes
-Male,50,No,No,No,No,0,United States,California,San Francisco,94116,"37.74441, -122.486764",37.74441,-122.486764,"42,959",Q3,No,0,1,Offer E,Yes,16.36,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.3,19.3,0.0,0,16.36,35.66,5,Joined,0,5626,No
-Female,44,No,No,No,No,0,United States,California,San Francisco,94116,"37.74441, -122.486764",37.74441,-122.486764,"42,959",Q3,No,0,18,Offer D,Yes,15.01,No,Yes,Fiber Optic,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.4,1380.4,0.0,0,270.18,1650.58,4,Stayed,0,4792,No
-Female,48,No,No,No,No,0,United States,California,San Francisco,94118,"37.781304, -122.461522",37.781304,-122.461522,"38,955",Q3,No,0,21,,Yes,36.31,No,Yes,Fiber Optic,27,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,104.55,2239.4,0.0,0,762.51,3001.91,4,Stayed,0,3471,No
-Female,42,No,No,Yes,Yes,3,United States,California,San Francisco,94118,"37.781304, -122.461522",37.781304,-122.461522,"38,955",Q3,Yes,1,42,,Yes,12.6,No,Yes,Fiber Optic,26,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,100.4,4303.65,0.0,0,529.2,4832.85,5,Stayed,0,3265,Yes
-Male,35,No,No,No,No,0,United States,California,San Francisco,94118,"37.781304, -122.461522",37.781304,-122.461522,"38,955",Q3,No,0,3,,Yes,9.74,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.3,220.4,0.0,0,29.22,249.62,4,Joined,0,4275,No
-Female,25,Yes,No,Yes,No,0,United States,California,San Francisco,94118,"37.781304, -122.461522",37.781304,-122.461522,"38,955",Q3,Yes,1,65,Offer B,Yes,1.29,No,Yes,DSL,51,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,71.0,4386.2,0.0,0,83.85,4470.05,4,Stayed,0,6308,Yes
-Female,38,No,No,Yes,No,0,United States,California,San Francisco,94124,"37.731505, -122.384532",37.731505,-122.384532,"33,177",Q3,Yes,1,63,Offer B,Yes,49.08,Yes,Yes,Cable,24,Yes,Yes,No,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,79.7,4786.15,0.0,30,3092.04,7908.19,3,Stayed,0,4010,Yes
-Female,31,No,No,No,No,0,United States,California,San Francisco,94124,"37.731505, -122.384532",37.731505,-122.384532,"33,177",Q3,No,0,35,,Yes,37.81,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.25,617.65,0.0,0,1323.35,1941.0,5,Stayed,0,4988,No
-Male,48,No,No,Yes,Yes,3,United States,California,San Francisco,94124,"37.731505, -122.384532",37.731505,-122.384532,"33,177",Q3,Yes,5,69,,Yes,40.36,No,Yes,Cable,53,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,80.65,5542.55,0.0,0,2784.84,8327.39,3,Stayed,0,4618,Yes
-Male,19,Yes,No,Yes,No,0,United States,California,San Francisco,94124,"37.731505, -122.384532",37.731505,-122.384532,"33,177",Q3,Yes,3,33,Offer C,Yes,15.89,No,Yes,DSL,52,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,61.05,2018.4,0.0,0,524.37,2542.77,3,Stayed,0,3215,Yes
-Female,53,No,No,Yes,Yes,3,United States,California,San Francisco,94133,"37.802071, -122.411004",37.802071,-122.411004,"26,831",Q3,No,0,30,Offer C,Yes,48.43,No,Yes,Fiber Optic,58,No,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,86.45,2538.05,0.0,0,1452.9,3990.95,3,Stayed,0,2923,Yes
-Male,56,No,No,No,No,0,United States,California,San Francisco,94133,"37.802071, -122.411004",37.802071,-122.411004,"26,831",Q3,No,0,10,,Yes,4.42,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.0,198.7,0.0,0,44.2,242.9,5,Stayed,0,2411,No
-Female,52,No,No,Yes,No,0,United States,California,San Francisco,94133,"37.802071, -122.411004",37.802071,-122.411004,"26,831",Q3,Yes,7,33,Offer C,No,0.0,No,Yes,DSL,7,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,59.55,2016.3,0.0,0,0.0,2016.3,3,Stayed,0,5980,Yes
-Male,22,Yes,No,Yes,Yes,3,United States,California,San Francisco,94133,"37.802071, -122.411004",37.802071,-122.411004,"26,831",Q3,Yes,1,23,,Yes,48.02,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,24.35,538.5,0.0,0,1104.46,1642.96,5,Stayed,0,4031,Yes
-Female,44,No,No,No,No,0,United States,California,San Francisco,94134,"37.721052, -122.413573",37.721052,-122.413573,"40,137",Q3,No,0,16,,Yes,38.02,No,Yes,Fiber Optic,25,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.1,1212.85,0.0,0,608.32,1821.17,5,Stayed,0,5176,No
-Female,62,No,No,No,Yes,2,United States,California,San Francisco,94134,"37.721052, -122.413573",37.721052,-122.413573,"40,137",Q3,No,0,12,,Yes,16.96,Yes,Yes,Fiber Optic,18,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.3,1275.65,0.0,0,203.52,1479.17,3,Stayed,0,5913,No
-Female,62,No,No,No,No,0,United States,California,San Francisco,94134,"37.721052, -122.413573",37.721052,-122.413573,"40,137",Q3,No,0,16,Offer D,Yes,41.51,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.05,326.65,0.0,0,664.16,990.81,5,Stayed,0,4336,No
-Female,33,No,No,Yes,Yes,3,United States,California,San Francisco,94134,"37.721052, -122.413573",37.721052,-122.413573,"40,137",Q3,Yes,10,47,Offer B,Yes,41.54,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.75,948.9,0.0,0,1952.38,2901.28,3,Stayed,0,3843,Yes
-Female,58,No,No,No,No,0,United States,California,Stanford,94305,"37.424342, -122.165641",37.424342,-122.165641,"13,386",Q3,No,0,12,,No,0.0,No,Yes,DSL,19,Yes,No,No,Yes,No,No,No,Yes,One Year,Yes,Mailed Check,33.6,435.45,0.0,0,0.0,435.45,3,Stayed,0,2990,No
-Female,21,Yes,No,Yes,Yes,2,United States,California,Stanford,94305,"37.424342, -122.165641",37.424342,-122.165641,"13,386",Q3,Yes,1,44,,Yes,4.17,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.6,780.25,0.0,0,183.48,963.73,5,Stayed,0,5584,Yes
-Male,45,No,No,Yes,Yes,2,United States,California,Stanford,94305,"37.424342, -122.165641",37.424342,-122.165641,"13,386",Q3,Yes,1,57,,Yes,41.56,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.4,1061.6,0.0,0,2368.92,3430.52,5,Stayed,0,4194,Yes
-Female,42,No,No,No,No,0,United States,California,Stanford,94305,"37.424342, -122.165641",37.424342,-122.165641,"13,386",Q3,No,0,69,Offer A,Yes,18.47,Yes,Yes,DSL,28,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,85.35,5897.4,0.0,0,1274.43,7171.83,3,Stayed,0,6499,No
-Female,46,No,No,No,No,0,United States,California,San Mateo,94404,"37.556094, -122.272437",37.556094,-122.272437,"31,882",Q3,No,0,15,,Yes,2.74,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.9,320.45,0.0,0,41.1,361.55,4,Stayed,0,3366,No
-Female,37,No,No,Yes,Yes,3,United States,California,San Mateo,94404,"37.556094, -122.272437",37.556094,-122.272437,"31,882",Q3,Yes,1,57,,Yes,32.37,Yes,Yes,Fiber Optic,28,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.6,5611.7,0.0,0,1845.09,7456.79,3,Stayed,0,6351,Yes
-Female,63,No,No,No,Yes,1,United States,California,San Mateo,94404,"37.556094, -122.272437",37.556094,-122.272437,"31,882",Q3,No,0,40,,Yes,20.13,No,Yes,DSL,10,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,64.1,2460.35,0.0,0,805.2,3265.55,3,Stayed,0,5056,No
-Female,32,No,No,Yes,Yes,2,United States,California,San Mateo,94404,"37.556094, -122.272437",37.556094,-122.272437,"31,882",Q3,Yes,4,39,Offer C,Yes,48.14,No,Yes,Cable,23,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,59.85,2341.5,0.0,0,1877.46,4218.96,3,Stayed,0,3900,Yes
-Female,50,No,No,No,Yes,2,United States,California,Alameda,94502,"37.724817, -122.224363",37.724817,-122.224363,"13,996",Q3,No,0,13,,No,0.0,No,Yes,Cable,19,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,30.15,382.2,0.0,10,0.0,392.2,5,Stayed,0,3540,No
-Female,57,No,No,Yes,Yes,2,United States,California,Alameda,94502,"37.724817, -122.224363",37.724817,-122.224363,"13,996",Q3,Yes,1,62,,Yes,2.41,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.3,1296.15,0.0,0,149.42,1445.57,5,Stayed,0,4574,Yes
-Male,47,No,No,Yes,Yes,1,United States,California,Alameda,94502,"37.724817, -122.224363",37.724817,-122.224363,"13,996",Q3,No,0,63,,Yes,3.65,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.7,1275.85,0.0,0,229.95,1505.8,5,Stayed,0,4235,Yes
-Male,39,No,No,Yes,Yes,1,United States,California,Alameda,94502,"37.724817, -122.224363",37.724817,-122.224363,"13,996",Q3,Yes,9,71,Offer A,Yes,18.99,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,23.9,1626.4,0.0,0,1348.29,2974.69,4,Stayed,0,5574,Yes
-Male,23,Yes,No,No,No,0,United States,California,Danville,94506,"37.791481, -121.903253",37.791481,-121.903253,"19,777",Q3,No,0,24,,Yes,35.3,No,Yes,Fiber Optic,41,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,79.85,2001.0,0.0,0,847.2,2848.2,4,Stayed,0,5128,No
-Female,25,Yes,No,Yes,No,0,United States,California,Danville,94506,"37.791481, -121.903253",37.791481,-121.903253,"19,777",Q3,Yes,1,65,,Yes,27.69,Yes,Yes,Fiber Optic,52,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,107.65,7082.85,0.0,0,1799.85,8882.7,5,Stayed,0,4193,Yes
-Male,51,No,No,Yes,Yes,3,United States,California,Danville,94506,"37.791481, -121.903253",37.791481,-121.903253,"19,777",Q3,Yes,1,68,,Yes,18.47,Yes,Yes,Fiber Optic,75,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.2,7467.5,0.0,0,1255.96,8723.46,3,Stayed,0,4108,Yes
-Female,22,Yes,No,Yes,Yes,1,United States,California,Danville,94506,"37.791481, -121.903253",37.791481,-121.903253,"19,777",Q3,Yes,3,33,Offer C,Yes,1.71,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,24.15,800.3,0.0,0,56.43,856.73,4,Stayed,0,4501,Yes
-Male,39,No,No,Yes,Yes,2,United States,California,Benicia,94510,"38.113533, -122.11926",38.113533,-122.11926,"25,578",Q3,Yes,4,4,,Yes,3.63,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,20.5,77.6,0.0,0,14.52,92.12,4,Stayed,0,5053,Yes
-Female,56,No,No,No,No,0,United States,California,Benicia,94510,"38.113533, -122.11926",38.113533,-122.11926,"25,578",Q3,No,0,7,,Yes,30.06,No,Yes,Fiber Optic,10,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,75.15,525.0,0.0,10,210.42,745.42,3,Stayed,0,4216,No
-Male,26,Yes,No,No,No,0,United States,California,Benicia,94510,"38.113533, -122.11926",38.113533,-122.11926,"25,578",Q3,No,0,63,,Yes,21.45,Yes,Yes,Fiber Optic,85,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,No,Credit Card,104.5,6590.8,0.0,0,1351.35,7942.15,4,Stayed,0,4908,No
-Female,19,Yes,No,Yes,No,0,United States,California,Benicia,94510,"38.113533, -122.11926",38.113533,-122.11926,"25,578",Q3,Yes,4,9,,Yes,12.59,No,Yes,Cable,76,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.85,466.6,0.0,0,113.31,579.91,4,Stayed,0,4623,Yes
-Male,42,No,No,Yes,Yes,1,United States,California,Brentwood,94513,"37.908242, -121.682472",37.908242,-121.682472,"26,577",Q3,Yes,8,35,,Yes,47.33,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.5,759.35,0.0,0,1656.55,2415.9,4,Stayed,0,2009,Yes
-Female,61,No,No,Yes,Yes,2,United States,California,Brentwood,94513,"37.908242, -121.682472",37.908242,-121.682472,"26,577",Q3,Yes,6,72,Offer A,Yes,35.21,Yes,Yes,Fiber Optic,10,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,98.65,7129.45,0.0,0,2535.12,9664.57,4,Stayed,0,4616,Yes
-Male,53,No,No,Yes,Yes,3,United States,California,Brentwood,94513,"37.908242, -121.682472",37.908242,-121.682472,"26,577",Q3,Yes,1,22,Offer D,Yes,11.39,Yes,Yes,Fiber Optic,56,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.75,1885.15,0.0,0,250.58,2135.73,4,Stayed,0,5585,Yes
-Male,60,No,No,No,No,0,United States,California,Brentwood,94513,"37.908242, -121.682472",37.908242,-121.682472,"26,577",Q3,No,0,1,,Yes,15.2,No,Yes,Fiber Optic,2,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.0,85.0,0.0,0,15.2,100.2,4,Joined,0,5754,No
-Female,57,No,No,No,No,0,United States,California,Concord,94518,"37.950248, -122.022455",37.950248,-122.022455,"27,394",Q3,No,0,15,,Yes,30.54,No,Yes,DSL,11,Yes,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,58.95,955.15,0.0,0,458.1,1413.25,4,Stayed,0,4497,No
-Female,23,Yes,No,No,No,0,United States,California,Concord,94518,"37.950248, -122.022455",37.950248,-122.022455,"27,394",Q3,No,0,13,,Yes,6.56,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.4,261.3,0.0,0,85.28,346.58,5,Stayed,0,4883,No
-Female,20,Yes,No,Yes,No,0,United States,California,Concord,94518,"37.950248, -122.022455",37.950248,-122.022455,"27,394",Q3,Yes,1,49,,Yes,12.39,No,Yes,Fiber Optic,46,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,99.4,5025.0,0.0,10,607.11,5642.11,4,Stayed,0,4725,Yes
-Female,43,No,No,No,No,0,United States,California,Concord,94518,"37.950248, -122.022455",37.950248,-122.022455,"27,394",Q3,No,0,52,Offer B,Yes,42.9,Yes,Yes,Fiber Optic,14,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,80.2,4297.6,0.0,0,2230.8,6528.4,4,Stayed,0,5597,No
-Male,30,No,No,Yes,No,0,United States,California,Hercules,94547,"37.991259, -122.214945",37.991259,-122.214945,"22,479",Q3,Yes,1,49,Offer B,Yes,47.17,Yes,Yes,Fiber Optic,26,Yes,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,93.85,4733.1,0.0,30,2311.33,7074.43,3,Stayed,0,5698,Yes
-Female,56,No,No,No,Yes,1,United States,California,Hercules,94547,"37.991259, -122.214945",37.991259,-122.214945,"22,479",Q3,No,0,2,,Yes,5.3,Yes,Yes,Fiber Optic,11,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,80.55,188.1,0.0,0,10.6,198.7,4,Joined,0,5346,No
-Female,23,Yes,No,No,No,0,United States,California,Hercules,94547,"37.991259, -122.214945",37.991259,-122.214945,"22,479",Q3,No,0,1,,Yes,15.22,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,25.75,25.75,0.0,0,15.22,40.97,4,Joined,0,2569,No
-Male,63,No,No,No,No,0,United States,California,Hercules,94547,"37.991259, -122.214945",37.991259,-122.214945,"22,479",Q3,No,0,51,Offer B,Yes,18.07,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.75,1234.6,0.0,0,921.57,2156.17,3,Stayed,0,5080,No
-Female,40,No,No,Yes,No,0,United States,California,Castro Valley,94552,"37.722727, -122.02157",37.722727,-122.02157,"13,212",Q3,Yes,4,59,Offer B,Yes,8.28,No,Yes,DSL,22,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,75.95,4542.35,0.0,0,488.52,5030.87,3,Stayed,0,5446,Yes
-Female,31,No,No,Yes,No,0,United States,California,Castro Valley,94552,"37.722727, -122.02157",37.722727,-122.02157,"13,212",Q3,Yes,7,60,Offer B,No,0.0,No,Yes,Cable,4,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,50.05,2911.5,0.0,0,0.0,2911.5,3,Stayed,0,5493,Yes
-Female,29,Yes,No,Yes,No,0,United States,California,Castro Valley,94552,"37.722727, -122.02157",37.722727,-122.02157,"13,212",Q3,Yes,4,48,,Yes,47.64,No,Yes,Fiber Optic,59,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,97.05,4692.95,0.0,0,2286.72,6979.67,5,Stayed,0,5893,Yes
-Female,45,No,No,No,No,0,United States,California,Castro Valley,94552,"37.722727, -122.02157",37.722727,-122.02157,"13,212",Q3,No,0,72,Offer A,Yes,8.48,Yes,Yes,Fiber Optic,22,Yes,No,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,84.7,6185.15,0.0,0,610.56,6795.71,3,Stayed,0,4520,No
-Female,27,Yes,No,Yes,Yes,2,United States,California,San Leandro,94577,"37.717196, -122.159338",37.717196,-122.159338,"41,871",Q3,Yes,10,10,Offer D,Yes,18.57,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,26.1,225.55,0.0,0,185.7,411.25,5,Stayed,0,3179,Yes
-Female,50,No,No,No,No,0,United States,California,San Leandro,94577,"37.717196, -122.159338",37.717196,-122.159338,"41,871",Q3,No,0,1,,Yes,11.96,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.8,19.8,0.0,0,11.96,31.76,5,Joined,0,3129,No
-Female,60,No,No,No,No,0,United States,California,San Leandro,94577,"37.717196, -122.159338",37.717196,-122.159338,"41,871",Q3,No,0,45,Offer B,Yes,44.29,Yes,Yes,DSL,15,Yes,No,No,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,73.55,3349.1,0.0,0,1993.05,5342.15,3,Stayed,0,2280,No
-Female,53,No,No,No,No,0,United States,California,San Leandro,94577,"37.717196, -122.159338",37.717196,-122.159338,"41,871",Q3,No,0,68,,No,0.0,No,Yes,Cable,13,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,44.95,3085.35,0.0,0,0.0,3085.35,3,Stayed,0,5750,No
-Male,23,Yes,No,No,No,0,United States,California,San Leandro,94578,"37.704384, -122.126703",37.704384,-122.126703,"36,568",Q3,No,0,13,Offer D,Yes,1.61,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.0,268.45,0.0,0,20.93,289.38,3,Stayed,0,3037,No
-Male,55,No,No,No,No,0,United States,California,San Leandro,94578,"37.704384, -122.126703",37.704384,-122.126703,"36,568",Q3,No,0,56,Offer B,Yes,49.36,No,Yes,DSL,21,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,81.8,4534.45,0.0,0,2764.16,7298.61,5,Stayed,0,4399,No
-Male,45,No,No,No,No,0,United States,California,San Leandro,94578,"37.704384, -122.126703",37.704384,-122.126703,"36,568",Q3,No,0,10,Offer D,Yes,13.51,No,Yes,DSL,14,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,46.0,492.1,0.0,0,135.1,627.2,4,Stayed,0,3903,No
-Male,47,No,No,No,Yes,3,United States,California,San Leandro,94578,"37.704384, -122.126703",37.704384,-122.126703,"36,568",Q3,No,0,1,,No,0.0,No,Yes,Cable,21,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,24.7,24.7,0.0,0,0.0,24.7,4,Joined,0,3518,No
-Male,19,Yes,No,Yes,No,0,United States,California,Suisun City,94585,"38.197907, -122.017258",38.197907,-122.017258,"39,279",Q3,Yes,1,72,Offer A,Yes,21.72,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.7,1492.1,0.0,0,1563.84,3055.94,3,Stayed,0,6317,Yes
-Female,44,No,No,No,No,0,United States,California,Suisun City,94585,"38.197907, -122.017258",38.197907,-122.017258,"39,279",Q3,No,0,15,Offer D,Yes,6.22,Yes,Yes,Fiber Optic,4,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,84.35,1302.65,0.0,0,93.3,1395.95,3,Stayed,0,3314,No
-Male,51,No,No,No,No,0,United States,California,Suisun City,94585,"38.197907, -122.017258",38.197907,-122.017258,"39,279",Q3,No,0,51,Offer B,Yes,27.3,No,Yes,Fiber Optic,13,Yes,No,No,No,Yes,No,No,Yes,One Year,No,Credit Card,86.35,4267.15,0.0,0,1392.3,5659.45,3,Stayed,0,5311,No
-Male,45,No,No,No,No,0,United States,California,Suisun City,94585,"38.197907, -122.017258",38.197907,-122.017258,"39,279",Q3,No,0,20,,No,0.0,No,Yes,DSL,20,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,55.0,1165.55,0.0,0,0.0,1165.55,3,Stayed,0,4481,No
-Male,33,No,No,No,No,0,United States,California,Oakland,94610,"37.808731, -122.238708",37.808731,-122.238708,"29,964",Q3,No,0,4,,No,0.0,No,Yes,DSL,13,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,40.05,162.45,0.0,0,0.0,162.45,4,Stayed,0,2664,No
-Female,21,Yes,No,Yes,Yes,1,United States,California,Oakland,94610,"37.808731, -122.238708",37.808731,-122.238708,"29,964",Q3,Yes,2,51,Offer B,Yes,18.42,Yes,Yes,Fiber Optic,47,Yes,No,No,Yes,Yes,No,Yes,Yes,One Year,Yes,Mailed Check,95.15,5000.05,0.0,0,939.42,5939.47,3,Stayed,0,6492,Yes
-Female,57,No,No,No,No,0,United States,California,Oakland,94610,"37.808731, -122.238708",37.808731,-122.238708,"29,964",Q3,No,0,2,,Yes,33.75,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.15,123.8,0.0,0,67.5,191.3,3,Joined,0,4840,No
-Male,55,No,No,Yes,Yes,3,United States,California,Oakland,94610,"37.808731, -122.238708",37.808731,-122.238708,"29,964",Q3,Yes,7,10,,Yes,13.83,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.05,218.5,0.0,0,138.3,356.8,4,Stayed,0,2049,Yes
-Female,59,No,No,Yes,Yes,2,United States,California,Oakland,94612,"37.809014, -122.269739",37.809014,-122.269739,"11,702",Q3,Yes,3,39,,Yes,15.06,No,Yes,DSL,11,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,51.05,2066.0,0.0,0,587.34,2653.34,3,Stayed,0,3154,Yes
-Male,31,No,No,No,No,0,United States,California,Oakland,94612,"37.809014, -122.269739",37.809014,-122.269739,"11,702",Q3,No,0,27,,Yes,33.4,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.1,562.6,0.0,0,901.8,1464.4,5,Stayed,0,3428,No
-Male,28,Yes,No,No,No,0,United States,California,Oakland,94612,"37.809014, -122.269739",37.809014,-122.269739,"11,702",Q3,No,0,40,,Yes,39.05,No,Yes,DSL,58,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,67.45,2731.0,0.0,0,1562.0,4293.0,3,Stayed,0,4714,No
-Male,40,No,No,No,No,0,United States,California,Oakland,94612,"37.809014, -122.269739",37.809014,-122.269739,"11,702",Q3,No,0,29,,No,0.0,No,Yes,DSL,27,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,34.3,1004.75,0.0,0,0.0,1004.75,5,Stayed,0,2555,No
-Male,62,No,No,No,No,0,United States,California,Berkeley,94702,"37.866009, -122.286228",37.866009,-122.286228,"15,638",Q3,No,0,37,,Yes,28.84,No,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.35,2552.9,0.0,0,1067.08,3619.98,3,Stayed,0,5402,No
-Female,28,Yes,No,No,No,0,United States,California,Berkeley,94702,"37.866009, -122.286228",37.866009,-122.286228,"15,638",Q3,No,0,29,,Yes,21.19,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,20.35,617.35,0.0,0,614.51,1231.86,4,Stayed,0,4840,No
-Female,60,No,No,Yes,No,0,United States,California,Berkeley,94702,"37.866009, -122.286228",37.866009,-122.286228,"15,638",Q3,Yes,1,15,,Yes,31.13,Yes,Yes,DSL,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,51.1,711.15,0.0,0,466.95,1178.1,5,Stayed,0,4858,Yes
-Female,45,No,No,No,No,0,United States,California,Berkeley,94702,"37.866009, -122.286228",37.866009,-122.286228,"15,638",Q3,No,0,17,,Yes,12.69,No,Yes,Cable,22,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,79.85,1387.35,0.0,0,215.73,1603.08,3,Stayed,0,5574,No
-Female,56,No,No,No,No,0,United States,California,Belvedere Tiburon,94920,"37.885629, -122.46858",37.885629,-122.46858,"13,065",Q3,No,0,16,Offer D,Yes,44.05,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.3,360.35,0.0,0,704.8,1065.15,3,Stayed,0,2870,No
-Male,57,No,No,No,No,0,United States,California,Belvedere Tiburon,94920,"37.885629, -122.46858",37.885629,-122.46858,"13,065",Q3,No,0,72,,Yes,45.75,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.3,1414.8,0.0,0,3294.0,4708.8,4,Stayed,0,4722,No
-Male,23,Yes,No,Yes,Yes,2,United States,California,Belvedere Tiburon,94920,"37.885629, -122.46858",37.885629,-122.46858,"13,065",Q3,Yes,8,69,Offer A,Yes,26.44,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.55,1403.1,0.0,0,1824.36,3227.46,4,Stayed,0,5366,Yes
-Female,23,Yes,No,No,No,0,United States,California,Belvedere Tiburon,94920,"37.885629, -122.46858",37.885629,-122.46858,"13,065",Q3,No,0,6,,Yes,34.42,Yes,Yes,Fiber Optic,42,No,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,89.75,552.65,0.0,60,206.52,819.17,5,Stayed,0,2370,No
-Female,60,No,No,Yes,Yes,2,United States,California,Bodega,94922,"38.343282, -122.9755",38.343282,-122.9755,584,Q3,No,0,14,Offer D,Yes,23.0,No,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.2,1046.5,0.0,0,322.0,1368.5,4,Stayed,0,5819,Yes
-Male,58,No,No,Yes,Yes,3,United States,California,Bodega,94922,"38.343282, -122.9755",38.343282,-122.9755,584,Q3,Yes,6,8,Offer E,Yes,26.17,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.65,169.75,0.0,0,209.36,379.11,4,Stayed,0,4535,Yes
-Female,56,No,No,Yes,No,0,United States,California,Bodega,94922,"38.343282, -122.9755",38.343282,-122.9755,584,Q3,Yes,4,42,,Yes,36.35,Yes,Yes,DSL,30,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,66.4,2727.8,0.0,0,1526.7,4254.5,3,Stayed,0,3773,Yes
-Male,44,No,No,Yes,No,0,United States,California,Bodega,94922,"38.343282, -122.9755",38.343282,-122.9755,584,Q3,Yes,4,48,,Yes,33.06,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.05,1036.0,0.0,0,1586.88,2622.88,3,Stayed,0,2964,Yes
-Male,42,No,No,No,No,0,United States,California,Fairfax,94930,"37.971751, -122.611873",37.971751,-122.611873,"8,486",Q3,No,0,29,,Yes,46.12,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.8,572.2,0.0,0,1337.48,1909.68,4,Stayed,0,5696,No
-Female,54,No,No,No,No,0,United States,California,Fairfax,94930,"37.971751, -122.611873",37.971751,-122.611873,"8,486",Q3,No,0,35,,No,0.0,No,Yes,DSL,21,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,24.15,812.5,0.0,40,0.0,852.5,4,Stayed,0,5097,No
-Male,21,Yes,No,Yes,Yes,1,United States,California,Fairfax,94930,"37.971751, -122.611873",37.971751,-122.611873,"8,486",Q3,No,0,64,,Yes,34.58,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.8,5960.5,0.0,0,2213.12,8173.62,3,Stayed,0,5371,Yes
-Female,64,No,No,Yes,Yes,3,United States,California,Fairfax,94930,"37.971751, -122.611873",37.971751,-122.611873,"8,486",Q3,Yes,5,67,,Yes,3.47,No,Yes,Fiber Optic,21,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,84.8,5598.3,0.0,0,232.49,5830.79,4,Stayed,0,6072,Yes
-Female,41,No,No,No,No,0,United States,California,Lagunitas,94938,"38.021772, -122.691744",38.021772,-122.691744,821,Q3,No,0,40,,Yes,33.83,Yes,Yes,DSL,19,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,80.75,3208.65,0.0,0,1353.2,4561.85,4,Stayed,0,2047,No
-Female,29,Yes,No,Yes,Yes,5,United States,California,Lagunitas,94938,"38.021772, -122.691744",38.021772,-122.691744,821,Q3,Yes,3,53,,Yes,31.99,No,Yes,DSL,59,No,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,60.6,3297.0,0.0,0,1695.47,4992.47,4,Stayed,0,4854,Yes
-Female,44,No,No,No,No,0,United States,California,Lagunitas,94938,"38.021772, -122.691744",38.021772,-122.691744,821,Q3,No,0,3,Offer E,Yes,6.61,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,18.8,56.0,0.0,0,19.83,75.83,4,Joined,0,3010,No
-Male,35,No,No,Yes,Yes,3,United States,California,Lagunitas,94938,"38.021772, -122.691744",38.021772,-122.691744,821,Q3,Yes,9,15,Offer D,Yes,49.36,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.5,239.75,0.0,0,740.4,980.15,4,Stayed,0,5471,Yes
-Male,63,No,No,Yes,No,0,United States,California,San Geronimo,94963,"38.00474, -122.663717",38.00474,-122.663717,548,Q3,Yes,7,47,,Yes,6.54,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.65,973.1,0.0,0,307.38,1280.48,5,Stayed,0,2021,Yes
-Male,21,Yes,No,No,No,0,United States,California,San Geronimo,94963,"38.00474, -122.663717",38.00474,-122.663717,548,Q3,No,0,62,,No,0.0,No,Yes,DSL,51,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,43.7,2618.3,0.0,0,0.0,2618.3,4,Stayed,0,5254,No
-Female,55,No,No,Yes,No,0,United States,California,San Geronimo,94963,"38.00474, -122.663717",38.00474,-122.663717,548,Q3,Yes,7,21,,Yes,11.27,No,Yes,DSL,19,Yes,No,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Credit Card,80.9,1714.95,0.0,60,236.67,2011.62,4,Stayed,0,5733,Yes
-Female,46,No,No,No,No,0,United States,California,San Geronimo,94963,"38.00474, -122.663717",38.00474,-122.663717,548,Q3,No,0,20,Offer D,Yes,33.86,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,18.9,347.65,0.0,0,677.2,1024.85,5,Stayed,0,4277,No
-Female,62,No,No,No,No,0,United States,California,Los Gatos,95033,"37.160194, -121.945611",37.160194,-121.945611,"10,172",Q3,No,0,51,,Yes,7.54,Yes,Yes,Fiber Optic,6,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,107.45,5680.9,14.76,0,384.54,6050.68,3,Stayed,0,5446,No
-Male,64,No,No,No,No,0,United States,California,Los Gatos,95033,"37.160194, -121.945611",37.160194,-121.945611,"10,172",Q3,No,0,66,,Yes,20.52,Yes,Yes,Cable,10,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,68.75,4447.55,0.0,0,1354.32,5801.87,4,Stayed,0,5454,No
-Male,40,No,No,No,No,0,United States,California,Los Gatos,95033,"37.160194, -121.945611",37.160194,-121.945611,"10,172",Q3,No,0,19,Offer D,Yes,11.85,Yes,Yes,DSL,18,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,59.55,1144.6,0.0,0,225.15,1369.75,4,Stayed,0,3949,No
-Female,64,No,No,No,No,0,United States,California,Los Gatos,95033,"37.160194, -121.945611",37.160194,-121.945611,"10,172",Q3,No,0,9,,Yes,48.38,No,Yes,Fiber Optic,8,No,No,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,85.3,781.4,0.0,10,435.42,1226.82,5,Stayed,0,5850,No
-Male,28,Yes,No,Yes,No,0,United States,California,Mount Hermon,95041,"37.051166, -122.056194",37.051166,-122.056194,77,Q3,Yes,4,41,,Yes,13.58,Yes,Yes,DSL,51,No,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,68.5,2839.95,38.37,0,556.78,3358.36,4,Stayed,0,3877,Yes
-Female,60,No,No,Yes,Yes,3,United States,California,Mount Hermon,95041,"37.051166, -122.056194",37.051166,-122.056194,77,Q3,Yes,3,31,Offer C,Yes,9.8,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,21.0,697.7,0.0,0,303.8,1001.5,3,Stayed,0,5225,Yes
-Male,49,No,No,Yes,Yes,1,United States,California,Mount Hermon,95041,"37.051166, -122.056194",37.051166,-122.056194,77,Q3,Yes,9,70,Offer A,Yes,22.67,Yes,Yes,DSL,29,Yes,No,Yes,No,Yes,No,No,Yes,Two Year,No,Credit Card,68.95,4858.7,0.0,0,1586.9,6445.6,3,Stayed,0,4858,Yes
-Male,49,No,No,Yes,No,0,United States,California,Mount Hermon,95041,"37.051166, -122.056194",37.051166,-122.056194,77,Q3,Yes,1,61,,Yes,15.15,Yes,Yes,Fiber Optic,28,Yes,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,99.4,5943.65,0.0,0,924.15,6867.8,4,Stayed,0,5404,Yes
-Male,49,No,No,No,No,0,United States,California,Paicines,95043,"36.525703, -120.952122",36.525703,-120.952122,813,Q3,No,0,1,,Yes,5.93,No,Yes,Fiber Optic,19,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,80.55,80.55,0.0,60,5.93,146.48,4,Joined,0,3154,No
-Male,63,No,No,No,No,0,United States,California,Paicines,95043,"36.525703, -120.952122",36.525703,-120.952122,813,Q3,No,0,7,,Yes,9.19,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.4,168.65,0.0,0,64.33,232.98,5,Stayed,0,5873,No
-Female,33,No,No,No,No,0,United States,California,Paicines,95043,"36.525703, -120.952122",36.525703,-120.952122,813,Q3,No,0,66,Offer A,Yes,43.14,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.1,6595.0,0.0,0,2847.24,9442.24,3,Stayed,0,6183,No
-Male,22,Yes,No,No,No,0,United States,California,Paicines,95043,"36.525703, -120.952122",36.525703,-120.952122,813,Q3,No,0,16,Offer D,Yes,4.13,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.0,275.7,0.0,0,66.08,341.78,3,Stayed,0,3705,No
-Male,38,No,No,Yes,Yes,1,United States,California,Santa Clara,95051,"37.348129, -121.98469",37.348129,-121.98469,"52,986",Q3,Yes,3,5,,Yes,18.97,Yes,Yes,Cable,12,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.7,259.4,0.0,0,94.85,354.25,3,Stayed,0,3598,Yes
-Female,21,Yes,No,Yes,Yes,1,United States,California,Santa Clara,95051,"37.348129, -121.98469",37.348129,-121.98469,"52,986",Q3,Yes,4,19,Offer D,No,0.0,No,Yes,Cable,85,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,24.85,434.8,0.0,0,0.0,434.8,5,Stayed,0,2958,Yes
-Female,29,Yes,No,Yes,Yes,1,United States,California,Santa Clara,95051,"37.348129, -121.98469",37.348129,-121.98469,"52,986",Q3,Yes,9,32,Offer C,Yes,33.28,Yes,Yes,DSL,51,No,Yes,Yes,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,62.45,2045.55,0.0,0,1064.96,3110.51,3,Stayed,0,5442,Yes
-Female,27,Yes,No,No,No,0,United States,California,Santa Clara,95051,"37.348129, -121.98469",37.348129,-121.98469,"52,986",Q3,No,0,6,,Yes,37.57,No,Yes,Cable,58,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55.0,340.4,0.0,0,225.42,565.82,5,Stayed,0,2629,No
-Male,50,No,No,Yes,Yes,3,United States,California,Santa Cruz,95064,"37.007882, -122.065975",37.007882,-122.065975,"4,563",Q3,Yes,9,54,,Yes,7.25,Yes,Yes,Fiber Optic,57,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.2,5637.85,23.01,0,391.5,6006.34,5,Stayed,0,5546,Yes
-Male,59,No,No,Yes,No,0,United States,California,Santa Cruz,95064,"37.007882, -122.065975",37.007882,-122.065975,"4,563",Q3,Yes,3,46,,Yes,16.07,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.6,851.2,0.0,0,739.22,1590.42,5,Stayed,0,5092,Yes
-Male,61,No,No,No,Yes,1,United States,California,Santa Cruz,95064,"37.007882, -122.065975",37.007882,-122.065975,"4,563",Q3,No,0,8,,Yes,14.37,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.35,178.7,0.0,0,114.96,293.66,3,Stayed,0,4577,No
-Female,37,No,No,No,No,0,United States,California,Santa Cruz,95064,"37.007882, -122.065975",37.007882,-122.065975,"4,563",Q3,No,0,39,,No,0.0,No,Yes,DSL,19,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,40.3,1630.4,0.0,0,0.0,1630.4,3,Stayed,0,3424,No
-Female,57,No,No,Yes,No,0,United States,California,Soquel,95073,"37.023669, -121.946461",37.023669,-121.946461,"9,823",Q3,Yes,10,69,Offer A,Yes,39.78,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.25,1641.8,45.75,0,2744.82,4340.87,3,Stayed,0,4884,Yes
-Male,20,Yes,No,No,No,0,United States,California,Soquel,95073,"37.023669, -121.946461",37.023669,-121.946461,"9,823",Q3,No,0,1,,Yes,27.88,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.65,19.65,0.0,0,27.88,47.53,3,Joined,0,3625,No
-Female,44,No,No,Yes,No,0,United States,California,Soquel,95073,"37.023669, -121.946461",37.023669,-121.946461,"9,823",Q3,Yes,2,57,,No,0.0,No,Yes,DSL,14,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.9,2782.4,0.0,0,0.0,2782.4,3,Stayed,0,5866,Yes
-Female,38,No,No,Yes,Yes,3,United States,California,Soquel,95073,"37.023669, -121.946461",37.023669,-121.946461,"9,823",Q3,Yes,1,70,,Yes,38.63,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.2,1401.4,0.0,0,2704.1,4105.5,3,Stayed,0,5261,Yes
-Male,60,No,No,No,No,0,United States,California,San Jose,95118,"37.255479, -121.889838",37.255479,-121.889838,"31,926",Q3,No,0,39,,Yes,5.4,Yes,Yes,DSL,16,No,No,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,53.85,2200.7,46.66,0,210.6,2364.64,3,Stayed,0,2380,No
-Female,28,Yes,No,No,Yes,2,United States,California,San Jose,95118,"37.255479, -121.889838",37.255479,-121.889838,"31,926",Q3,No,0,46,,Yes,4.08,Yes,Yes,Fiber Optic,59,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.8,3958.85,0.0,0,187.68,4146.53,3,Stayed,0,5756,No
-Female,54,No,No,Yes,Yes,3,United States,California,San Jose,95118,"37.255479, -121.889838",37.255479,-121.889838,"31,926",Q3,Yes,5,8,,Yes,43.05,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,21.05,139.75,0.0,0,344.4,484.15,3,Stayed,0,2158,Yes
-Male,22,Yes,No,Yes,Yes,3,United States,California,San Jose,95118,"37.255479, -121.889838",37.255479,-121.889838,"31,926",Q3,Yes,4,72,,Yes,8.33,Yes,Yes,Fiber Optic,59,Yes,No,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,105.55,7542.25,0.0,10,599.76,8152.01,3,Stayed,0,4331,Yes
-Female,36,No,No,No,No,0,United States,California,San Jose,95119,"37.233226, -121.78809",37.233226,-121.78809,"10,155",Q3,No,0,38,,Yes,46.18,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,24.25,914.4,35.61,0,1754.84,2633.63,3,Stayed,0,2997,No
-Female,57,No,No,No,No,0,United States,California,San Jose,95119,"37.233226, -121.78809",37.233226,-121.78809,"10,155",Q3,No,0,12,Offer D,Yes,36.65,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.7,260.9,0.0,0,439.8,700.7,4,Stayed,0,3423,No
-Male,19,Yes,No,No,No,0,United States,California,San Jose,95119,"37.233226, -121.78809",37.233226,-121.78809,"10,155",Q3,No,0,27,,Yes,36.39,No,Yes,DSL,26,Yes,No,Yes,Yes,Yes,No,Yes,Yes,One Year,No,Credit Card,69.35,1927.3,0.0,0,982.53,2909.83,3,Stayed,0,2450,No
-Female,27,Yes,No,Yes,Yes,1,United States,California,San Jose,95119,"37.233226, -121.78809",37.233226,-121.78809,"10,155",Q3,Yes,6,13,Offer D,Yes,16.74,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,18.8,251.25,0.0,0,217.62,468.87,5,Stayed,0,2333,Yes
-Male,21,Yes,No,Yes,No,0,United States,California,San Jose,95122,"37.32886, -121.834567",37.32886,-121.834567,"59,841",Q3,Yes,7,70,Offer A,No,0.0,No,Yes,DSL,30,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,59.5,4144.8,23.72,0,0.0,4121.08,4,Stayed,0,4031,Yes
-Female,40,No,No,Yes,Yes,3,United States,California,San Jose,95122,"37.32886, -121.834567",37.32886,-121.834567,"59,841",Q3,Yes,3,13,,Yes,39.2,No,Yes,Cable,25,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,63.15,816.8,0.0,0,509.6,1326.4,3,Stayed,0,5916,Yes
-Male,19,Yes,No,No,No,0,United States,California,San Jose,95122,"37.32886, -121.834567",37.32886,-121.834567,"59,841",Q3,No,0,33,,Yes,45.72,No,Yes,Cable,51,No,Yes,Yes,No,Yes,No,Yes,No,Month-to-Month,Yes,Credit Card,66.4,2245.4,0.0,0,1508.76,3754.16,5,Stayed,0,3843,No
-Female,54,No,No,No,No,0,United States,California,San Jose,95122,"37.32886, -121.834567",37.32886,-121.834567,"59,841",Q3,No,0,10,Offer D,Yes,37.45,No,Yes,DSL,5,No,Yes,No,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,64.9,685.55,0.0,0,374.5,1060.05,3,Stayed,0,4883,No
-Female,59,No,No,No,No,0,United States,California,San Jose,95124,"37.257063, -121.923037",37.257063,-121.923037,"45,257",Q3,No,0,50,Offer B,Yes,21.25,Yes,Yes,DSL,2,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,82.5,4179.1,21.35,0,1062.5,5220.25,4,Stayed,0,5258,No
-Male,25,Yes,No,Yes,No,0,United States,California,San Jose,95124,"37.257063, -121.923037",37.257063,-121.923037,"45,257",Q3,Yes,4,24,Offer C,No,0.0,No,Yes,DSL,51,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,29.1,688.0,0.0,0,0.0,688.0,3,Stayed,0,4636,Yes
-Male,52,No,No,Yes,Yes,3,United States,California,San Jose,95124,"37.257063, -121.923037",37.257063,-121.923037,"45,257",Q3,Yes,8,14,Offer D,Yes,2.96,Yes,Yes,DSL,76,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,69.2,944.65,0.0,0,41.44,986.09,3,Stayed,0,2871,Yes
-Female,21,Yes,No,Yes,No,0,United States,California,San Jose,95124,"37.257063, -121.923037",37.257063,-121.923037,"45,257",Q3,Yes,3,62,Offer B,Yes,42.68,Yes,Yes,Fiber Optic,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,113.95,6891.4,0.0,0,2646.16,9537.56,3,Stayed,0,6193,Yes
-Male,45,No,No,Yes,Yes,2,United States,California,San Jose,95133,"37.371862, -121.860349",37.371862,-121.860349,"26,032",Q3,Yes,9,26,,Yes,43.84,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.15,515.75,0.0,0,1139.84,1655.59,5,Stayed,0,4347,Yes
-Male,26,Yes,No,Yes,Yes,2,United States,California,San Jose,95133,"37.371862, -121.860349",37.371862,-121.860349,"26,032",Q3,Yes,6,38,Offer C,Yes,17.52,Yes,Yes,DSL,59,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,85.4,3297.0,0.0,0,665.76,3962.76,4,Stayed,0,5292,Yes
-Female,19,Yes,No,Yes,No,0,United States,California,San Jose,95133,"37.371862, -121.860349",37.371862,-121.860349,"26,032",Q3,Yes,2,16,Offer D,Yes,27.83,Yes,Yes,Fiber Optic,52,Yes,Yes,Yes,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,90.7,1374.9,0.0,0,445.28,1820.18,3,Stayed,0,4839,Yes
-Male,37,No,No,Yes,No,0,United States,California,San Jose,95133,"37.371862, -121.860349",37.371862,-121.860349,"26,032",Q3,Yes,1,61,Offer B,Yes,4.69,Yes,Yes,Cable,4,Yes,No,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,69.9,4226.7,0.0,0,286.09,4512.79,4,Stayed,0,5117,Yes
-Female,23,Yes,No,Yes,Yes,3,United States,California,San Jose,95138,"37.246064, -121.749494",37.246064,-121.749494,"14,792",Q3,Yes,10,26,,Yes,42.95,No,Yes,Fiber Optic,27,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,81.95,2070.05,0.0,0,1116.7,3186.75,3,Stayed,0,2817,Yes
-Male,19,Yes,No,No,Yes,2,United States,California,San Jose,95138,"37.246064, -121.749494",37.246064,-121.749494,"14,792",Q3,No,0,27,Offer C,Yes,2.63,No,Yes,DSL,59,Yes,Yes,No,No,No,No,No,No,One Year,No,Credit Card,56.2,1567.55,0.0,30,71.01,1668.56,4,Stayed,0,5978,No
-Male,46,No,No,Yes,Yes,2,United States,California,San Jose,95138,"37.246064, -121.749494",37.246064,-121.749494,"14,792",Q3,Yes,7,51,,Yes,16.85,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.95,1222.25,0.0,0,859.35,2081.6,4,Stayed,0,5461,Yes
-Male,51,No,No,Yes,Yes,2,United States,California,San Jose,95138,"37.246064, -121.749494",37.246064,-121.749494,"14,792",Q3,Yes,2,68,,Yes,21.86,No,Yes,Fiber Optic,29,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,103.25,7074.4,0.0,0,1486.48,8560.88,4,Stayed,0,4751,Yes
-Female,40,No,No,Yes,Yes,2,United States,California,Mount Hamilton,95140,"37.382909, -121.634151",37.382909,-121.634151,38,Q3,Yes,7,63,Offer B,Yes,46.9,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.0,1209.25,0.0,0,2954.7,4163.95,5,Stayed,0,5975,Yes
-Male,19,Yes,No,No,Yes,1,United States,California,Mount Hamilton,95140,"37.382909, -121.634151",37.382909,-121.634151,38,Q3,No,0,71,,Yes,31.89,Yes,Yes,Fiber Optic,30,Yes,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,85.45,6028.95,0.0,0,2264.19,8293.14,4,Stayed,0,4777,No
-Male,64,No,No,No,No,0,United States,California,Mount Hamilton,95140,"37.382909, -121.634151",37.382909,-121.634151,38,Q3,No,0,43,,Yes,21.64,No,Yes,DSL,13,No,Yes,No,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,60.0,2548.55,0.0,0,930.52,3479.07,5,Stayed,0,4614,No
-Female,39,No,No,Yes,No,0,United States,California,Mount Hamilton,95140,"37.382909, -121.634151",37.382909,-121.634151,38,Q3,Yes,8,72,,Yes,11.02,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,Yes,No,No,No,No,Two Year,Yes,Bank Withdrawal,94.25,6849.75,0.0,100,793.44,7743.19,4,Stayed,0,6295,Yes
-Male,52,No,No,Yes,Yes,2,United States,California,San Jose,95148,"37.339533, -121.777179",37.339533,-121.777179,"44,103",Q3,Yes,9,71,Offer A,Yes,23.34,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.8,1396.25,0.0,0,1657.14,3053.39,4,Stayed,0,5406,Yes
-Female,63,No,No,No,No,0,United States,California,San Jose,95148,"37.339533, -121.777179",37.339533,-121.777179,"44,103",Q3,No,0,24,Offer C,Yes,44.09,Yes,Yes,Fiber Optic,9,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,88.95,2072.75,0.0,0,1058.16,3130.91,3,Stayed,0,5557,No
-Male,49,No,No,Yes,No,0,United States,California,San Jose,95148,"37.339533, -121.777179",37.339533,-121.777179,"44,103",Q3,Yes,10,42,,Yes,45.75,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.25,835.5,0.0,0,1921.5,2757.0,5,Stayed,0,5940,Yes
-Female,59,No,No,Yes,No,0,United States,California,San Jose,95148,"37.339533, -121.777179",37.339533,-121.777179,"44,103",Q3,Yes,4,71,,No,0.0,No,Yes,Cable,6,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,47.05,3263.6,0.0,0,0.0,3263.6,4,Stayed,0,6302,Yes
-Male,38,No,No,No,Yes,2,United States,California,Stockton,95205,"37.965695, -121.260051",37.965695,-121.260051,"34,138",Q3,No,0,6,,Yes,16.91,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,20.2,98.35,0.0,0,101.46,199.81,4,Stayed,0,3478,No
-Male,27,Yes,No,No,No,0,United States,California,Stockton,95205,"37.965695, -121.260051",37.965695,-121.260051,"34,138",Q3,No,0,4,Offer E,Yes,44.16,Yes,Yes,Fiber Optic,82,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.1,336.15,0.0,0,176.64,512.79,3,Stayed,0,2333,No
-Female,49,No,No,No,No,0,United States,California,Stockton,95205,"37.965695, -121.260051",37.965695,-121.260051,"34,138",Q3,No,0,63,,Yes,23.62,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,No,Credit Card,98.0,6218.45,0.0,0,1488.06,7706.51,4,Stayed,0,5989,No
-Male,22,Yes,No,Yes,Yes,3,United States,California,Stockton,95205,"37.965695, -121.260051",37.965695,-121.260051,"34,138",Q3,Yes,8,72,,Yes,2.73,Yes,Yes,DSL,59,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,81.0,5750.0,0.0,0,196.56,5946.56,3,Stayed,0,4237,Yes
-Female,36,No,No,Yes,No,0,United States,California,Burson,95225,"38.183918, -120.898817",38.183918,-120.898817,27,Q3,No,0,52,Offer B,Yes,4.22,No,Yes,DSL,18,Yes,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Mailed Check,64.3,3410.6,0.0,0,219.44,3630.04,4,Stayed,0,4405,Yes
-Female,49,No,No,Yes,No,0,United States,California,Burson,95225,"38.183918, -120.898817",38.183918,-120.898817,27,Q3,Yes,7,60,Offer B,Yes,41.4,No,Yes,Cable,21,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,59.85,3483.45,0.0,0,2484.0,5967.45,3,Stayed,0,4029,Yes
-Male,50,No,No,Yes,Yes,2,United States,California,Burson,95225,"38.183918, -120.898817",38.183918,-120.898817,27,Q3,Yes,1,22,Offer D,Yes,38.82,No,Yes,Fiber Optic,19,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.0,1573.95,0.0,0,854.04,2427.99,3,Stayed,0,4040,Yes
-Female,47,No,No,No,No,0,United States,California,Burson,95225,"38.183918, -120.898817",38.183918,-120.898817,27,Q3,No,0,2,Offer E,Yes,21.3,Yes,Yes,DSL,7,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Credit Card,54.15,101.65,0.0,10,42.6,154.25,5,Joined,0,3527,No
-Male,41,No,No,No,No,0,United States,California,Mokelumne Hill,95245,"38.304194, -120.592431",38.304194,-120.592431,"2,718",Q3,No,0,25,Offer C,Yes,7.17,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.9,510.8,0.0,0,179.25,690.05,3,Stayed,0,2130,No
-Female,40,No,No,Yes,No,0,United States,California,Mokelumne Hill,95245,"38.304194, -120.592431",38.304194,-120.592431,"2,718",Q3,Yes,9,41,Offer B,Yes,8.44,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.65,875.55,0.0,0,346.04,1221.59,3,Stayed,0,5062,Yes
-Male,34,No,No,No,No,0,United States,California,Mokelumne Hill,95245,"38.304194, -120.592431",38.304194,-120.592431,"2,718",Q3,No,0,50,,Yes,15.37,No,Yes,Fiber Optic,22,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,90.1,4549.45,0.0,0,768.5,5317.95,3,Stayed,0,6435,No
-Female,48,No,No,Yes,Yes,3,United States,California,Mokelumne Hill,95245,"38.304194, -120.592431",38.304194,-120.592431,"2,718",Q3,Yes,6,8,,Yes,17.2,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.5,159.35,0.0,0,137.6,296.95,4,Stayed,0,5206,Yes
-Male,21,Yes,No,Yes,No,0,United States,California,San Andreas,95249,"38.196497, -120.61689",38.196497,-120.61689,"3,930",Q3,Yes,1,1,Offer E,Yes,23.41,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,19.65,19.65,0.0,0,23.41,43.06,3,Joined,0,2539,Yes
-Male,34,No,No,No,No,0,United States,California,San Andreas,95249,"38.196497, -120.61689",38.196497,-120.61689,"3,930",Q3,No,0,53,Offer B,Yes,39.37,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,24.05,1301.9,0.0,0,2086.61,3388.51,3,Stayed,0,4865,No
-Male,25,Yes,No,Yes,Yes,3,United States,California,San Andreas,95249,"38.196497, -120.61689",38.196497,-120.61689,"3,930",Q3,Yes,8,68,Offer A,Yes,24.08,No,Yes,Fiber Optic,41,Yes,No,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,80.35,5375.15,0.0,0,1637.44,7012.59,3,Stayed,0,5954,Yes
-Female,54,No,No,Yes,Yes,1,United States,California,San Andreas,95249,"38.196497, -120.61689",38.196497,-120.61689,"3,930",Q3,Yes,6,57,Offer B,Yes,18.85,No,Yes,Cable,24,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,59.3,3274.35,0.0,0,1074.45,4348.8,3,Stayed,0,6287,Yes
-Female,33,No,No,No,No,0,United States,California,Wilseyville,95257,"38.392686, -120.415951",38.392686,-120.415951,435,Q3,No,0,14,Offer D,Yes,21.03,Yes,Yes,DSL,7,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Mailed Check,54.25,773.2,0.0,0,294.42,1067.62,5,Stayed,0,4423,No
-Female,34,No,No,Yes,No,0,United States,California,Wilseyville,95257,"38.392686, -120.415951",38.392686,-120.415951,435,Q3,Yes,1,13,,Yes,29.49,No,Yes,DSL,2,No,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,43.8,592.65,0.0,0,383.37,976.02,3,Stayed,0,4369,Yes
-Female,50,No,No,No,No,0,United States,California,Wilseyville,95257,"38.392686, -120.415951",38.392686,-120.415951,435,Q3,No,0,3,,Yes,41.38,No,Yes,DSL,5,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.2,140.4,0.0,0,124.14,264.54,4,Joined,0,3167,No
-Female,56,No,No,No,No,0,United States,California,Wilseyville,95257,"38.392686, -120.415951",38.392686,-120.415951,435,Q3,No,0,58,,Yes,29.47,No,Yes,DSL,16,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,64.9,3795.45,0.0,0,1709.26,5504.71,4,Stayed,0,5040,No
-Male,59,No,No,No,No,0,United States,California,Ceres,95307,"37.553469, -120.952825",37.553469,-120.952825,"32,881",Q3,No,0,39,Offer C,Yes,3.93,No,Yes,DSL,15,No,No,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,49.8,1971.15,0.0,0,153.27,2124.42,4,Stayed,0,2202,No
-Male,33,No,No,Yes,No,0,United States,California,Ceres,95307,"37.553469, -120.952825",37.553469,-120.952825,"32,881",Q3,No,0,40,Offer B,Yes,23.74,Yes,Yes,DSL,22,No,Yes,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,70.75,2921.75,0.0,0,949.6,3871.35,5,Stayed,0,5507,Yes
-Male,63,No,No,No,No,0,United States,California,Ceres,95307,"37.553469, -120.952825",37.553469,-120.952825,"32,881",Q3,No,0,1,,Yes,14.42,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.35,70.35,0.0,10,14.42,94.77,5,Joined,0,2722,No
-Female,42,No,No,Yes,Yes,1,United States,California,Ceres,95307,"37.553469, -120.952825",37.553469,-120.952825,"32,881",Q3,Yes,7,46,,Yes,27.65,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.25,890.35,0.0,0,1271.9,2162.25,3,Stayed,0,3879,Yes
-Male,21,Yes,No,No,No,0,United States,California,Escalon,95320,"37.818543, -121.006907",37.818543,-121.006907,"11,474",Q3,No,0,3,Offer E,Yes,29.84,No,Yes,Fiber Optic,30,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,85.7,256.75,0.0,0,89.52,346.27,5,Joined,0,5806,No
-Male,28,Yes,No,No,No,0,United States,California,Escalon,95320,"37.818543, -121.006907",37.818543,-121.006907,"11,474",Q3,No,0,3,Offer E,No,0.0,No,Yes,DSL,69,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.1,79.8,0.0,0,0.0,79.8,5,Joined,0,2013,No
-Female,45,No,No,No,Yes,2,United States,California,Escalon,95320,"37.818543, -121.006907",37.818543,-121.006907,"11,474",Q3,No,0,18,Offer D,Yes,30.22,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.3,454.65,0.0,0,543.96,998.61,4,Stayed,0,3416,No
-Female,29,Yes,No,Yes,Yes,2,United States,California,Escalon,95320,"37.818543, -121.006907",37.818543,-121.006907,"11,474",Q3,Yes,2,67,,No,0.0,No,Yes,Cable,51,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,54.2,3623.95,0.0,0,0.0,3623.95,3,Stayed,0,5261,Yes
-Female,25,Yes,No,No,No,0,United States,California,Hornitos,95325,"37.479926, -120.230424",37.479926,-120.230424,128,Q3,No,0,14,Offer D,Yes,39.22,No,Yes,DSL,48,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,50.45,765.45,0.0,140,549.08,1454.53,5,Stayed,0,3185,No
-Female,59,No,No,Yes,No,0,United States,California,Hornitos,95325,"37.479926, -120.230424",37.479926,-120.230424,128,Q3,Yes,6,2,Offer E,Yes,48.39,No,Yes,Cable,24,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,62.15,113.1,0.0,0,96.78,209.88,3,Joined,0,5766,Yes
-Female,37,No,No,Yes,Yes,1,United States,California,Hornitos,95325,"37.479926, -120.230424",37.479926,-120.230424,128,Q3,Yes,8,11,Offer D,Yes,49.19,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.0,196.35,0.0,0,541.09,737.44,5,Stayed,0,5837,Yes
-Male,40,No,No,No,No,0,United States,California,Hornitos,95325,"37.479926, -120.230424",37.479926,-120.230424,128,Q3,No,0,32,,Yes,47.3,No,Yes,Fiber Optic,24,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,91.05,2871.5,0.0,0,1513.6,4385.1,4,Stayed,0,2716,No
-Male,26,Yes,No,Yes,No,0,United States,California,Keyes,95328,"37.555631, -120.911653",37.555631,-120.911653,"2,130",Q3,Yes,1,15,Offer D,Yes,39.84,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.45,340.85,0.0,0,597.6,938.45,5,Stayed,0,2483,Yes
-Female,26,Yes,No,No,No,0,United States,California,Keyes,95328,"37.555631, -120.911653",37.555631,-120.911653,"2,130",Q3,No,0,12,,Yes,32.32,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.3,246.7,0.0,0,387.84,634.54,3,Stayed,0,4177,No
-Female,23,Yes,No,No,No,0,United States,California,Keyes,95328,"37.555631, -120.911653",37.555631,-120.911653,"2,130",Q3,No,0,39,,Yes,29.79,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.7,762.45,0.0,0,1161.81,1924.26,4,Stayed,0,3733,No
-Male,45,No,No,Yes,Yes,2,United States,California,Keyes,95328,"37.555631, -120.911653",37.555631,-120.911653,"2,130",Q3,Yes,9,60,,Yes,32.12,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.95,1270.55,0.0,0,1927.2,3197.75,5,Stayed,0,4425,Yes
-Female,63,No,No,No,No,0,United States,California,Manteca,95336,"37.830267, -121.201018",37.830267,-121.201018,"36,738",Q3,No,0,60,Offer B,Yes,39.41,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,25.0,1505.05,0.0,0,2364.6,3869.65,3,Stayed,0,6355,No
-Male,63,No,No,Yes,Yes,2,United States,California,Manteca,95336,"37.830267, -121.201018",37.830267,-121.201018,"36,738",Q3,Yes,10,42,,Yes,34.33,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,19.35,867.3,0.0,0,1441.86,2309.16,4,Stayed,0,3433,Yes
-Female,34,No,No,No,No,0,United States,California,Manteca,95336,"37.830267, -121.201018",37.830267,-121.201018,"36,738",Q3,No,0,8,Offer E,Yes,33.54,No,Yes,DSL,14,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,66.05,574.5,0.0,0,268.32,842.82,3,Stayed,0,4157,No
-Female,44,No,No,No,Yes,3,United States,California,Manteca,95336,"37.830267, -121.201018",37.830267,-121.201018,"36,738",Q3,No,0,2,,Yes,31.01,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.5,38.25,0.0,0,62.02,100.27,3,Joined,0,4486,No
-Male,26,Yes,No,Yes,Yes,2,United States,California,Manteca,95337,"37.750822, -121.238423",37.750822,-121.238423,"19,867",Q3,Yes,9,18,Offer D,No,0.0,No,Yes,DSL,52,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25.55,467.85,0.0,0,0.0,467.85,3,Stayed,0,4134,Yes
-Male,42,No,No,No,No,0,United States,California,Manteca,95337,"37.750822, -121.238423",37.750822,-121.238423,"19,867",Q3,No,0,1,Offer E,Yes,39.87,Yes,Yes,DSL,2,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.15,50.15,0.0,0,39.87,90.02,3,Joined,0,3043,No
-Female,27,Yes,No,Yes,Yes,2,United States,California,Manteca,95337,"37.750822, -121.238423",37.750822,-121.238423,"19,867",Q3,Yes,2,22,Offer D,Yes,49.51,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.9,400.3,0.0,0,1089.22,1489.52,4,Stayed,0,5657,Yes
-Female,29,Yes,No,No,No,0,United States,California,Manteca,95337,"37.750822, -121.238423",37.750822,-121.238423,"19,867",Q3,No,0,36,,Yes,44.7,Yes,Yes,DSL,59,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,89.65,3348.1,0.0,0,1609.2,4957.3,3,Stayed,0,4844,No
-Female,64,No,No,Yes,No,0,United States,California,Sonora,95370,"37.982716, -120.343732",37.982716,-120.343732,"25,340",Q3,Yes,3,72,,Yes,24.42,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.65,1830.05,0.0,0,1758.24,3588.29,5,Stayed,0,5065,Yes
-Male,56,No,No,Yes,No,0,United States,California,Sonora,95370,"37.982716, -120.343732",37.982716,-120.343732,"25,340",Q3,Yes,9,22,,Yes,48.68,No,Yes,Fiber Optic,18,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,87.0,1850.65,0.0,0,1070.96,2921.61,4,Stayed,0,5233,Yes
-Female,22,Yes,No,Yes,No,0,United States,California,Sonora,95370,"37.982716, -120.343732",37.982716,-120.343732,"25,340",Q3,Yes,4,67,,Yes,33.01,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.65,1335.2,0.0,0,2211.67,3546.87,4,Stayed,0,4994,Yes
-Male,64,No,No,Yes,Yes,2,United States,California,Sonora,95370,"37.982716, -120.343732",37.982716,-120.343732,"25,340",Q3,Yes,1,72,Offer A,Yes,28.63,Yes,Yes,DSL,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,88.7,6501.35,0.0,0,2061.36,8562.71,4,Stayed,0,4641,Yes
-Male,21,Yes,No,Yes,No,0,United States,California,Tracy,95376,"37.680968, -121.446049",37.680968,-121.446049,"69,801",Q3,Yes,10,61,,Yes,28.8,Yes,Yes,Cable,52,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,75.35,4729.3,0.0,0,1756.8,6486.1,4,Stayed,0,6466,Yes
-Female,55,No,No,Yes,No,0,United States,California,Tracy,95376,"37.680968, -121.446049",37.680968,-121.446049,"69,801",Q3,Yes,9,31,,Yes,28.8,No,Yes,Cable,15,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,64.0,1910.75,0.0,0,892.8,2803.55,4,Stayed,0,5191,Yes
-Female,37,No,No,Yes,No,0,United States,California,Tracy,95376,"37.680968, -121.446049",37.680968,-121.446049,"69,801",Q3,Yes,4,71,,Yes,10.46,Yes,Yes,Fiber Optic,3,No,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,105.15,7555.0,0.0,60,742.66,8357.66,5,Stayed,0,5707,Yes
-Male,27,Yes,No,Yes,No,0,United States,California,Tracy,95376,"37.680968, -121.446049",37.680968,-121.446049,"69,801",Q3,No,0,50,,Yes,23.28,Yes,Yes,Fiber Optic,51,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.95,5231.3,0.0,0,1164.0,6395.3,3,Stayed,0,4363,Yes
-Female,60,No,No,Yes,Yes,3,United States,California,Boonville,95415,"39.025867, -123.381544",39.025867,-123.381544,"1,374",Q3,Yes,6,24,,Yes,41.45,Yes,Yes,Fiber Optic,53,No,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,83.15,2033.05,0.0,0,994.8,3027.85,5,Stayed,0,2404,Yes
-Male,46,No,No,No,No,0,United States,California,Boonville,95415,"39.025867, -123.381544",39.025867,-123.381544,"1,374",Q3,No,0,71,,No,0.0,No,Yes,DSL,20,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,53.95,3888.65,0.0,0,0.0,3888.65,3,Stayed,0,4094,No
-Male,39,No,No,Yes,Yes,3,United States,California,Boonville,95415,"39.025867, -123.381544",39.025867,-123.381544,"1,374",Q3,Yes,4,56,Offer B,Yes,23.52,Yes,Yes,Fiber Optic,53,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,96.95,5432.2,0.0,0,1317.12,6749.32,5,Stayed,0,6484,Yes
-Female,19,Yes,No,Yes,Yes,3,United States,California,Boonville,95415,"39.025867, -123.381544",39.025867,-123.381544,"1,374",Q3,Yes,1,69,Offer A,Yes,23.02,Yes,Yes,Fiber Optic,48,Yes,Yes,Yes,Yes,Yes,No,No,No,One Year,Yes,Credit Card,105.1,7234.8,0.0,110,1588.38,8933.18,3,Stayed,0,4686,Yes
-Female,57,No,No,No,No,0,United States,California,Duncans Mills,95430,"38.445603, -123.063756",38.445603,-123.063756,187,Q3,No,0,47,,Yes,3.49,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.15,1046.2,0.0,0,164.03,1210.23,3,Stayed,0,2618,No
-Female,53,No,No,Yes,Yes,1,United States,California,Duncans Mills,95430,"38.445603, -123.063756",38.445603,-123.063756,187,Q3,Yes,9,35,,Yes,32.75,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.4,949.8,0.0,0,1146.25,2096.05,3,Stayed,0,5070,Yes
-Female,45,No,No,Yes,Yes,3,United States,California,Duncans Mills,95430,"38.445603, -123.063756",38.445603,-123.063756,187,Q3,Yes,5,71,,Yes,4.91,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,114.6,8100.25,0.0,0,348.61,8448.86,4,Stayed,0,4071,Yes
-Male,28,Yes,No,No,No,0,United States,California,Duncans Mills,95430,"38.445603, -123.063756",38.445603,-123.063756,187,Q3,No,0,44,,Yes,47.53,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.05,845.25,15.31,0,2091.32,2921.26,3,Stayed,0,2798,No
-Female,49,No,No,Yes,No,0,United States,California,Forestville,95436,"38.499302, -122.92444",38.499302,-122.92444,"6,216",Q3,No,0,2,Offer E,Yes,26.58,No,Yes,Fiber Optic,23,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.15,194.55,0.0,0,53.16,247.71,3,Joined,0,5251,Yes
-Male,57,No,No,No,No,0,United States,California,Forestville,95436,"38.499302, -122.92444",38.499302,-122.92444,"6,216",Q3,No,0,52,,No,0.0,No,Yes,DSL,18,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,63.9,3334.95,0.0,0,0.0,3334.95,4,Stayed,0,5380,No
-Female,23,Yes,No,Yes,No,0,United States,California,Forestville,95436,"38.499302, -122.92444",38.499302,-122.92444,"6,216",Q3,Yes,10,71,,No,0.0,No,Yes,Cable,85,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,66.8,4689.15,0.0,0,0.0,4689.15,4,Stayed,0,4698,Yes
-Male,27,Yes,No,Yes,Yes,3,United States,California,Forestville,95436,"38.499302, -122.92444",38.499302,-122.92444,"6,216",Q3,Yes,1,62,,Yes,39.67,No,Yes,Fiber Optic,41,Yes,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,81.45,4983.05,14.15,0,2459.54,7428.44,3,Stayed,0,5179,Yes
-Female,26,Yes,No,Yes,No,0,United States,California,Fort Bragg,95437,"39.455555, -123.683979",39.455555,-123.683979,"14,417",Q3,Yes,1,12,Offer D,Yes,46.88,No,Yes,Cable,73,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,51.25,612.1,0.0,0,562.56,1174.66,3,Stayed,0,3097,Yes
-Male,43,No,No,No,No,0,United States,California,Fort Bragg,95437,"39.455555, -123.683979",39.455555,-123.683979,"14,417",Q3,No,0,32,,Yes,15.52,No,Yes,DSL,12,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,64.85,2010.95,0.0,0,496.64,2507.59,5,Stayed,0,4895,No
-Male,43,No,No,Yes,No,0,United States,California,Fort Bragg,95437,"39.455555, -123.683979",39.455555,-123.683979,"14,417",Q3,Yes,1,68,,Yes,49.51,No,Yes,Fiber Optic,3,No,Yes,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,100.3,6754.35,0.0,90,3366.68,10211.03,4,Stayed,0,5757,Yes
-Female,52,No,No,Yes,Yes,2,United States,California,Fort Bragg,95437,"39.455555, -123.683979",39.455555,-123.683979,"14,417",Q3,Yes,1,70,Offer A,No,0.0,No,Yes,Cable,19,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,58.4,4113.15,32.53,0,0.0,4080.62,5,Stayed,0,4117,Yes
-Male,61,No,No,Yes,Yes,1,United States,California,Geyserville,95441,"38.731771, -123.064272",38.731771,-123.064272,"2,349",Q3,Yes,6,69,,Yes,12.02,No,Yes,Fiber Optic,30,No,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,95.2,6671.7,0.0,0,829.38,7501.08,4,Stayed,0,6166,Yes
-Male,31,No,No,No,No,0,United States,California,Geyserville,95441,"38.731771, -123.064272",38.731771,-123.064272,"2,349",Q3,No,0,51,,No,0.0,No,Yes,DSL,2,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,44.45,2181.55,0.0,0,0.0,2181.55,4,Stayed,0,6087,No
-Male,51,No,No,No,No,0,United States,California,Geyserville,95441,"38.731771, -123.064272",38.731771,-123.064272,"2,349",Q3,No,0,26,,Yes,29.72,No,Yes,Fiber Optic,11,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,85.2,2184.6,0.0,0,772.72,2957.32,5,Stayed,0,5156,No
-Male,49,No,No,Yes,Yes,2,United States,California,Geyserville,95441,"38.731771, -123.064272",38.731771,-123.064272,"2,349",Q3,Yes,2,10,Offer D,No,0.0,No,Yes,Cable,24,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,53.7,521.0,22.97,0,0.0,498.03,3,Stayed,0,5671,Yes
-Female,32,No,No,Yes,Yes,3,United States,California,Kenwood,95452,"38.419525, -122.521585",38.419525,-122.521585,"1,653",Q3,Yes,4,62,,Yes,28.64,Yes,Yes,Fiber Optic,52,Yes,No,No,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,101.15,6638.35,0.0,30,1775.68,8444.03,3,Stayed,0,5735,Yes
-Female,55,No,No,Yes,No,0,United States,California,Kenwood,95452,"38.419525, -122.521585",38.419525,-122.521585,"1,653",Q3,Yes,3,69,Offer A,Yes,38.52,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,116.0,8182.85,0.0,0,2657.88,10840.73,3,Stayed,0,4216,Yes
-Female,58,No,No,No,No,0,United States,California,Kenwood,95452,"38.419525, -122.521585",38.419525,-122.521585,"1,653",Q3,No,0,10,,Yes,8.35,No,Yes,Cable,29,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,60.95,629.55,0.0,0,83.5,713.05,3,Stayed,0,4323,No
-Female,61,No,No,Yes,Yes,3,United States,California,Kenwood,95452,"38.419525, -122.521585",38.419525,-122.521585,"1,653",Q3,Yes,3,1,,Yes,16.02,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,20.05,0.0,0,16.02,36.07,5,Joined,0,5811,Yes
-Female,25,Yes,No,Yes,Yes,2,United States,California,Little River,95456,"39.245911, -123.77214",39.245911,-123.77214,882,Q3,Yes,6,72,,Yes,22.05,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.1,1326.25,0.0,0,1587.6,2913.85,4,Stayed,0,4603,Yes
-Male,62,No,No,No,Yes,3,United States,California,Little River,95456,"39.245911, -123.77214",39.245911,-123.77214,882,Q3,No,0,40,,No,0.0,No,Yes,Cable,57,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Credit Card,40.25,1564.05,0.0,0,0.0,1564.05,4,Stayed,0,4288,No
-Male,29,Yes,No,No,No,0,United States,California,Little River,95456,"39.245911, -123.77214",39.245911,-123.77214,882,Q3,No,0,58,Offer B,Yes,49.02,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.8,1212.25,0.0,0,2843.16,4055.41,4,Stayed,0,4758,No
-Male,27,Yes,No,No,No,0,United States,California,Little River,95456,"39.245911, -123.77214",39.245911,-123.77214,882,Q3,No,0,3,Offer E,Yes,38.41,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.7,57.5,0.0,0,115.23,172.73,4,Joined,0,2011,No
-Male,59,No,No,Yes,No,0,United States,California,Lower Lake,95457,"38.925545, -122.549083",38.925545,-122.549083,"2,644",Q3,Yes,7,36,,No,0.0,No,Yes,DSL,24,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,60.7,2234.55,0.0,0,0.0,2234.55,3,Stayed,0,3671,Yes
-Male,26,Yes,No,Yes,Yes,3,United States,California,Lower Lake,95457,"38.925545, -122.549083",38.925545,-122.549083,"2,644",Q3,Yes,7,31,,Yes,7.03,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.75,755.6,0.0,0,217.93,973.53,4,Stayed,0,5472,Yes
-Male,31,No,No,Yes,Yes,1,United States,California,Lower Lake,95457,"38.925545, -122.549083",38.925545,-122.549083,"2,644",Q3,Yes,7,70,,Yes,2.5,Yes,Yes,Cable,13,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.15,6237.05,0.0,0,175.0,6412.05,3,Stayed,0,5824,Yes
-Male,39,No,No,No,No,0,United States,California,Lower Lake,95457,"38.925545, -122.549083",38.925545,-122.549083,"2,644",Q3,No,0,58,,Yes,48.78,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.3,1474.35,0.0,0,2829.24,4303.59,5,Stayed,0,4477,No
-Female,25,Yes,No,Yes,No,0,United States,California,Monte Rio,95462,"38.471049, -123.015549",38.471049,-123.015549,"1,537",Q3,No,0,72,,Yes,21.96,Yes,Yes,Fiber Optic,59,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.5,7544.0,0.0,0,1581.12,9125.12,3,Stayed,0,5551,Yes
-Male,39,No,No,Yes,No,0,United States,California,Monte Rio,95462,"38.471049, -123.015549",38.471049,-123.015549,"1,537",Q3,Yes,7,71,Offer A,Yes,5.51,No,Yes,Cable,6,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,86.1,6045.9,0.0,0,391.21,6437.11,4,Stayed,0,6286,Yes
-Female,56,No,No,Yes,No,0,United States,California,Monte Rio,95462,"38.471049, -123.015549",38.471049,-123.015549,"1,537",Q3,Yes,1,26,,Yes,42.26,No,Yes,Fiber Optic,2,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,85.9,2196.45,0.0,0,1098.76,3295.21,4,Stayed,0,4038,Yes
-Male,21,Yes,No,Yes,No,0,United States,California,Monte Rio,95462,"38.471049, -123.015549",38.471049,-123.015549,"1,537",Q3,Yes,7,72,,Yes,34.95,Yes,Yes,Fiber Optic,48,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99.4,7285.7,0.0,0,2516.4,9802.1,5,Stayed,0,6022,Yes
-Male,20,Yes,No,No,No,0,United States,California,Potter Valley,95469,"39.408634, -123.045516",39.408634,-123.045516,"1,884",Q3,No,0,63,,Yes,38.37,Yes,Yes,Cable,59,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,68.8,4111.35,0.0,0,2417.31,6528.66,3,Stayed,0,5082,No
-Male,43,No,No,Yes,No,0,United States,California,Potter Valley,95469,"39.408634, -123.045516",39.408634,-123.045516,"1,884",Q3,Yes,1,72,Offer A,Yes,38.3,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,97.95,7114.25,0.0,0,2757.6,9871.85,4,Stayed,0,4256,Yes
-Female,40,No,No,No,No,0,United States,California,Potter Valley,95469,"39.408634, -123.045516",39.408634,-123.045516,"1,884",Q3,No,0,11,,Yes,48.92,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.3,246.3,0.0,0,538.12,784.42,3,Stayed,0,4188,No
-Female,34,No,No,Yes,No,0,United States,California,Potter Valley,95469,"39.408634, -123.045516",39.408634,-123.045516,"1,884",Q3,Yes,7,59,,Yes,20.27,Yes,Yes,DSL,13,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,80.1,4693.2,0.0,0,1195.93,5889.13,5,Stayed,0,4093,Yes
-Female,60,No,No,No,No,0,United States,California,Sebastopol,95472,"38.398815, -122.861923",38.398815,-122.861923,"31,266",Q3,No,0,62,,Yes,6.05,Yes,Yes,DSL,22,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,84.5,5193.2,0.0,0,375.1,5568.3,4,Stayed,0,5466,No
-Male,45,No,No,No,No,0,United States,California,Sebastopol,95472,"38.398815, -122.861923",38.398815,-122.861923,"31,266",Q3,No,0,12,Offer D,No,0.0,No,Yes,DSL,9,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.95,605.75,0.0,0,0.0,605.75,3,Stayed,0,2716,No
-Male,43,No,No,No,No,0,United States,California,Sebastopol,95472,"38.398815, -122.861923",38.398815,-122.861923,"31,266",Q3,No,0,18,,Yes,34.78,Yes,Yes,Fiber Optic,2,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,89.6,1633.0,0.0,0,626.04,2259.04,3,Stayed,0,2269,No
-Female,19,Yes,No,Yes,No,0,United States,California,Sebastopol,95472,"38.398815, -122.861923",38.398815,-122.861923,"31,266",Q3,Yes,5,60,,No,0.0,No,Yes,DSL,69,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,60.8,3603.45,0.0,0,0.0,3603.45,5,Stayed,0,5784,Yes
-Female,37,No,No,Yes,No,0,United States,California,Upper Lake,95485,"39.220368, -122.907693",39.220368,-122.907693,"2,344",Q3,Yes,5,70,,Yes,43.81,Yes,Yes,DSL,17,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,80.6,5460.2,0.0,0,3066.7,8526.9,3,Stayed,0,5880,Yes
-Male,62,No,No,Yes,Yes,3,United States,California,Upper Lake,95485,"39.220368, -122.907693",39.220368,-122.907693,"2,344",Q3,Yes,10,49,Offer B,Yes,11.74,No,Yes,Fiber Optic,20,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,90.4,4494.65,0.0,0,575.26,5069.91,3,Stayed,0,5804,Yes
-Female,59,No,No,Yes,Yes,2,United States,California,Upper Lake,95485,"39.220368, -122.907693",39.220368,-122.907693,"2,344",Q3,Yes,2,52,Offer B,Yes,10.03,No,Yes,Cable,29,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,50.95,2610.65,0.0,0,521.56,3132.21,4,Stayed,0,4298,Yes
-Female,29,Yes,No,Yes,Yes,5,United States,California,Upper Lake,95485,"39.220368, -122.907693",39.220368,-122.907693,"2,344",Q3,Yes,9,1,Offer E,Yes,25.1,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,19.25,19.25,0.0,0,25.1,44.35,4,Joined,0,2053,Yes
-Female,50,No,No,No,No,0,United States,California,Willits,95490,"39.492046, -123.375818",39.492046,-123.375818,"13,472",Q3,No,0,5,,Yes,19.3,Yes,Yes,Fiber Optic,25,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,75.6,402.5,0.0,10,96.5,509.0,3,Stayed,0,3469,No
-Female,32,No,No,No,No,0,United States,California,Willits,95490,"39.492046, -123.375818",39.492046,-123.375818,"13,472",Q3,No,0,56,Offer B,Yes,30.86,No,Yes,DSL,22,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,60.25,3282.75,0.0,0,1728.16,5010.91,4,Stayed,0,4835,No
-Male,51,No,No,No,No,0,United States,California,Willits,95490,"39.492046, -123.375818",39.492046,-123.375818,"13,472",Q3,No,0,45,Offer B,Yes,24.75,Yes,Yes,Fiber Optic,13,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.65,4747.85,0.0,0,1113.75,5861.6,5,Stayed,0,2183,No
-Female,58,No,No,No,No,0,United States,California,Willits,95490,"39.492046, -123.375818",39.492046,-123.375818,"13,472",Q3,No,0,56,,No,0.0,No,Yes,DSL,23,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,44.85,2564.95,0.0,0,0.0,2564.95,5,Stayed,0,4021,No
-Female,42,No,No,Yes,No,0,United States,California,Windsor,95492,"38.527297, -122.810044",38.527297,-122.810044,"23,701",Q3,Yes,6,24,,No,0.0,No,Yes,DSL,27,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,57.6,1367.75,0.0,0,0.0,1367.75,4,Stayed,0,5623,Yes
-Male,29,Yes,No,No,No,0,United States,California,Windsor,95492,"38.527297, -122.810044",38.527297,-122.810044,"23,701",Q3,No,0,4,,Yes,46.53,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.2,55.7,0.0,0,186.12,241.82,3,Stayed,0,4267,No
-Female,45,No,No,No,No,0,United States,California,Windsor,95492,"38.527297, -122.810044",38.527297,-122.810044,"23,701",Q3,No,0,67,,Yes,43.3,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,26.1,1759.55,0.0,0,2901.1,4660.65,3,Stayed,0,6466,No
-Female,59,No,No,Yes,No,0,United States,California,Windsor,95492,"38.527297, -122.810044",38.527297,-122.810044,"23,701",Q3,Yes,6,60,,Yes,32.5,No,Yes,Fiber Optic,13,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,97.2,5611.75,0.0,0,1950.0,7561.75,4,Stayed,0,4905,Yes
-Female,57,No,No,No,No,0,United States,California,Blocksburg,95514,"40.309088, -123.668201",40.309088,-123.668201,199,Q3,No,0,28,,Yes,38.97,No,Yes,Cable,3,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.55,1646.45,0.0,0,1091.16,2737.61,3,Stayed,0,3354,No
-Female,26,Yes,No,No,No,0,United States,California,Blocksburg,95514,"40.309088, -123.668201",40.309088,-123.668201,199,Q3,No,0,4,,Yes,38.74,Yes,Yes,Fiber Optic,51,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,80.3,324.2,0.0,0,154.96,479.16,3,Stayed,0,3132,No
-Male,34,No,No,Yes,Yes,1,United States,California,Blocksburg,95514,"40.309088, -123.668201",40.309088,-123.668201,199,Q3,Yes,2,25,,Yes,47.1,Yes,Yes,DSL,25,No,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,55.1,1466.1,0.0,0,1177.5,2643.6,4,Stayed,0,2499,Yes
-Male,45,No,No,Yes,Yes,2,United States,California,Blocksburg,95514,"40.309088, -123.668201",40.309088,-123.668201,199,Q3,Yes,2,62,,Yes,1.87,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.45,1297.35,0.0,0,115.94,1413.29,4,Stayed,0,5746,Yes
-Female,48,No,No,No,No,0,United States,California,Arcata,95521,"40.839958, -124.003757",40.839958,-124.003757,"19,596",Q3,No,0,36,,Yes,32.0,No,Yes,Cable,23,Yes,Yes,Yes,Yes,No,Yes,Yes,No,One Year,Yes,Credit Card,75.55,2680.15,0.0,100,1152.0,3932.15,4,Stayed,0,3235,No
-Male,39,No,No,Yes,Yes,1,United States,California,Arcata,95521,"40.839958, -124.003757",40.839958,-124.003757,"19,596",Q3,No,0,27,,Yes,14.07,Yes,Yes,Fiber Optic,15,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,100.75,2793.55,0.0,0,379.89,3173.44,3,Stayed,0,3160,Yes
-Female,55,No,No,Yes,No,0,United States,California,Arcata,95521,"40.839958, -124.003757",40.839958,-124.003757,"19,596",Q3,Yes,7,72,,Yes,37.98,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.15,1776.45,0.0,0,2734.56,4511.01,5,Stayed,0,5613,Yes
-Female,37,No,No,No,No,0,United States,California,Arcata,95521,"40.839958, -124.003757",40.839958,-124.003757,"19,596",Q3,No,0,25,Offer C,No,0.0,No,Yes,Cable,29,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,54.2,1423.15,0.0,0,0.0,1423.15,3,Stayed,0,4458,No
-Male,50,No,No,No,No,0,United States,California,Carlotta,95528,"40.497283, -123.93037",40.497283,-123.93037,"1,072",Q3,No,0,48,Offer B,Yes,44.76,Yes,Yes,DSL,18,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,70.95,3629.2,0.0,0,2148.48,5777.68,3,Stayed,0,2667,No
-Male,50,No,No,Yes,No,0,United States,California,Carlotta,95528,"40.497283, -123.93037",40.497283,-123.93037,"1,072",Q3,Yes,5,24,,Yes,34.01,Yes,Yes,Cable,4,Yes,No,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,58.35,1346.9,0.0,0,816.24,2163.14,3,Stayed,0,5428,Yes
-Male,57,No,No,Yes,No,0,United States,California,Carlotta,95528,"40.497283, -123.93037",40.497283,-123.93037,"1,072",Q3,Yes,4,21,,Yes,17.19,No,Yes,DSL,11,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.6,1125.2,0.0,0,360.99,1486.19,3,Stayed,0,5763,Yes
-Female,50,No,No,No,No,0,United States,California,Carlotta,95528,"40.497283, -123.93037",40.497283,-123.93037,"1,072",Q3,No,0,22,Offer D,Yes,10.25,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.85,450.65,0.0,0,225.5,676.15,5,Stayed,0,3171,No
-Male,47,No,No,No,No,0,United States,California,Fortuna,95540,"40.584991, -124.121504",40.584991,-124.121504,"12,241",Q3,No,0,7,,Yes,13.86,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.95,147.5,0.0,0,97.02,244.52,3,Stayed,0,3331,No
-Male,22,Yes,No,No,No,0,United States,California,Fortuna,95540,"40.584991, -124.121504",40.584991,-124.121504,"12,241",Q3,No,0,3,,Yes,31.48,No,Yes,Fiber Optic,73,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,90.4,268.45,0.0,0,94.44,362.89,5,Joined,0,5625,No
-Male,50,No,No,Yes,No,0,United States,California,Fortuna,95540,"40.584991, -124.121504",40.584991,-124.121504,"12,241",Q3,Yes,8,72,,Yes,27.59,Yes,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,115.8,8332.15,0.0,0,1986.48,10318.63,3,Stayed,0,5130,Yes
-Male,20,Yes,No,No,Yes,2,United States,California,Fortuna,95540,"40.584991, -124.121504",40.584991,-124.121504,"12,241",Q3,No,0,54,Offer B,Yes,4.16,No,Yes,Cable,59,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,61.0,3283.05,0.0,0,224.64,3507.69,4,Stayed,0,5594,No
-Female,33,No,No,Yes,No,0,United States,California,Kneeland,95549,"40.664483, -123.865325",40.664483,-123.865325,264,Q3,Yes,5,71,,Yes,43.37,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,24.65,1710.15,0.0,0,3079.27,4789.42,4,Stayed,0,4015,Yes
-Male,43,No,No,No,No,0,United States,California,Kneeland,95549,"40.664483, -123.865325",40.664483,-123.865325,264,Q3,No,0,3,,Yes,22.49,No,Yes,DSL,11,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,60.65,196.9,0.0,0,67.47,264.37,5,Joined,0,2111,No
-Male,22,Yes,No,No,No,0,United States,California,Kneeland,95549,"40.664483, -123.865325",40.664483,-123.865325,264,Q3,No,0,60,,Yes,44.24,Yes,Yes,Fiber Optic,52,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,116.6,7049.5,0.0,0,2654.4,9703.9,3,Stayed,0,5680,No
-Female,33,No,No,Yes,Yes,2,United States,California,Kneeland,95549,"40.664483, -123.865325",40.664483,-123.865325,264,Q3,Yes,6,21,Offer D,Yes,38.95,No,Yes,Cable,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.95,926.25,0.0,0,817.95,1744.2,5,Stayed,0,3752,Yes
-Female,61,No,No,Yes,No,0,United States,California,Mad River,95552,"40.390301, -123.412327",40.390301,-123.412327,265,Q3,Yes,2,43,Offer B,No,0.0,No,Yes,Cable,6,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,51.25,2151.6,0.0,0,0.0,2151.6,3,Stayed,0,5656,Yes
-Male,60,No,No,No,No,0,United States,California,Mad River,95552,"40.390301, -123.412327",40.390301,-123.412327,265,Q3,No,0,24,,Yes,9.53,No,Yes,Fiber Optic,24,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.95,2107.15,0.0,0,228.72,2335.87,3,Stayed,0,5421,No
-Male,20,Yes,No,No,No,0,United States,California,Mad River,95552,"40.390301, -123.412327",40.390301,-123.412327,265,Q3,No,0,22,Offer D,Yes,43.78,Yes,Yes,DSL,47,Yes,Yes,Yes,No,No,No,No,No,Month-to-Month,No,Credit Card,65.05,1427.55,0.0,10,963.16,2400.71,4,Stayed,0,4709,No
-Male,53,No,No,Yes,Yes,3,United States,California,Mad River,95552,"40.390301, -123.412327",40.390301,-123.412327,265,Q3,No,0,4,Offer E,Yes,29.09,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.55,68.8,0.0,0,116.36,185.16,4,Stayed,0,5573,Yes
-Female,28,Yes,No,Yes,No,0,United States,California,Orick,95555,"41.336354, -124.044354",41.336354,-124.044354,494,Q3,Yes,8,72,,Yes,12.87,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.4,1496.45,0.0,0,926.64,2423.09,3,Stayed,0,5398,Yes
-Male,24,Yes,No,No,No,0,United States,California,Orick,95555,"41.336354, -124.044354",41.336354,-124.044354,494,Q3,No,0,67,Offer A,Yes,47.31,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.5,1430.95,0.0,0,3169.77,4600.72,5,Stayed,0,4416,No
-Female,59,No,No,Yes,Yes,3,United States,California,Orick,95555,"41.336354, -124.044354",41.336354,-124.044354,494,Q3,Yes,4,72,,Yes,48.29,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,24.05,1709.15,0.0,0,3476.88,5186.03,4,Stayed,0,4755,Yes
-Male,22,Yes,No,No,No,0,United States,California,Orick,95555,"41.336354, -124.044354",41.336354,-124.044354,494,Q3,No,0,26,Offer C,No,0.0,No,Yes,Cable,82,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,54.55,1362.85,0.0,0,0.0,1362.85,4,Stayed,0,4296,No
-Male,56,No,No,Yes,No,0,United States,California,Orleans,95556,"41.269521, -123.546958",41.269521,-123.546958,574,Q3,Yes,8,22,Offer D,Yes,7.68,No,Yes,DSL,7,Yes,No,No,Yes,No,No,No,No,One Year,Yes,Credit Card,56.25,1292.2,0.0,100,168.96,1561.16,4,Stayed,0,3733,Yes
-Male,47,No,No,Yes,Yes,3,United States,California,Orleans,95556,"41.269521, -123.546958",41.269521,-123.546958,574,Q3,Yes,2,52,Offer B,Yes,39.48,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,20.85,1071.6,0.0,0,2052.96,3124.56,4,Stayed,0,4886,Yes
-Female,23,Yes,No,No,No,0,United States,California,Orleans,95556,"41.269521, -123.546958",41.269521,-123.546958,574,Q3,No,0,2,,Yes,4.92,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,18.75,53.15,0.0,0,9.84,62.99,4,Joined,0,5355,No
-Female,24,Yes,No,No,Yes,2,United States,California,Orleans,95556,"41.269521, -123.546958",41.269521,-123.546958,574,Q3,No,0,8,Offer E,Yes,15.66,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,163.6,0.0,0,125.28,288.88,4,Stayed,0,2675,No
-Male,57,No,No,No,No,0,United States,California,Phillipsville,95559,"40.184094, -123.745487",40.184094,-123.745487,163,Q3,No,0,69,,Yes,22.24,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,23.95,1713.1,0.0,0,1534.56,3247.66,3,Stayed,0,6059,No
-Female,56,No,No,Yes,No,0,United States,California,Phillipsville,95559,"40.184094, -123.745487",40.184094,-123.745487,163,Q3,Yes,7,26,,Yes,33.47,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,26.0,684.05,0.0,0,870.22,1554.27,5,Stayed,0,2244,Yes
-Male,23,Yes,No,Yes,Yes,3,United States,California,Phillipsville,95559,"40.184094, -123.745487",40.184094,-123.745487,163,Q3,Yes,2,44,,Yes,36.86,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.0,860.85,0.0,0,1621.84,2482.69,3,Stayed,0,3743,Yes
-Male,20,Yes,No,No,No,0,United States,California,Phillipsville,95559,"40.184094, -123.745487",40.184094,-123.745487,163,Q3,No,0,2,Offer E,Yes,28.61,Yes,Yes,Fiber Optic,85,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.45,145.15,0.0,0,57.22,202.37,4,Joined,0,2657,No
-Male,56,No,No,No,No,0,United States,California,Scotia,95565,"40.440636, -124.098739",40.440636,-124.098739,"1,125",Q3,No,0,31,,Yes,25.58,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.4,609.1,0.0,0,792.98,1402.08,3,Stayed,0,5363,No
-Male,37,No,No,No,Yes,3,United States,California,Scotia,95565,"40.440636, -124.098739",40.440636,-124.098739,"1,125",Q3,No,0,1,,Yes,17.89,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.2,19.2,0.0,0,17.89,37.09,3,Joined,0,3383,No
-Female,19,Yes,No,No,No,0,United States,California,Scotia,95565,"40.440636, -124.098739",40.440636,-124.098739,"1,125",Q3,No,0,1,,No,0.0,No,Yes,DSL,76,No,No,No,No,No,No,Yes,No,Month-to-Month,No,Credit Card,24.4,24.4,0.0,10,0.0,34.4,5,Joined,0,5092,No
-Male,45,No,No,No,Yes,2,United States,California,Scotia,95565,"40.440636, -124.098739",40.440636,-124.098739,"1,125",Q3,No,0,21,Offer D,Yes,27.6,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.6,397.0,0.0,0,579.6,976.6,3,Stayed,0,2447,No
-Female,55,No,No,No,No,0,United States,California,Weott,95571,"40.310119, -123.909449",40.310119,-123.909449,270,Q3,No,0,8,,Yes,23.46,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.0,141.6,0.0,0,187.68,329.28,3,Stayed,0,3087,No
-Male,56,No,No,Yes,No,0,United States,California,Weott,95571,"40.310119, -123.909449",40.310119,-123.909449,270,Q3,Yes,8,62,Offer B,No,0.0,No,Yes,Cable,29,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,38.6,2345.55,0.0,0,0.0,2345.55,4,Stayed,0,4558,Yes
-Female,19,Yes,No,No,No,0,United States,California,Weott,95571,"40.310119, -123.909449",40.310119,-123.909449,270,Q3,No,0,1,,Yes,38.81,No,Yes,Fiber Optic,52,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,70.7,70.7,0.0,0,38.81,109.51,3,Joined,0,4056,No
-Male,43,No,No,Yes,Yes,1,United States,California,Weott,95571,"40.310119, -123.909449",40.310119,-123.909449,270,Q3,Yes,1,46,Offer B,Yes,5.52,Yes,Yes,Fiber Optic,16,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.0,3769.7,0.0,0,253.92,4023.62,5,Stayed,0,3315,Yes
-Male,20,Yes,No,Yes,No,0,United States,California,Willow Creek,95573,"40.949012, -123.655847",40.949012,-123.655847,"1,666",Q3,Yes,5,64,Offer B,Yes,26.64,No,Yes,DSL,71,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,73.05,4688.65,0.0,0,1704.96,6393.61,3,Stayed,0,4515,Yes
-Female,40,No,No,No,No,0,United States,California,Willow Creek,95573,"40.949012, -123.655847",40.949012,-123.655847,"1,666",Q3,No,0,1,Offer E,No,0.0,No,Yes,DSL,15,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,25.25,25.25,0.0,10,0.0,35.25,5,Joined,0,4831,No
-Male,33,No,No,Yes,Yes,2,United States,California,Willow Creek,95573,"40.949012, -123.655847",40.949012,-123.655847,"1,666",Q3,Yes,8,4,Offer E,Yes,35.09,No,Yes,DSL,30,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.25,155.35,0.0,0,140.36,295.71,5,Stayed,0,2776,Yes
-Female,32,No,No,No,No,0,United States,California,Willow Creek,95573,"40.949012, -123.655847",40.949012,-123.655847,"1,666",Q3,No,0,52,Offer B,Yes,38.71,Yes,Yes,DSL,21,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,80.95,4233.95,0.0,0,2012.92,6246.87,5,Stayed,0,4924,No
-Female,27,Yes,No,Yes,No,0,United States,California,Leggett,95585,"39.873371, -123.741474",39.873371,-123.741474,321,Q3,Yes,3,28,,Yes,42.33,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.5,563.05,0.0,0,1185.24,1748.29,4,Stayed,0,5145,Yes
-Female,64,No,No,No,No,0,United States,California,Leggett,95585,"39.873371, -123.741474",39.873371,-123.741474,321,Q3,No,0,18,Offer D,Yes,10.97,Yes,Yes,DSL,9,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,60.6,1156.35,0.0,0,197.46,1353.81,3,Stayed,0,4459,No
-Male,51,No,No,No,No,0,United States,California,Leggett,95585,"39.873371, -123.741474",39.873371,-123.741474,321,Q3,No,0,2,Offer E,Yes,1.57,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.3,144.0,0.0,0,3.14,147.14,4,Joined,0,2980,No
-Female,54,No,No,Yes,Yes,1,United States,California,Leggett,95585,"39.873371, -123.741474",39.873371,-123.741474,321,Q3,Yes,4,67,,Yes,17.43,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.9,1680.25,0.0,0,1167.81,2848.06,5,Stayed,0,5847,Yes
-Female,51,No,No,Yes,No,0,United States,California,Auburn,95603,"38.912881, -121.082766",38.912881,-121.082766,"24,944",Q3,Yes,5,67,,Yes,22.83,Yes,Yes,Cable,22,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,65.65,4322.85,0.0,0,1529.61,5852.46,3,Stayed,0,5441,Yes
-Male,58,No,No,No,No,0,United States,California,Auburn,95603,"38.912881, -121.082766",38.912881,-121.082766,"24,944",Q3,No,0,27,,Yes,49.25,No,Yes,DSL,4,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,81.7,2212.55,0.0,0,1329.75,3542.3,4,Stayed,0,2445,No
-Female,31,No,No,Yes,Yes,3,United States,California,Auburn,95603,"38.912881, -121.082766",38.912881,-121.082766,"24,944",Q3,Yes,4,42,,Yes,34.66,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,19.05,761.85,0.0,0,1455.72,2217.57,4,Stayed,0,5091,Yes
-Male,22,Yes,No,No,No,0,United States,California,Auburn,95603,"38.912881, -121.082766",38.912881,-121.082766,"24,944",Q3,No,0,71,,Yes,2.88,Yes,Yes,Fiber Optic,48,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,116.3,8309.55,0.0,0,204.48,8514.03,4,Stayed,0,4644,No
-Male,41,No,No,No,No,0,United States,California,Esparto,95627,"38.834469, -122.127193",38.834469,-122.127193,"2,756",Q3,No,0,54,Offer B,Yes,30.66,No,Yes,Fiber Optic,18,Yes,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,84.4,4484.05,0.0,0,1655.64,6139.69,3,Stayed,0,4154,No
-Male,64,No,No,No,Yes,2,United States,California,Esparto,95627,"38.834469, -122.127193",38.834469,-122.127193,"2,756",Q3,No,0,33,,No,0.0,No,Yes,Cable,12,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,34.05,1113.95,0.0,0,0.0,1113.95,3,Stayed,0,3044,No
-Male,20,Yes,No,No,Yes,1,United States,California,Esparto,95627,"38.834469, -122.127193",38.834469,-122.127193,"2,756",Q3,No,0,13,Offer D,Yes,26.63,No,Yes,DSL,27,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,44.0,659.35,0.0,0,346.19,1005.54,3,Stayed,0,5611,No
-Female,39,No,No,Yes,Yes,1,United States,California,Esparto,95627,"38.834469, -122.127193",38.834469,-122.127193,"2,756",Q3,Yes,10,9,,Yes,8.1,No,Yes,Fiber Optic,20,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.85,647.5,0.0,0,72.9,720.4,5,Stayed,0,4843,Yes
-Female,62,No,No,No,No,0,United States,California,Fiddletown,95629,"38.513484, -120.704613",38.513484,-120.704613,850,Q3,No,0,27,,Yes,35.77,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,20.25,538.2,0.0,0,965.79,1503.99,3,Stayed,0,5250,No
-Female,33,No,No,No,No,0,United States,California,Fiddletown,95629,"38.513484, -120.704613",38.513484,-120.704613,850,Q3,No,0,2,Offer E,Yes,34.57,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.95,38.15,0.0,0,69.14,107.29,4,Joined,0,4079,No
-Male,32,No,No,Yes,Yes,1,United States,California,Fiddletown,95629,"38.513484, -120.704613",38.513484,-120.704613,850,Q3,Yes,4,26,Offer C,Yes,4.62,No,Yes,DSL,19,No,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,50.35,1285.8,0.0,0,120.12,1405.92,5,Stayed,0,3386,Yes
-Female,38,No,No,No,No,0,United States,California,Fiddletown,95629,"38.513484, -120.704613",38.513484,-120.704613,850,Q3,No,0,62,Offer B,No,0.0,No,Yes,Cable,30,No,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,43.6,2748.7,0.0,0,0.0,2748.7,4,Stayed,0,4507,No
-Male,53,No,No,No,No,0,United States,California,Foresthill,95631,"39.031876, -120.811141",39.031876,-120.811141,"5,714",Q3,No,0,23,,Yes,48.21,No,Yes,Fiber Optic,23,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,95.3,2192.9,0.0,0,1108.83,3301.73,3,Stayed,0,5029,No
-Male,34,No,No,No,Yes,2,United States,California,Foresthill,95631,"39.031876, -120.811141",39.031876,-120.811141,"5,714",Q3,No,0,9,Offer E,Yes,45.83,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.4,184.1,0.0,0,412.47,596.57,4,Stayed,0,4195,No
-Male,41,No,No,No,Yes,3,United States,California,Foresthill,95631,"39.031876, -120.811141",39.031876,-120.811141,"5,714",Q3,No,0,19,Offer D,Yes,24.1,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.0,377.55,0.0,0,457.9,835.45,3,Stayed,0,5188,No
-Female,64,No,No,No,No,0,United States,California,Foresthill,95631,"39.031876, -120.811141",39.031876,-120.811141,"5,714",Q3,No,0,70,,Yes,29.53,Yes,Yes,Cable,7,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,89.75,6367.2,0.0,110,2067.1,8544.3,4,Stayed,0,5150,No
-Female,35,No,No,Yes,Yes,1,United States,California,Georgetown,95634,"38.9386, -120.785514",38.9386,-120.785514,"2,723",Q3,Yes,3,39,,Yes,32.57,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,19.85,854.8,0.0,0,1270.23,2125.03,5,Stayed,0,3032,Yes
-Female,59,No,No,No,No,0,United States,California,Georgetown,95634,"38.9386, -120.785514",38.9386,-120.785514,"2,723",Q3,No,0,8,Offer E,Yes,26.47,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,20.7,137.6,0.0,0,211.76,349.36,5,Stayed,0,3330,No
-Female,21,Yes,No,Yes,No,0,United States,California,Georgetown,95634,"38.9386, -120.785514",38.9386,-120.785514,"2,723",Q3,Yes,6,72,,Yes,15.35,Yes,Yes,DSL,41,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,86.4,6058.95,0.0,0,1105.2,7164.15,3,Stayed,0,6114,Yes
-Male,27,Yes,No,Yes,Yes,1,United States,California,Georgetown,95634,"38.9386, -120.785514",38.9386,-120.785514,"2,723",Q3,Yes,7,47,Offer B,No,0.0,No,Yes,DSL,47,Yes,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,40.3,1794.8,0.0,0,0.0,1794.8,3,Stayed,0,5040,Yes
-Male,37,No,No,No,No,0,United States,California,Ione,95640,"38.33788, -120.954202",38.33788,-120.954202,"9,752",Q3,No,0,2,Offer E,Yes,2.72,No,Yes,Fiber Optic,14,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,70.7,129.2,0.0,10,5.44,144.64,4,Joined,0,2388,No
-Female,61,No,No,Yes,No,0,United States,California,Ione,95640,"38.33788, -120.954202",38.33788,-120.954202,"9,752",Q3,Yes,2,68,Offer A,Yes,46.7,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.8,7553.6,0.0,0,3175.6,10729.2,3,Stayed,0,4545,Yes
-Female,29,Yes,No,Yes,No,0,United States,California,Ione,95640,"38.33788, -120.954202",38.33788,-120.954202,"9,752",Q3,Yes,6,46,,Yes,2.0,Yes,Yes,Fiber Optic,48,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,108.9,4854.3,0.0,0,92.0,4946.3,5,Stayed,0,5119,Yes
-Female,34,No,No,Yes,Yes,1,United States,California,Ione,95640,"38.33788, -120.954202",38.33788,-120.954202,"9,752",Q3,Yes,6,55,Offer B,Yes,41.18,Yes,Yes,Fiber Optic,18,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,100.9,5448.6,0.0,0,2264.9,7713.5,4,Stayed,0,6153,Yes
-Female,47,No,No,No,No,0,United States,California,North Highlands,95660,"38.671295, -121.388251",38.671295,-121.388251,"32,202",Q3,No,0,1,,Yes,44.09,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.35,20.35,0.0,0,44.09,64.44,3,Joined,0,5774,No
-Female,27,Yes,No,Yes,No,0,United States,California,North Highlands,95660,"38.671295, -121.388251",38.671295,-121.388251,"32,202",Q3,Yes,6,48,Offer B,Yes,49.88,No,Yes,DSL,42,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,65.65,3094.65,0.0,0,2394.24,5488.89,3,Stayed,0,5427,Yes
-Male,39,No,No,Yes,No,0,United States,California,North Highlands,95660,"38.671295, -121.388251",38.671295,-121.388251,"32,202",Q3,Yes,9,72,,Yes,33.22,No,Yes,Fiber Optic,23,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.65,6747.35,0.0,0,2391.84,9139.19,3,Stayed,0,5943,Yes
-Female,62,No,No,Yes,Yes,2,United States,California,North Highlands,95660,"38.671295, -121.388251",38.671295,-121.388251,"32,202",Q3,Yes,5,35,,Yes,15.41,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.7,730.4,0.0,0,539.35,1269.75,4,Stayed,0,5636,Yes
-Male,38,No,No,No,Yes,3,United States,California,Placerville,95667,"38.733714, -120.795213",38.733714,-120.795213,"34,146",Q3,No,0,3,Offer E,Yes,5.15,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.95,58.3,0.0,0,15.45,73.75,5,Joined,0,4430,No
-Male,57,No,No,Yes,No,0,United States,California,Placerville,95667,"38.733714, -120.795213",38.733714,-120.795213,"34,146",Q3,Yes,6,37,,Yes,27.41,Yes,Yes,DSL,10,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,55.05,2030.75,0.0,0,1014.17,3044.92,5,Stayed,0,3839,Yes
-Male,47,No,No,No,No,0,United States,California,Placerville,95667,"38.733714, -120.795213",38.733714,-120.795213,"34,146",Q3,No,0,1,Offer E,Yes,17.07,Yes,Yes,DSL,3,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,61.15,61.15,0.0,0,17.07,78.22,4,Joined,0,4592,No
-Male,37,No,No,No,No,0,United States,California,Placerville,95667,"38.733714, -120.795213",38.733714,-120.795213,"34,146",Q3,No,0,10,Offer D,Yes,46.33,No,Yes,Fiber Optic,26,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,98.9,1064.95,0.0,0,463.3,1528.25,3,Stayed,0,4614,No
-Male,46,No,No,No,No,0,United States,California,River Pines,95675,"38.545775, -120.743325",38.545775,-120.743325,364,Q3,No,0,8,,No,0.0,No,Yes,Cable,4,Yes,No,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Mailed Check,44.55,343.45,0.0,0,0.0,343.45,3,Stayed,0,5489,No
-Female,45,No,No,Yes,Yes,3,United States,California,River Pines,95675,"38.545775, -120.743325",38.545775,-120.743325,364,Q3,Yes,5,64,Offer B,Yes,17.93,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Mailed Check,24.05,1559.15,0.0,0,1147.52,2706.67,3,Stayed,0,4582,Yes
-Male,55,No,No,No,No,0,United States,California,River Pines,95675,"38.545775, -120.743325",38.545775,-120.743325,364,Q3,No,0,32,Offer C,Yes,41.52,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.8,607.7,0.0,0,1328.64,1936.34,4,Stayed,0,4636,No
-Female,28,Yes,No,No,No,0,United States,California,River Pines,95675,"38.545775, -120.743325",38.545775,-120.743325,364,Q3,No,0,9,,Yes,13.05,No,Yes,Fiber Optic,73,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.85,708.2,0.0,0,117.45,825.65,3,Stayed,0,5770,No
-Female,19,Yes,No,Yes,No,0,United States,California,Rocklin,95677,"38.7904, -121.236973",38.7904,-121.236973,"21,510",Q3,Yes,8,71,Offer A,Yes,4.39,Yes,Yes,Fiber Optic,82,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,104.1,7412.25,0.0,0,311.69,7723.94,4,Stayed,0,4695,Yes
-Male,37,No,No,Yes,No,0,United States,California,Rocklin,95677,"38.7904, -121.236973",38.7904,-121.236973,"21,510",Q3,Yes,10,25,,No,0.0,No,Yes,Cable,24,No,No,Yes,No,Yes,No,No,No,One Year,Yes,Credit Card,38.1,970.4,0.0,100,0.0,1070.4,5,Stayed,0,2315,Yes
-Male,34,No,No,Yes,Yes,1,United States,California,Rocklin,95677,"38.7904, -121.236973",38.7904,-121.236973,"21,510",Q3,Yes,3,50,,Yes,41.58,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,108.25,5431.4,0.0,0,2079.0,7510.4,4,Stayed,0,4972,Yes
-Male,54,No,No,No,Yes,1,United States,California,Rocklin,95677,"38.7904, -121.236973",38.7904,-121.236973,"21,510",Q3,No,0,27,,Yes,2.65,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,25.85,788.55,0.0,0,71.55,860.1,5,Stayed,0,2682,No
-Male,38,No,No,Yes,Yes,3,United States,California,Volcano,95689,"38.481902, -120.603668",38.481902,-120.603668,"1,273",Q3,Yes,4,67,Offer A,Yes,6.15,Yes,Yes,Fiber Optic,53,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.55,6373.1,0.0,0,412.05,6785.15,4,Stayed,0,6111,Yes
-Female,43,No,No,No,No,0,United States,California,Volcano,95689,"38.481902, -120.603668",38.481902,-120.603668,"1,273",Q3,No,0,6,Offer E,No,0.0,No,Yes,Cable,23,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,50.95,307.6,0.0,0,0.0,307.6,3,Stayed,0,3474,No
-Female,49,No,No,No,No,0,United States,California,Volcano,95689,"38.481902, -120.603668",38.481902,-120.603668,"1,273",Q3,No,0,60,,Yes,38.88,No,Yes,DSL,2,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,70.15,4224.7,0.0,0,2332.8,6557.5,3,Stayed,0,4260,No
-Female,64,No,No,Yes,Yes,3,United States,California,Volcano,95689,"38.481902, -120.603668",38.481902,-120.603668,"1,273",Q3,Yes,9,72,,Yes,6.9,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,20.7,1482.3,0.0,0,496.8,1979.1,5,Stayed,0,4528,Yes
-Female,22,Yes,No,Yes,No,0,United States,California,West Sacramento,95691,"38.627951, -121.593287",38.627951,-121.593287,"19,050",Q3,Yes,9,60,,Yes,34.48,Yes,Yes,Fiber Optic,51,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.8,5985.75,0.0,0,2068.8,8054.55,4,Stayed,0,6213,Yes
-Female,52,No,No,Yes,Yes,2,United States,California,West Sacramento,95691,"38.627951, -121.593287",38.627951,-121.593287,"19,050",Q3,Yes,3,61,Offer B,Yes,40.48,Yes,Yes,DSL,20,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,79.4,4820.55,0.0,0,2469.28,7289.83,3,Stayed,0,4666,Yes
-Female,50,No,No,Yes,Yes,3,United States,California,West Sacramento,95691,"38.627951, -121.593287",38.627951,-121.593287,"19,050",Q3,Yes,6,50,Offer B,Yes,49.18,Yes,Yes,DSL,76,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,80.05,4042.2,0.0,0,2459.0,6501.2,3,Stayed,0,5823,Yes
-Male,58,No,No,No,No,0,United States,California,West Sacramento,95691,"38.627951, -121.593287",38.627951,-121.593287,"19,050",Q3,No,0,66,,Yes,21.23,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.35,1240.8,0.0,0,1401.18,2641.98,3,Stayed,0,5637,No
-Male,63,No,No,Yes,No,0,United States,California,Alta,95701,"39.218096, -120.79153",39.218096,-120.79153,751,Q3,Yes,7,12,,Yes,49.39,No,Yes,DSL,5,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,74.15,741.4,0.0,0,592.68,1334.08,4,Stayed,0,5426,Yes
-Male,37,No,No,Yes,No,0,United States,California,Alta,95701,"39.218096, -120.79153",39.218096,-120.79153,751,Q3,Yes,10,45,,Yes,43.27,No,Yes,DSL,4,Yes,No,Yes,No,No,No,No,No,Two Year,No,Credit Card,53.3,2296.25,0.0,90,1947.15,4333.4,3,Stayed,0,2929,Yes
-Female,60,No,No,Yes,Yes,3,United States,California,Alta,95701,"39.218096, -120.79153",39.218096,-120.79153,751,Q3,Yes,4,69,Offer A,No,0.0,No,Yes,Cable,56,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,54.95,3772.5,0.0,0,0.0,3772.5,4,Stayed,0,4175,Yes
-Male,42,No,No,No,Yes,3,United States,California,Alta,95701,"39.218096, -120.79153",39.218096,-120.79153,751,Q3,No,0,1,,Yes,30.63,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.55,19.55,0.0,0,30.63,50.18,4,Joined,0,5272,No
-Female,64,No,No,Yes,No,0,United States,California,Gold Run,95717,"39.170376, -120.838404",39.170376,-120.838404,407,Q3,Yes,6,43,,Yes,12.98,Yes,Yes,DSL,8,No,No,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,64.85,2908.2,0.0,0,558.14,3466.34,3,Stayed,0,4000,Yes
-Male,37,No,No,Yes,Yes,2,United States,California,Gold Run,95717,"39.170376, -120.838404",39.170376,-120.838404,407,Q3,Yes,1,60,,Yes,28.45,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,23.95,1506.4,0.0,0,1707.0,3213.4,5,Stayed,0,5449,Yes
-Male,54,No,No,No,No,0,United States,California,Gold Run,95717,"39.170376, -120.838404",39.170376,-120.838404,407,Q3,No,0,44,Offer B,Yes,49.57,Yes,Yes,Cable,21,No,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,85.25,3704.15,0.0,100,2181.08,5985.23,5,Stayed,0,2292,No
-Female,20,Yes,No,Yes,No,0,United States,California,Gold Run,95717,"39.170376, -120.838404",39.170376,-120.838404,407,Q3,Yes,7,35,,Yes,20.79,No,Yes,DSL,69,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,56.85,1861.1,0.0,0,727.65,2588.75,4,Stayed,0,3102,Yes
-Male,34,No,No,Yes,No,0,United States,California,El Dorado Hills,95762,"38.684437, -121.055634",38.684437,-121.055634,"22,028",Q3,Yes,2,3,Offer E,Yes,4.19,No,Yes,Cable,6,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,55.8,154.55,0.0,0,12.57,167.12,4,Joined,0,2662,Yes
-Male,54,No,No,No,No,0,United States,California,El Dorado Hills,95762,"38.684437, -121.055634",38.684437,-121.055634,"22,028",Q3,No,0,11,,Yes,30.57,No,Yes,Fiber Optic,15,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,84.8,888.75,0.0,0,336.27,1225.02,4,Stayed,0,4924,No
-Male,22,Yes,No,No,No,0,United States,California,El Dorado Hills,95762,"38.684437, -121.055634",38.684437,-121.055634,"22,028",Q3,No,0,35,Offer C,Yes,42.02,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Bank Withdrawal,20.6,754.0,0.0,0,1470.7,2224.7,4,Stayed,0,2858,No
-Female,50,No,No,No,No,0,United States,California,El Dorado Hills,95762,"38.684437, -121.055634",38.684437,-121.055634,"22,028",Q3,No,0,55,,Yes,8.93,Yes,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.1,4144.9,0.0,0,491.15,4636.05,4,Stayed,0,5832,No
-Male,29,Yes,No,No,Yes,3,United States,California,Rocklin,95765,"38.823278, -121.281856",38.823278,-121.281856,"15,494",Q3,No,0,41,,Yes,30.58,No,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,111.15,4507.15,0.0,0,1253.78,5760.93,5,Stayed,0,5038,No
-Female,46,No,No,Yes,No,0,United States,California,Rocklin,95765,"38.823278, -121.281856",38.823278,-121.281856,"15,494",Q3,Yes,2,71,Offer A,No,0.0,No,Yes,DSL,27,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,61.4,4310.35,0.0,0,0.0,4310.35,4,Stayed,0,5119,Yes
-Male,24,Yes,No,No,No,0,United States,California,Rocklin,95765,"38.823278, -121.281856",38.823278,-121.281856,"15,494",Q3,No,0,22,Offer D,Yes,23.03,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.3,467.15,0.0,0,506.66,973.81,4,Stayed,0,2768,No
-Female,40,No,No,No,No,0,United States,California,Rocklin,95765,"38.823278, -121.281856",38.823278,-121.281856,"15,494",Q3,No,0,72,,Yes,12.63,Yes,Yes,DSL,23,Yes,Yes,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,59.75,4265.0,0.0,0,909.36,5174.36,3,Stayed,0,4515,No
-Male,45,No,No,No,No,0,United States,California,Sacramento,95816,"38.574856, -121.46504",38.574856,-121.46504,"16,164",Q3,No,0,23,,Yes,35.32,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,20.85,473.9,0.0,0,812.36,1286.26,5,Stayed,0,4263,No
-Female,64,No,No,Yes,No,0,United States,California,Sacramento,95816,"38.574856, -121.46504",38.574856,-121.46504,"16,164",Q3,Yes,1,55,,Yes,34.61,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,94.45,5073.1,0.0,0,1903.55,6976.65,5,Stayed,0,5577,Yes
-Male,56,No,No,No,No,0,United States,California,Sacramento,95816,"38.574856, -121.46504",38.574856,-121.46504,"16,164",Q3,No,0,23,Offer D,Yes,46.17,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.45,481.1,0.0,0,1061.91,1543.01,5,Stayed,0,3434,No
-Male,54,No,No,No,No,0,United States,California,Sacramento,95816,"38.574856, -121.46504",38.574856,-121.46504,"16,164",Q3,No,0,52,,Yes,20.8,Yes,Yes,Fiber Optic,30,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,109.3,5731.4,3.85,60,1081.6,6869.15,4,Stayed,0,5624,No
-Male,47,No,No,Yes,No,0,United States,California,Sacramento,95830,"38.490508, -121.284171",38.490508,-121.284171,592,Q3,Yes,7,36,,Yes,21.77,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,20.0,666.75,0.0,0,783.72,1450.47,3,Stayed,0,4175,Yes
-Male,51,No,No,No,No,0,United States,California,Sacramento,95830,"38.490508, -121.284171",38.490508,-121.284171,592,Q3,No,0,5,,Yes,45.69,No,Yes,Cable,4,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,75.15,392.65,0.0,0,228.45,621.1,4,Stayed,0,5900,No
-Female,25,Yes,No,No,No,0,United States,California,Sacramento,95830,"38.490508, -121.284171",38.490508,-121.284171,592,Q3,No,0,71,Offer A,Yes,28.4,Yes,Yes,Fiber Optic,76,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,113.15,7993.3,0.0,0,2016.4,10009.7,3,Stayed,0,4955,No
-Male,47,No,No,Yes,No,0,United States,California,Sacramento,95830,"38.490508, -121.284171",38.490508,-121.284171,592,Q3,Yes,1,31,,Yes,3.12,Yes,Yes,DSL,6,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,79.3,2484.0,0.0,0,96.72,2580.72,5,Stayed,0,5238,Yes
-Male,39,No,No,Yes,Yes,3,United States,California,Sacramento,95834,"38.646209, -121.52446",38.646209,-121.52446,"8,403",Q3,Yes,8,12,Offer D,Yes,9.58,No,Yes,Cable,57,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,49.2,571.15,0.0,80,114.96,766.11,3,Stayed,0,3582,Yes
-Male,60,No,No,No,No,0,United States,California,Sacramento,95834,"38.646209, -121.52446",38.646209,-121.52446,"8,403",Q3,No,0,44,,Yes,18.14,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.5,835.5,0.0,0,798.16,1633.66,4,Stayed,0,4220,No
-Female,62,No,No,Yes,Yes,3,United States,California,Sacramento,95834,"38.646209, -121.52446",38.646209,-121.52446,"8,403",Q3,Yes,5,6,,Yes,44.13,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.7,94.45,0.0,0,264.78,359.23,3,Stayed,0,4122,Yes
-Male,42,No,No,No,No,0,United States,California,Sacramento,95834,"38.646209, -121.52446",38.646209,-121.52446,"8,403",Q3,No,0,52,,Yes,47.9,No,Yes,DSL,3,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,53.75,2790.65,43.12,0,2490.8,5238.33,3,Stayed,0,5957,No
-Male,54,No,No,Yes,Yes,2,United States,California,Marysville,95901,"39.19514, -121.503883",39.19514,-121.503883,"38,091",Q3,Yes,1,45,,Yes,22.31,Yes,Yes,Fiber Optic,19,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.95,4456.65,0.0,0,1003.95,5460.6,5,Stayed,0,5322,Yes
-Female,40,No,No,Yes,Yes,3,United States,California,Marysville,95901,"39.19514, -121.503883",39.19514,-121.503883,"38,091",Q3,Yes,4,26,Offer C,No,0.0,No,Yes,Cable,23,Yes,Yes,No,Yes,No,No,No,No,Month-to-Month,No,Credit Card,38.85,1025.15,0.0,30,0.0,1055.15,4,Stayed,0,3970,Yes
-Male,62,No,No,No,Yes,1,United States,California,Marysville,95901,"39.19514, -121.503883",39.19514,-121.503883,"38,091",Q3,No,0,62,Offer B,Yes,17.56,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,24.4,1413.0,0.0,0,1088.72,2501.72,3,Stayed,0,4889,No
-Female,40,No,No,Yes,Yes,3,United States,California,Marysville,95901,"39.19514, -121.503883",39.19514,-121.503883,"38,091",Q3,Yes,10,16,,Yes,12.82,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.35,275.9,33.24,0,205.12,447.78,5,Stayed,0,4146,Yes
-Male,35,No,No,No,No,0,United States,California,Alleghany,95910,"39.467828, -120.841386",39.467828,-120.841386,118,Q3,No,0,2,,Yes,15.83,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.25,36.8,0.0,0,31.66,68.46,4,Joined,0,5736,No
-Male,39,No,No,No,Yes,1,United States,California,Alleghany,95910,"39.467828, -120.841386",39.467828,-120.841386,118,Q3,No,0,5,,Yes,8.01,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.35,122.0,0.0,0,40.05,162.05,4,Stayed,0,3161,No
-Male,42,No,No,No,No,0,United States,California,Alleghany,95910,"39.467828, -120.841386",39.467828,-120.841386,118,Q3,No,0,9,,Yes,48.25,No,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,70.05,657.5,0.0,0,434.25,1091.75,3,Stayed,0,3522,No
-Male,27,Yes,No,Yes,No,0,United States,California,Alleghany,95910,"39.467828, -120.841386",39.467828,-120.841386,118,Q3,Yes,4,35,,Yes,25.32,No,Yes,DSL,30,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,61.0,2130.45,10.7,0,886.2,3005.95,3,Stayed,0,4355,Yes
-Male,41,No,No,No,No,0,United States,California,Biggs,95917,"39.457388, -121.818201",39.457388,-121.818201,"3,169",Q3,No,0,39,,No,0.0,No,Yes,DSL,14,No,No,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,35.55,1309.15,0.0,0,0.0,1309.15,3,Stayed,0,3752,No
-Male,37,No,No,No,No,0,United States,California,Biggs,95917,"39.457388, -121.818201",39.457388,-121.818201,"3,169",Q3,No,0,1,,Yes,39.55,No,Yes,Fiber Optic,21,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,74.3,74.3,0.0,0,39.55,113.85,5,Joined,0,3063,No
-Female,44,No,No,No,No,0,United States,California,Biggs,95917,"39.457388, -121.818201",39.457388,-121.818201,"3,169",Q3,No,0,1,,Yes,10.2,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,19.55,19.55,0.0,0,10.2,29.75,5,Joined,0,5607,No
-Female,60,No,No,No,No,0,United States,California,Biggs,95917,"39.457388, -121.818201",39.457388,-121.818201,"3,169",Q3,No,0,70,,Yes,47.72,No,Yes,DSL,28,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,79.6,5589.45,42.34,0,3340.4,8887.51,3,Stayed,0,5474,No
-Female,64,No,No,No,No,0,United States,California,Goodyears Bar,95944,"39.564113, -120.868836",39.564113,-120.868836,76,Q3,No,0,37,Offer C,No,0.0,No,Yes,Cable,6,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,40.2,1478.85,0.0,0,0.0,1478.85,5,Stayed,0,5924,No
-Female,60,No,No,No,No,0,United States,California,Goodyears Bar,95944,"39.564113, -120.868836",39.564113,-120.868836,76,Q3,No,0,26,Offer C,Yes,40.14,No,Yes,Fiber Optic,4,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,95.85,2475.35,0.0,0,1043.64,3518.99,3,Stayed,0,3834,No
-Female,25,Yes,No,No,No,0,United States,California,Goodyears Bar,95944,"39.564113, -120.868836",39.564113,-120.868836,76,Q3,No,0,61,Offer B,Yes,38.78,Yes,Yes,Fiber Optic,42,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,118.6,7365.7,0.0,0,2365.58,9731.28,3,Stayed,0,5536,No
-Female,45,No,No,No,Yes,2,United States,California,Goodyears Bar,95944,"39.564113, -120.868836",39.564113,-120.868836,76,Q3,No,0,50,Offer B,Yes,36.11,No,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Two Year,No,Credit Card,70.35,3533.6,0.0,0,1805.5,5339.1,3,Stayed,0,5521,No
-Male,59,No,No,No,No,0,United States,California,Grass Valley,95945,"39.194539, -120.988066",39.194539,-120.988066,"23,990",Q3,No,0,13,Offer D,Yes,18.73,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.95,243.65,0.0,0,243.49,487.14,4,Stayed,0,2884,No
-Female,40,No,No,No,No,0,United States,California,Grass Valley,95945,"39.194539, -120.988066",39.194539,-120.988066,"23,990",Q3,No,0,23,,Yes,48.63,Yes,Yes,Cable,11,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.4,1249.25,0.0,0,1118.49,2367.74,3,Stayed,0,2989,No
-Male,34,No,No,Yes,Yes,1,United States,California,Grass Valley,95945,"39.194539, -120.988066",39.194539,-120.988066,"23,990",Q3,Yes,6,52,Offer B,Yes,29.55,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,24.55,1331.05,0.0,0,1536.6,2867.65,3,Stayed,0,5535,Yes
-Male,20,Yes,No,Yes,Yes,2,United States,California,Grass Valley,95945,"39.194539, -120.988066",39.194539,-120.988066,"23,990",Q3,Yes,1,17,,No,0.0,No,Yes,DSL,52,Yes,No,Yes,No,Yes,No,No,Yes,One Year,No,Credit Card,44.45,792.15,0.0,0,0.0,792.15,3,Stayed,0,3522,Yes
-Female,46,No,No,Yes,Yes,3,United States,California,Meridian,95957,"39.068071, -121.832638",39.068071,-121.832638,776,Q3,Yes,1,14,Offer D,Yes,26.58,Yes,Yes,Fiber Optic,53,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.8,1203.9,0.0,0,372.12,1576.02,3,Stayed,0,2452,Yes
-Male,20,Yes,No,No,No,0,United States,California,Meridian,95957,"39.068071, -121.832638",39.068071,-121.832638,776,Q3,No,0,31,Offer C,Yes,19.38,No,Yes,Fiber Optic,76,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.4,3143.65,0.0,0,600.78,3744.43,4,Stayed,0,2025,No
-Female,27,Yes,No,Yes,Yes,2,United States,California,Meridian,95957,"39.068071, -121.832638",39.068071,-121.832638,776,Q3,Yes,7,55,,Yes,33.5,Yes,Yes,DSL,51,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,75.0,4213.9,0.0,0,1842.5,6056.4,3,Stayed,0,5011,Yes
-Male,57,No,No,Yes,No,0,United States,California,Meridian,95957,"39.068071, -121.832638",39.068071,-121.832638,776,Q3,Yes,1,14,Offer D,Yes,44.95,No,Yes,DSL,19,No,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,44.6,641.25,0.0,0,629.3,1270.55,3,Stayed,0,4612,Yes
-Female,46,No,No,Yes,No,0,United States,California,Oregon House,95962,"39.342587, -121.249833",39.342587,-121.249833,"1,519",Q3,Yes,10,17,Offer D,Yes,9.22,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,92.6,1579.7,0.0,0,156.74,1736.44,4,Stayed,0,4756,Yes
-Female,29,Yes,No,No,No,0,United States,California,Oregon House,95962,"39.342587, -121.249833",39.342587,-121.249833,"1,519",Q3,No,0,50,,Yes,17.88,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Mailed Check,19.35,1033.0,29.5,0,894.0,1897.5,3,Stayed,0,5247,No
-Female,29,Yes,No,Yes,No,0,United States,California,Oregon House,95962,"39.342587, -121.249833",39.342587,-121.249833,"1,519",Q3,Yes,1,58,,Yes,31.27,Yes,Yes,DSL,59,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.3,4916.4,0.0,0,1813.66,6730.06,4,Stayed,0,5724,Yes
-Female,35,No,No,Yes,Yes,3,United States,California,Oregon House,95962,"39.342587, -121.249833",39.342587,-121.249833,"1,519",Q3,Yes,1,60,Offer B,Yes,48.04,Yes,Yes,Fiber Optic,76,Yes,Yes,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,94.15,5811.8,0.0,0,2882.4,8694.2,4,Stayed,0,6399,Yes
-Female,49,No,No,No,No,0,United States,California,Oroville,95965,"39.624561, -121.552866",39.624561,-121.552866,"17,782",Q3,No,0,5,,Yes,24.53,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.55,96.1,0.0,0,122.65,218.75,3,Stayed,0,5967,No
-Male,31,No,No,No,No,0,United States,California,Oroville,95965,"39.624561, -121.552866",39.624561,-121.552866,"17,782",Q3,No,0,28,Offer C,Yes,12.36,Yes,Yes,Fiber Optic,13,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,100.2,2688.45,42.64,0,346.08,2991.89,3,Stayed,0,5137,No
-Male,43,No,No,Yes,Yes,3,United States,California,Oroville,95965,"39.624561, -121.552866",39.624561,-121.552866,"17,782",Q3,Yes,5,72,Offer A,Yes,6.95,No,Yes,Fiber Optic,57,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,104.9,7559.55,0.0,0,500.4,8059.95,4,Stayed,0,5169,Yes
-Female,61,No,No,No,No,0,United States,California,Oroville,95965,"39.624561, -121.552866",39.624561,-121.552866,"17,782",Q3,No,0,6,Offer E,Yes,7.35,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.55,124.45,0.0,0,44.1,168.55,5,Stayed,0,5980,No
-Female,40,No,No,No,No,0,United States,California,Chico,95973,"39.903272, -121.843567",39.903272,-121.843567,"26,971",Q3,No,0,63,Offer B,Yes,19.01,Yes,Yes,Fiber Optic,20,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,109.85,7002.95,0.0,0,1197.63,8200.58,5,Stayed,0,5775,No
-Female,59,No,No,Yes,No,0,United States,California,Chico,95973,"39.903272, -121.843567",39.903272,-121.843567,"26,971",Q3,Yes,7,51,,Yes,20.47,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,25.5,1281.25,0.0,0,1043.97,2325.22,5,Stayed,0,5447,Yes
-Female,35,No,No,No,No,0,United States,California,Chico,95973,"39.903272, -121.843567",39.903272,-121.843567,"26,971",Q3,No,0,39,,No,0.0,No,Yes,DSL,8,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,41.1,1597.05,0.0,0,0.0,1597.05,3,Stayed,0,3618,No
-Female,40,No,No,No,Yes,1,United States,California,Chico,95973,"39.903272, -121.843567",39.903272,-121.843567,"26,971",Q3,No,0,13,Offer D,Yes,25.33,No,Yes,Cable,27,No,No,Yes,Yes,No,No,No,No,Month-to-Month,No,Credit Card,53.45,718.1,26.37,0,329.29,1021.02,5,Stayed,0,4335,No
-Female,61,No,No,Yes,Yes,1,United States,California,Richvale,95974,"39.495768, -121.747472",39.495768,-121.747472,74,Q3,Yes,7,7,,Yes,5.01,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.65,158.95,0.0,0,35.07,194.02,3,Stayed,0,4058,Yes
-Male,53,No,No,Yes,Yes,3,United States,California,Richvale,95974,"39.495768, -121.747472",39.495768,-121.747472,74,Q3,Yes,3,72,,No,0.0,No,Yes,DSL,53,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Mailed Check,48.9,3527.0,34.44,0,0.0,3492.56,3,Stayed,0,5415,Yes
-Female,47,No,No,No,No,0,United States,California,Richvale,95974,"39.495768, -121.747472",39.495768,-121.747472,74,Q3,No,0,12,,Yes,36.11,No,Yes,DSL,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.0,524.35,0.0,0,433.32,957.67,3,Stayed,0,4998,No
-Female,47,No,No,Yes,Yes,2,United States,California,Richvale,95974,"39.495768, -121.747472",39.495768,-121.747472,74,Q3,Yes,1,5,,Yes,1.38,No,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,69.95,320.4,0.0,0,6.9,327.3,3,Stayed,0,3850,Yes
-Male,19,Yes,No,Yes,Yes,1,United States,California,Smartville,95977,"39.176595, -121.291692",39.176595,-121.291692,963,Q3,Yes,3,72,Offer A,Yes,5.7,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,21.0,1493.75,0.0,0,410.4,1904.15,5,Stayed,0,4974,Yes
-Female,62,No,No,No,No,0,United States,California,Smartville,95977,"39.176595, -121.291692",39.176595,-121.291692,963,Q3,No,0,27,,Yes,15.41,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Mailed Check,19.6,561.15,13.07,0,416.07,964.15,5,Stayed,0,2896,No
-Female,28,Yes,No,No,No,0,United States,California,Smartville,95977,"39.176595, -121.291692",39.176595,-121.291692,963,Q3,No,0,18,,No,0.0,No,Yes,DSL,48,Yes,Yes,No,Yes,No,No,No,No,One Year,Yes,Credit Card,40.2,711.95,0.0,90,0.0,801.95,4,Stayed,0,4624,No
-Male,60,No,No,Yes,Yes,1,United States,California,Smartville,95977,"39.176595, -121.291692",39.176595,-121.291692,963,Q3,Yes,1,13,Offer D,Yes,44.05,No,Yes,Fiber Optic,19,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,97.0,1334.45,0.0,0,572.65,1907.1,3,Stayed,0,5282,Yes
-Female,57,No,No,No,No,0,United States,California,Stirling City,95978,"39.904002, -121.527823",39.904002,-121.527823,28,Q3,No,0,19,Offer D,Yes,40.22,No,Yes,Cable,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,56.2,1093.4,0.0,0,764.18,1857.58,5,Stayed,0,3384,No
-Female,38,No,No,No,No,0,United States,California,Stirling City,95978,"39.904002, -121.527823",39.904002,-121.527823,28,Q3,No,0,3,,Yes,40.2,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.0,63.6,0.0,0,120.6,184.2,3,Joined,0,4258,No
-Male,47,No,No,Yes,No,0,United States,California,Stirling City,95978,"39.904002, -121.527823",39.904002,-121.527823,28,Q3,Yes,7,32,,Yes,44.45,No,Yes,DSL,6,Yes,Yes,No,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,70.5,2201.75,0.0,0,1422.4,3624.15,4,Stayed,0,5870,Yes
-Male,42,No,No,No,No,0,United States,California,Stirling City,95978,"39.904002, -121.527823",39.904002,-121.527823,28,Q3,No,0,37,,Yes,44.52,Yes,Yes,DSL,6,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,90.6,3358.65,8.96,0,1647.24,4996.93,4,Stayed,0,2546,No
-Female,60,No,No,Yes,No,0,United States,California,Stonyford,95979,"39.288127, -122.415841",39.288127,-122.415841,844,Q3,Yes,9,59,Offer B,Yes,26.99,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,18.4,1057.85,0.0,0,1592.41,2650.26,4,Stayed,0,4375,Yes
-Female,33,No,No,Yes,No,0,United States,California,Stonyford,95979,"39.288127, -122.415841",39.288127,-122.415841,844,Q3,Yes,6,64,,Yes,16.61,Yes,Yes,Cable,4,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Mailed Check,81.3,5129.3,22.34,0,1063.04,6170.0,4,Stayed,0,5254,Yes
-Female,40,No,No,No,No,0,United States,California,Stonyford,95979,"39.288127, -122.415841",39.288127,-122.415841,844,Q3,No,0,41,,Yes,37.46,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.75,806.95,0.0,0,1535.86,2342.81,3,Stayed,0,5678,No
-Male,40,No,No,Yes,No,0,United States,California,Stonyford,95979,"39.288127, -122.415841",39.288127,-122.415841,844,Q3,No,0,64,Offer B,Yes,48.41,No,Yes,Fiber Optic,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,73.55,4764.0,21.9,0,3098.24,7840.34,3,Stayed,0,5018,Yes
-Female,29,Yes,No,Yes,Yes,2,United States,California,Washington,95986,"39.34128, -120.786867",39.34128,-120.786867,145,Q3,Yes,7,69,Offer A,Yes,8.39,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.8,1436.95,0.0,0,578.91,2015.86,5,Stayed,0,5423,Yes
-Female,35,No,No,Yes,Yes,1,United States,California,Washington,95986,"39.34128, -120.786867",39.34128,-120.786867,145,Q3,Yes,6,58,,Yes,17.21,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.3,1160.75,25.57,0,998.18,2133.36,3,Stayed,0,4424,Yes
-Female,50,No,No,Yes,No,0,United States,California,Washington,95986,"39.34128, -120.786867",39.34128,-120.786867,145,Q3,Yes,6,67,,Yes,17.72,Yes,Yes,Fiber Optic,23,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,109.7,7344.45,0.0,0,1187.24,8531.69,4,Stayed,0,4017,Yes
-Male,29,Yes,No,No,No,0,United States,California,Washington,95986,"39.34128, -120.786867",39.34128,-120.786867,145,Q3,No,0,26,,Yes,6.38,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.4,525.55,4.25,0,165.88,687.18,4,Stayed,0,4602,No
-Female,56,No,No,Yes,No,0,United States,California,Yuba City,95991,"39.02741, -121.614982",39.02741,-121.614982,"34,967",Q3,Yes,10,72,Offer A,Yes,26.04,Yes,Yes,Cable,6,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,78.95,5730.15,0.0,0,1874.88,7605.03,5,Stayed,0,5050,Yes
-Female,49,No,No,Yes,Yes,1,United States,California,Yuba City,95991,"39.02741, -121.614982",39.02741,-121.614982,"34,967",Q3,Yes,4,15,Offer D,Yes,17.43,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,19.8,272.95,18.55,0,261.45,515.85,4,Stayed,0,4167,Yes
-Female,37,No,No,No,No,0,United States,California,Yuba City,95991,"39.02741, -121.614982",39.02741,-121.614982,"34,967",Q3,No,0,24,,Yes,35.56,No,Yes,Fiber Optic,3,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.6,2283.15,0.0,0,853.44,3136.59,3,Stayed,0,3667,No
-Male,29,Yes,No,Yes,No,0,United States,California,Yuba City,95991,"39.02741, -121.614982",39.02741,-121.614982,"34,967",Q3,Yes,5,17,Offer D,No,0.0,No,Yes,DSL,27,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,54.6,934.8,47.73,0,0.0,887.07,4,Stayed,0,4590,Yes
-Male,52,No,No,No,No,0,United States,California,Redding,96003,"40.677649, -122.29467",40.677649,-122.29467,"41,476",Q3,No,0,72,Offer A,Yes,3.43,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.85,1434.1,0.0,0,246.96,1681.06,5,Stayed,0,4790,No
-Female,32,No,No,Yes,Yes,2,United States,California,Redding,96003,"40.677649, -122.29467",40.677649,-122.29467,"41,476",Q3,Yes,9,3,,Yes,45.33,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,19.1,52.0,0.0,0,135.99,187.99,5,Joined,0,3863,Yes
-Male,33,No,No,Yes,Yes,1,United States,California,Redding,96003,"40.677649, -122.29467",40.677649,-122.29467,"41,476",Q3,Yes,4,20,,No,0.0,No,Yes,Cable,22,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,39.4,825.4,0.0,0,0.0,825.4,3,Stayed,0,3899,Yes
-Male,33,No,No,No,No,0,United States,California,Redding,96003,"40.677649, -122.29467",40.677649,-122.29467,"41,476",Q3,No,0,52,Offer B,Yes,5.42,Yes,Yes,Fiber Optic,22,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.05,5364.8,46.67,0,281.84,5599.97,4,Stayed,0,5432,No
-Female,53,No,No,No,No,0,United States,California,Big Bar,96010,"40.775272, -123.287414",40.775272,-123.287414,269,Q3,No,0,60,Offer B,Yes,31.12,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,19.85,1128.1,0.0,0,1867.2,2995.3,4,Stayed,0,6213,No
-Male,37,No,No,Yes,No,0,United States,California,Big Bar,96010,"40.775272, -123.287414",40.775272,-123.287414,269,Q3,Yes,1,40,Offer B,Yes,29.46,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.0,4178.65,47.02,0,1178.4,5310.03,5,Stayed,0,5118,Yes
-Female,36,No,No,No,No,0,United States,California,Big Bar,96010,"40.775272, -123.287414",40.775272,-123.287414,269,Q3,No,0,54,,Yes,34.27,No,Yes,Fiber Optic,20,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,100.05,5299.65,0.0,0,1850.58,7150.23,4,Stayed,0,4478,No
-Female,36,No,No,Yes,Yes,3,United States,California,Big Bar,96010,"40.775272, -123.287414",40.775272,-123.287414,269,Q3,Yes,10,44,Offer B,Yes,43.7,No,Yes,DSL,75,Yes,No,No,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,56.25,2419.55,14.78,40,1922.8,4367.57,3,Stayed,0,3918,Yes
-Male,31,No,No,No,No,0,United States,California,Chester,96020,"40.243494, -121.154733",40.243494,-121.154733,"2,664",Q3,No,0,26,Offer C,Yes,31.73,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.9,518.3,0.0,0,824.98,1343.28,3,Stayed,0,5895,No
-Female,60,No,No,No,No,0,United States,California,Chester,96020,"40.243494, -121.154733",40.243494,-121.154733,"2,664",Q3,No,0,6,,Yes,47.46,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,20.0,109.2,0.0,0,284.76,393.96,3,Stayed,0,3142,No
-Male,37,No,No,Yes,Yes,3,United States,California,Chester,96020,"40.243494, -121.154733",40.243494,-121.154733,"2,664",Q3,Yes,7,57,,Yes,14.55,No,Yes,DSL,58,Yes,Yes,No,Yes,No,No,No,No,One Year,No,Credit Card,59.6,3509.4,0.0,70,829.35,4408.75,3,Stayed,0,4778,Yes
-Female,32,No,No,Yes,Yes,1,United States,California,Chester,96020,"40.243494, -121.154733",40.243494,-121.154733,"2,664",Q3,Yes,10,46,Offer B,Yes,49.26,Yes,Yes,Fiber Optic,18,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,99.65,4630.2,9.35,0,2265.96,6886.81,3,Stayed,0,4736,Yes
-Female,39,No,No,No,No,0,United States,California,French Gulch,96033,"40.740138, -122.587476",40.740138,-122.587476,373,Q3,No,0,55,Offer B,Yes,22.34,No,Yes,Fiber Optic,4,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.55,4509.5,0.0,0,1228.7,5738.2,3,Stayed,0,5167,No
-Female,31,No,No,No,No,0,United States,California,French Gulch,96033,"40.740138, -122.587476",40.740138,-122.587476,373,Q3,No,0,2,,Yes,47.19,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,20.45,42.45,0.0,0,94.38,136.83,5,Joined,0,2606,No
-Male,58,No,No,No,No,0,United States,California,French Gulch,96033,"40.740138, -122.587476",40.740138,-122.587476,373,Q3,No,0,16,,Yes,34.18,Yes,Yes,Fiber Optic,8,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,80.55,1248.9,0.0,0,546.88,1795.78,4,Stayed,0,5183,No
-Female,33,No,No,Yes,Yes,1,United States,California,French Gulch,96033,"40.740138, -122.587476",40.740138,-122.587476,373,Q3,Yes,2,18,Offer D,Yes,39.56,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.1,428.45,14.57,0,712.08,1125.96,4,Stayed,0,3675,Yes
-Male,43,No,No,Yes,No,0,United States,California,Gazelle,96034,"41.411315, -122.697236",41.411315,-122.697236,392,Q3,Yes,7,72,,Yes,42.16,No,Yes,Cable,18,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,75.4,5480.25,0.0,0,3035.52,8515.77,3,Stayed,0,4171,Yes
-Male,50,No,No,No,No,0,United States,California,Gazelle,96034,"41.411315, -122.697236",41.411315,-122.697236,392,Q3,No,0,68,,Yes,18.53,No,Yes,Fiber Optic,21,No,Yes,Yes,No,No,No,No,No,One Year,No,Credit Card,79.6,5461.45,3.26,10,1260.04,6728.23,4,Stayed,0,5210,No
-Male,39,No,No,No,Yes,3,United States,California,Gazelle,96034,"41.411315, -122.697236",41.411315,-122.697236,392,Q3,No,0,48,,Yes,26.24,Yes,Yes,Cable,53,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,64.4,3035.35,0.0,0,1259.52,4294.87,4,Stayed,0,2545,No
-Female,34,No,No,Yes,No,0,United States,California,Gazelle,96034,"41.411315, -122.697236",41.411315,-122.697236,392,Q3,Yes,9,43,Offer B,No,0.0,No,Yes,Cable,21,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,34.0,1505.35,49.22,0,0.0,1456.13,3,Stayed,0,5409,Yes
-Female,62,No,No,Yes,No,0,United States,California,Gerber,96035,"40.03194, -122.176023",40.03194,-122.176023,"3,357",Q3,Yes,6,10,Offer D,Yes,37.08,No,Yes,Cable,7,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,67.8,653.15,0.0,0,370.8,1023.95,5,Stayed,0,2709,Yes
-Female,42,No,No,Yes,Yes,3,United States,California,Gerber,96035,"40.03194, -122.176023",40.03194,-122.176023,"3,357",Q3,Yes,7,24,,Yes,20.74,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Mailed Check,24.7,571.75,0.0,0,497.76,1069.51,3,Stayed,0,5302,Yes
-Male,54,No,No,Yes,Yes,2,United States,California,Gerber,96035,"40.03194, -122.176023",40.03194,-122.176023,"3,357",Q3,Yes,9,58,,Yes,35.35,No,Yes,DSL,29,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,75.2,4300.8,0.0,0,2050.3,6351.1,4,Stayed,0,4559,Yes
-Female,60,No,No,No,No,0,United States,California,Gerber,96035,"40.03194, -122.176023",40.03194,-122.176023,"3,357",Q3,No,0,15,Offer D,No,0.0,No,Yes,DSL,25,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,45.9,693.45,16.27,0,0.0,677.18,3,Stayed,0,3572,No
-Female,24,Yes,No,Yes,Yes,3,United States,California,Grenada,96038,"41.599978, -122.539381",41.599978,-122.539381,616,Q3,Yes,7,15,Offer D,Yes,24.27,No,Yes,Cable,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,46.3,639.45,0.0,0,364.05,1003.5,5,Stayed,0,3103,Yes
-Male,58,No,No,No,No,0,United States,California,Grenada,96038,"41.599978, -122.539381",41.599978,-122.539381,616,Q3,No,0,3,Offer E,No,0.0,No,Yes,DSL,18,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,29.75,96.85,0.0,0,0.0,96.85,3,Joined,0,3425,No
-Female,51,No,No,No,No,0,United States,California,Grenada,96038,"41.599978, -122.539381",41.599978,-122.539381,616,Q3,No,0,7,,Yes,7.32,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.3,144.95,0.0,0,51.24,196.19,5,Stayed,0,4764,No
-Male,57,No,No,Yes,Yes,3,United States,California,Grenada,96038,"41.599978, -122.539381",41.599978,-122.539381,616,Q3,Yes,1,55,Offer B,Yes,40.94,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.5,1177.95,5.83,0,2251.7,3423.82,5,Stayed,0,5011,Yes
-Female,28,Yes,No,Yes,Yes,1,United States,California,Mccloud,96057,"41.251322, -122.105209",41.251322,-122.105209,"1,586",Q3,Yes,1,6,Offer E,Yes,24.83,Yes,Yes,Cable,82,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,48.95,273.25,0.0,0,148.98,422.23,3,Stayed,0,3061,Yes
-Female,59,No,No,No,No,0,United States,California,Mccloud,96057,"41.251322, -122.105209",41.251322,-122.105209,"1,586",Q3,No,0,61,Offer B,No,0.0,No,Yes,DSL,8,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,43.7,2696.55,0.0,0,0.0,2696.55,4,Stayed,0,4051,No
-Female,26,Yes,No,Yes,Yes,2,United States,California,Mccloud,96057,"41.251322, -122.105209",41.251322,-122.105209,"1,586",Q3,Yes,6,38,,Yes,2.86,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.45,781.25,0.0,0,108.68,889.93,4,Stayed,0,5587,Yes
-Female,35,No,No,Yes,No,0,United States,California,Mccloud,96057,"41.251322, -122.105209",41.251322,-122.105209,"1,586",Q3,Yes,7,26,,Yes,23.31,No,Yes,DSL,20,No,Yes,No,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,73.05,1959.5,47.59,50,606.06,2567.97,5,Stayed,0,2753,Yes
-Male,30,No,No,Yes,No,0,United States,California,Manton,96059,"40.426679, -121.850421",40.426679,-121.850421,598,Q3,Yes,1,42,Offer B,Yes,17.31,Yes,Yes,Cable,82,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,80.45,3375.9,0.0,0,727.02,4102.92,3,Stayed,0,4397,Yes
-Male,55,No,No,Yes,Yes,1,United States,California,Manton,96059,"40.426679, -121.850421",40.426679,-121.850421,598,Q3,Yes,5,65,Offer B,Yes,33.47,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.85,1267.05,0.0,0,2175.55,3442.6,3,Stayed,0,6009,Yes
-Male,58,No,No,Yes,Yes,1,United States,California,Manton,96059,"40.426679, -121.850421",40.426679,-121.850421,598,Q3,Yes,7,47,,Yes,9.19,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,113.45,5317.8,0.0,0,431.93,5749.73,3,Stayed,0,3729,Yes
-Female,29,Yes,No,No,Yes,1,United States,California,Manton,96059,"40.426679, -121.850421",40.426679,-121.850421,598,Q3,No,0,19,Offer D,Yes,35.45,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.5,398.55,24.07,0,673.55,1048.03,4,Stayed,0,4855,No
-Male,59,No,No,Yes,Yes,3,United States,California,Millville,96062,"40.531257, -122.148139",40.531257,-122.148139,830,Q3,Yes,1,48,Offer B,Yes,20.73,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,26.3,1245.05,0.0,0,995.04,2240.09,3,Stayed,0,2111,Yes
-Male,29,Yes,No,No,No,0,United States,California,Millville,96062,"40.531257, -122.148139",40.531257,-122.148139,830,Q3,No,0,16,,Yes,48.45,No,Yes,DSL,59,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.45,799.0,0.0,0,775.2,1574.2,4,Stayed,0,3446,No
-Male,49,No,No,Yes,No,0,United States,California,Millville,96062,"40.531257, -122.148139",40.531257,-122.148139,830,Q3,Yes,7,4,Offer E,Yes,10.13,Yes,Yes,DSL,3,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,65.6,250.1,0.0,0,40.52,290.62,4,Stayed,0,4552,Yes
-Female,22,Yes,No,Yes,Yes,3,United States,California,Millville,96062,"40.531257, -122.148139",40.531257,-122.148139,830,Q3,Yes,5,62,Offer B,Yes,32.92,No,Yes,DSL,71,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,54.75,3425.35,8.5,0,2041.04,5457.89,4,Stayed,0,5010,Yes
-Male,44,No,No,Yes,No,0,United States,California,Scott Bar,96085,"41.737962, -123.07557",41.737962,-123.07557,88,Q3,Yes,1,46,Offer B,Yes,10.13,Yes,Yes,Fiber Optic,3,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,94.65,4312.5,0.0,0,465.98,4778.48,4,Stayed,0,4120,Yes
-Female,39,No,No,Yes,Yes,1,United States,California,Scott Bar,96085,"41.737962, -123.07557",41.737962,-123.07557,88,Q3,Yes,4,36,,Yes,43.7,Yes,Yes,Fiber Optic,26,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,104.5,3684.95,0.0,0,1573.2,5258.15,3,Stayed,0,4102,Yes
-Female,48,No,No,Yes,Yes,3,United States,California,Scott Bar,96085,"41.737962, -123.07557",41.737962,-123.07557,88,Q3,Yes,9,58,Offer B,Yes,11.81,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.85,1158.85,0.0,0,684.98,1843.83,4,Stayed,0,6440,Yes
-Female,44,No,No,No,No,0,United States,California,Scott Bar,96085,"41.737962, -123.07557",41.737962,-123.07557,88,Q3,No,0,33,,Yes,16.57,Yes,Yes,Fiber Optic,30,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.0,3320.6,0.0,0,546.81,3867.41,5,Stayed,0,4643,No
-Male,34,No,No,No,No,0,United States,California,Tehama,96090,"40.021787, -122.127576",40.021787,-122.127576,405,Q3,No,0,65,Offer B,Yes,44.7,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.55,1218.65,0.0,0,2905.5,4124.15,5,Stayed,0,4309,No
-Male,50,No,No,No,No,0,United States,California,Tehama,96090,"40.021787, -122.127576",40.021787,-122.127576,405,Q3,No,0,22,,Yes,46.5,No,Yes,Fiber Optic,17,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,93.2,2157.3,0.0,0,1023.0,3180.3,4,Stayed,0,4093,No
-Male,20,Yes,No,Yes,No,0,United States,California,Tehama,96090,"40.021787, -122.127576",40.021787,-122.127576,405,Q3,Yes,5,51,Offer B,Yes,6.89,No,Yes,Cable,41,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,83.85,4307.1,0.0,0,351.39,4658.49,3,Stayed,0,5703,Yes
-Male,54,No,No,No,No,0,United States,California,Tehama,96090,"40.021787, -122.127576",40.021787,-122.127576,405,Q3,No,0,9,,Yes,1.85,No,Yes,Fiber Optic,22,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,73.8,704.3,0.0,50,16.65,770.95,3,Stayed,0,4895,No
-Male,23,Yes,No,Yes,No,0,United States,California,Weed,96094,"41.465121, -122.380947",41.465121,-122.380947,"5,896",Q3,Yes,2,51,Offer B,Yes,39.32,Yes,Yes,Fiber Optic,76,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,111.55,5720.35,0.0,0,2005.32,7725.67,4,Stayed,0,4053,Yes
-Female,61,No,No,Yes,Yes,1,United States,California,Weed,96094,"41.465121, -122.380947",41.465121,-122.380947,"5,896",Q3,Yes,7,68,,Yes,6.28,No,Yes,DSL,16,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,85.0,5607.75,0.0,130,427.04,6164.79,3,Stayed,0,6221,Yes
-Male,24,Yes,No,No,Yes,3,United States,California,Weed,96094,"41.465121, -122.380947",41.465121,-122.380947,"5,896",Q3,No,0,14,,Yes,36.73,No,Yes,Cable,52,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,76.1,1054.8,0.0,0,514.22,1569.02,3,Stayed,0,2045,No
-Male,40,No,No,Yes,No,0,United States,California,Weed,96094,"41.465121, -122.380947",41.465121,-122.380947,"5,896",Q3,Yes,6,61,,Yes,27.66,Yes,Yes,Fiber Optic,29,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.2,6375.2,0.0,0,1687.26,8062.46,4,Stayed,0,6298,Yes
-Female,52,No,No,Yes,No,0,United States,California,Yreka,96097,"41.764869, -122.671316",41.764869,-122.671316,"9,538",Q3,Yes,6,72,,Yes,42.64,Yes,Yes,DSL,15,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,90.95,6468.6,0.0,0,3070.08,9538.68,3,Stayed,0,6091,Yes
-Female,61,No,No,Yes,Yes,1,United States,California,Yreka,96097,"41.764869, -122.671316",41.764869,-122.671316,"9,538",Q3,Yes,3,52,Offer B,Yes,16.87,No,Yes,Fiber Optic,24,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,85.8,4433.3,0.0,0,877.24,5310.54,3,Stayed,0,5494,Yes
-Female,53,No,No,Yes,Yes,1,United States,California,Yreka,96097,"41.764869, -122.671316",41.764869,-122.671316,"9,538",Q3,Yes,4,22,,No,0.0,No,Yes,DSL,19,No,Yes,No,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,39.2,849.9,0.0,50,0.0,899.9,4,Stayed,0,3288,Yes
-Male,53,No,No,No,No,0,United States,California,Yreka,96097,"41.764869, -122.671316",41.764869,-122.671316,"9,538",Q3,No,0,15,Offer D,Yes,10.12,Yes,Yes,Fiber Optic,15,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.7,1566.75,0.0,0,151.8,1718.55,3,Stayed,0,4157,No
-Male,39,No,No,Yes,No,0,United States,California,Cedarville,96104,"41.505916, -120.152505",41.505916,-120.152505,857,Q3,Yes,10,67,,No,0.0,No,Yes,DSL,6,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,50.95,3521.7,0.0,0,0.0,3521.7,3,Stayed,0,6395,Yes
-Female,39,No,No,Yes,Yes,2,United States,California,Cedarville,96104,"41.505916, -120.152505",41.505916,-120.152505,857,Q3,Yes,10,72,,Yes,14.17,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.1,1460.85,0.0,0,1020.24,2481.09,5,Stayed,0,4598,Yes
-Male,40,No,No,Yes,Yes,1,United States,California,Cedarville,96104,"41.505916, -120.152505",41.505916,-120.152505,857,Q3,Yes,1,51,Offer B,Yes,28.96,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.55,1086.75,0.0,0,1476.96,2563.71,4,Stayed,0,5974,Yes
-Female,53,No,No,No,No,0,United States,California,Cedarville,96104,"41.505916, -120.152505",41.505916,-120.152505,857,Q3,No,0,4,,No,0.0,No,Yes,DSL,2,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,29.15,110.05,0.0,10,0.0,120.05,4,Stayed,0,2657,No
-Female,56,No,No,Yes,No,0,United States,California,Chilcoot,96105,"39.872961, -120.198876",39.872961,-120.198876,650,Q3,Yes,3,49,,Yes,22.1,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,20.05,923.1,0.0,0,1082.9,2006.0,5,Stayed,0,5579,Yes
-Male,28,Yes,No,Yes,Yes,1,United States,California,Chilcoot,96105,"39.872961, -120.198876",39.872961,-120.198876,650,Q3,Yes,9,47,Offer B,Yes,6.51,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.05,951.55,0.0,0,305.97,1257.52,5,Stayed,0,5183,Yes
-Male,47,No,No,Yes,No,0,United States,California,Chilcoot,96105,"39.872961, -120.198876",39.872961,-120.198876,650,Q3,Yes,1,70,,No,0.0,No,Yes,DSL,18,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,39.15,2692.75,0.0,0,0.0,2692.75,3,Stayed,0,5840,Yes
-Female,31,No,No,No,No,0,United States,California,Chilcoot,96105,"39.872961, -120.198876",39.872961,-120.198876,650,Q3,No,0,34,Offer C,Yes,43.17,No,Yes,DSL,8,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,55.0,1885.15,0.0,0,1467.78,3352.93,4,Stayed,0,4027,No
-Male,38,No,No,Yes,Yes,3,United States,California,Clio,96106,"39.745805, -120.580882",39.745805,-120.580882,88,Q3,Yes,8,53,,Yes,25.32,No,No,,0,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,19.4,1110.35,0.0,0,1341.96,2452.31,3,Stayed,0,4497,Yes
-Male,57,No,No,Yes,Yes,1,United States,California,Clio,96106,"39.745805, -120.580882",39.745805,-120.580882,88,Q3,Yes,9,24,,Yes,8.67,Yes,Yes,Cable,10,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,74.8,1821.2,0.0,0,208.08,2029.28,4,Stayed,0,5535,Yes
-Female,45,No,No,Yes,Yes,2,United States,California,Clio,96106,"39.745805, -120.580882",39.745805,-120.580882,88,Q3,Yes,1,71,,Yes,31.03,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,20.1,1389.6,0.0,0,2203.13,3592.73,3,Stayed,0,5043,Yes
-Male,38,No,No,Yes,No,0,United States,California,Clio,96106,"39.745805, -120.580882",39.745805,-120.580882,88,Q3,Yes,1,68,Offer A,Yes,11.83,Yes,Yes,DSL,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.8,6302.85,0.0,0,804.44,7107.29,4,Stayed,0,4265,Yes
-Male,55,No,No,No,No,0,United States,California,Coleville,96107,"38.42528, -119.475741",38.42528,-119.475741,"1,332",Q3,No,0,27,,Yes,33.94,Yes,Yes,Cable,25,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,59.45,1611.65,0.0,0,916.38,2528.03,4,Stayed,0,4818,No
-Male,50,No,No,No,No,0,United States,California,Coleville,96107,"38.42528, -119.475741",38.42528,-119.475741,"1,332",Q3,No,0,65,Offer B,Yes,45.87,Yes,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,24.8,1600.95,0.0,0,2981.55,4582.5,4,Stayed,0,5826,No
-Female,35,No,No,Yes,Yes,3,United States,California,Coleville,96107,"38.42528, -119.475741",38.42528,-119.475741,"1,332",Q3,Yes,1,39,,Yes,24.38,Yes,Yes,Fiber Optic,53,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.95,3767.4,0.0,0,950.82,4718.22,3,Stayed,0,4447,Yes
-Female,52,No,No,Yes,Yes,2,United States,California,Coleville,96107,"38.42528, -119.475741",38.42528,-119.475741,"1,332",Q3,Yes,10,45,,No,0.0,No,Yes,Cable,19,No,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,51.0,2264.5,0.0,0,0.0,2264.5,4,Stayed,0,4534,Yes
-Female,45,No,No,Yes,No,0,United States,California,Herlong,96113,"40.198234, -120.18089",40.198234,-120.18089,946,Q3,Yes,6,46,,Yes,44.75,No,Yes,DSL,27,Yes,Yes,No,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,70.6,3231.05,0.0,0,2058.5,5289.55,3,Stayed,0,5433,Yes
-Female,38,No,No,No,No,0,United States,California,Herlong,96113,"40.198234, -120.18089",40.198234,-120.18089,946,Q3,No,0,34,,Yes,2.82,No,Yes,Fiber Optic,2,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.1,3634.8,0.0,0,95.88,3730.68,5,Stayed,0,3941,No
-Male,47,No,No,Yes,No,0,United States,California,Herlong,96113,"40.198234, -120.18089",40.198234,-120.18089,946,Q3,Yes,1,62,Offer B,Yes,33.7,No,Yes,Cable,15,No,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,60.15,3753.2,0.0,0,2089.4,5842.6,5,Stayed,0,4404,Yes
-Female,23,Yes,No,No,Yes,1,United States,California,Herlong,96113,"40.198234, -120.18089",40.198234,-120.18089,946,Q3,No,0,10,Offer D,Yes,14.24,Yes,Yes,Cable,26,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,73.55,693.3,0.0,0,142.4,835.7,3,Stayed,0,4434,No
-Female,39,No,No,No,No,0,United States,California,Janesville,96114,"40.294034, -120.512622",40.294034,-120.512622,"3,093",Q3,No,0,54,,Yes,31.55,Yes,Yes,Fiber Optic,8,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,97.2,5129.45,0.0,0,1703.7,6833.15,5,Stayed,0,4971,No
-Female,46,No,No,Yes,No,0,United States,California,Janesville,96114,"40.294034, -120.512622",40.294034,-120.512622,"3,093",Q3,No,0,14,,Yes,14.61,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,20.4,292.4,0.0,0,204.54,496.94,3,Stayed,0,4556,Yes
-Male,64,No,No,Yes,No,0,United States,California,Janesville,96114,"40.294034, -120.512622",40.294034,-120.512622,"3,093",Q3,Yes,1,30,,Yes,11.38,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.05,637.55,0.0,0,341.4,978.95,4,Stayed,0,2347,Yes
-Male,55,No,No,No,No,0,United States,California,Janesville,96114,"40.294034, -120.512622",40.294034,-120.512622,"3,093",Q3,No,0,72,Offer A,Yes,29.03,Yes,Yes,DSL,27,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,84.3,5997.1,0.0,0,2090.16,8087.26,4,Stayed,0,6012,No
-Male,53,No,No,No,No,0,United States,California,Litchfield,96117,"40.507272, -120.338228",40.507272,-120.338228,385,Q3,No,0,20,,Yes,33.14,Yes,Yes,DSL,17,Yes,No,No,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,59.2,1191.2,0.0,130,662.8,1984.0,3,Stayed,0,5924,No
-Female,42,No,No,Yes,Yes,1,United States,California,Litchfield,96117,"40.507272, -120.338228",40.507272,-120.338228,385,Q3,Yes,10,65,Offer B,Yes,1.83,Yes,Yes,Cable,13,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,79.4,5071.9,0.0,0,118.95,5190.85,4,Stayed,0,4023,Yes
-Female,27,Yes,No,No,No,0,United States,California,Litchfield,96117,"40.507272, -120.338228",40.507272,-120.338228,385,Q3,No,0,1,Offer E,Yes,23.04,No,Yes,Cable,82,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.55,44.55,0.0,0,23.04,67.59,5,Joined,0,5825,No
-Female,57,No,No,No,No,0,United States,California,Litchfield,96117,"40.507272, -120.338228",40.507272,-120.338228,385,Q3,No,0,71,Offer A,Yes,2.93,Yes,Yes,Fiber Optic,10,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,106.75,7283.25,0.0,0,208.03,7491.28,3,Stayed,0,5610,No
-Male,20,Yes,No,No,No,0,United States,California,Loyalton,96118,"39.637471, -120.226338",39.637471,-120.226338,"1,822",Q3,No,0,11,,Yes,13.55,No,Yes,Fiber Optic,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.9,866.4,0.0,0,149.05,1015.45,4,Stayed,0,4278,No
-Male,59,No,No,Yes,Yes,2,United States,California,Loyalton,96118,"39.637471, -120.226338",39.637471,-120.226338,"1,822",Q3,Yes,4,23,,Yes,37.86,No,Yes,DSL,30,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,57.2,1423.35,0.0,0,870.78,2294.13,3,Stayed,0,4021,Yes
-Male,59,No,No,Yes,No,0,United States,California,Loyalton,96118,"39.637471, -120.226338",39.637471,-120.226338,"1,822",Q3,Yes,1,15,,Yes,18.6,Yes,Yes,Fiber Optic,13,No,No,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,103.45,1539.8,0.0,140,279.0,1958.8,5,Stayed,0,5640,Yes
-Female,50,No,No,No,No,0,United States,California,Loyalton,96118,"39.637471, -120.226338",39.637471,-120.226338,"1,822",Q3,No,0,22,,Yes,35.4,No,No,,0,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,19.25,412.55,0.0,0,778.8,1191.35,3,Stayed,0,2691,No
-Male,56,No,No,Yes,No,0,United States,California,Markleeville,96120,"38.735789, -119.85798",38.735789,-119.85798,957,Q3,Yes,4,68,,Yes,11.94,No,Yes,DSL,3,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,70.95,4741.45,0.0,0,811.92,5553.37,3,Stayed,0,5036,Yes
-Male,58,No,No,Yes,No,0,United States,California,Markleeville,96120,"38.735789, -119.85798",38.735789,-119.85798,957,Q3,Yes,8,49,Offer B,Yes,36.3,No,Yes,Fiber Optic,9,No,Yes,No,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,94.8,4690.65,0.0,70,1778.7,6539.35,4,Stayed,0,4252,Yes
-Female,31,No,No,No,Yes,3,United States,California,Markleeville,96120,"38.735789, -119.85798",38.735789,-119.85798,957,Q3,No,0,4,Offer E,No,0.0,No,Yes,Cable,52,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,57.2,223.75,0.0,0,0.0,223.75,3,Stayed,0,2421,No
-Female,51,No,No,Yes,Yes,2,United States,California,Markleeville,96120,"38.735789, -119.85798",38.735789,-119.85798,957,Q3,Yes,5,43,,Yes,35.2,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,20.0,817.95,0.0,0,1513.6,2331.55,5,Stayed,0,4882,Yes
-Female,39,No,No,No,No,0,United States,California,Calpine,96124,"39.672813, -120.456699",39.672813,-120.456699,322,Q3,No,0,1,Offer E,Yes,37.5,No,Yes,DSL,3,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,43.8,43.8,0.0,0,37.5,81.3,5,Joined,0,4633,No
-Male,59,No,No,Yes,No,0,United States,California,Calpine,96124,"39.672813, -120.456699",39.672813,-120.456699,322,Q3,No,0,67,,Yes,47.46,No,Yes,DSL,20,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,69.2,4671.65,0.0,0,3179.82,7851.47,3,Stayed,0,4323,Yes
-Female,33,No,No,No,No,0,United States,California,Calpine,96124,"39.672813, -120.456699",39.672813,-120.456699,322,Q3,No,0,36,,Yes,44.87,No,Yes,Cable,8,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,76.35,2606.35,0.0,0,1615.32,4221.67,5,Stayed,0,4771,No
-Female,41,No,No,Yes,No,0,United States,California,Calpine,96124,"39.672813, -120.456699",39.672813,-120.456699,322,Q3,Yes,8,68,Offer A,Yes,17.12,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,25.8,1911.5,0.0,0,1164.16,3075.66,4,Stayed,0,4747,Yes
-Female,20,Yes,No,Yes,No,0,United States,California,Tulelake,96134,"41.813521, -121.492666",41.813521,-121.492666,"2,595",Q3,Yes,2,7,Offer E,Yes,41.64,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Mailed Check,20.65,134.05,0.0,0,291.48,425.53,4,Stayed,0,3575,Yes
-Female,46,No,No,No,No,0,United States,California,Tulelake,96134,"41.813521, -121.492666",41.813521,-121.492666,"2,595",Q3,No,0,5,Offer E,No,0.0,No,Yes,Cable,26,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,50.95,229.4,0.0,0,0.0,229.4,5,Stayed,0,3573,No
-Male,27,Yes,No,Yes,Yes,1,United States,California,Tulelake,96134,"41.813521, -121.492666",41.813521,-121.492666,"2,595",Q3,Yes,4,10,,Yes,4.16,Yes,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,24.4,253.9,0.0,0,41.6,295.5,5,Stayed,0,4458,Yes
-Male,25,Yes,No,No,No,0,United States,California,Tulelake,96134,"41.813521, -121.492666",41.813521,-121.492666,"2,595",Q3,No,0,64,,Yes,5.49,Yes,Yes,DSL,69,Yes,Yes,Yes,Yes,Yes,No,No,No,One Year,No,Bank Withdrawal,81.25,5567.55,0.0,40,351.36,5958.91,3,Stayed,0,4761,No
-Male,49,No,No,No,No,0,United States,California,Boulevard,91905,"32.677097, -116.304991",32.677097,-116.304991,"1,509",Q3,No,0,46,Offer B,Yes,30.99,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.2,908.15,0.0,0,1425.54,2333.69,4,Stayed,0,2776,No
-Female,45,No,No,No,No,0,United States,California,Boulevard,91905,"32.677097, -116.304991",32.677097,-116.304991,"1,509",Q3,No,0,9,Offer E,No,0.0,No,Yes,DSL,21,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,40.75,359.4,0.0,20,0.0,379.4,4,Stayed,0,2973,No
-Male,36,No,No,Yes,Yes,3,United States,California,Boulevard,91905,"32.677097, -116.304991",32.677097,-116.304991,"1,509",Q3,Yes,10,22,,Yes,9.05,No,Yes,Fiber Optic,57,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,100.05,2090.25,0.0,0,199.1,2289.35,4,Stayed,0,3274,Yes
-Female,33,No,No,Yes,No,0,United States,California,Desert Hot Springs,92240,"33.948558, -116.516976",33.948558,-116.516976,"22,796",Q3,Yes,6,69,Offer A,Yes,34.49,Yes,Yes,Fiber Optic,29,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.4,5869.4,0.0,0,2379.81,8249.21,5,Stayed,0,5976,Yes
-Female,51,No,No,Yes,Yes,1,United States,California,Desert Hot Springs,92240,"33.948558, -116.516976",33.948558,-116.516976,"22,796",Q3,Yes,1,27,,Yes,35.52,Yes,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,24.5,761.95,0.0,0,959.04,1720.99,3,Stayed,0,2645,Yes
-Male,25,Yes,No,No,No,0,United States,California,Desert Hot Springs,92240,"33.948558, -116.516976",33.948558,-116.516976,"22,796",Q3,No,0,21,Offer D,Yes,39.85,No,Yes,DSL,52,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,61.65,1393.6,0.0,0,836.85,2230.45,4,Stayed,0,2926,No
-Male,60,No,No,Yes,No,0,United States,California,Desert Hot Springs,92240,"33.948558, -116.516976",33.948558,-116.516976,"22,796",Q3,Yes,3,23,,Yes,36.14,No,No,,0,No,No,No,No,No,No,No,No,One Year,No,Credit Card,19.3,486.2,0.0,0,831.22,1317.42,5,Stayed,0,2111,Yes
-Male,31,No,No,Yes,No,0,United States,California,Niland,92257,"33.345825, -115.596574",33.345825,-115.596574,"2,753",Q3,Yes,1,71,Offer A,Yes,18.42,Yes,Yes,DSL,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,90.35,6325.25,0.0,0,1307.82,7633.07,4,Stayed,0,6483,Yes
-Male,42,No,No,No,No,0,United States,California,Niland,92257,"33.345825, -115.596574",33.345825,-115.596574,"2,753",Q3,No,0,44,Offer B,Yes,34.98,No,Yes,Cable,2,Yes,No,No,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,65.4,2774.55,0.0,0,1539.12,4313.67,3,Stayed,0,5827,No
-Female,37,No,No,No,No,0,United States,California,Niland,92257,"33.345825, -115.596574",33.345825,-115.596574,"2,753",Q3,No,0,1,,Yes,44.98,No,Yes,DSL,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,49.95,49.95,0.0,0,44.98,94.93,3,Joined,0,5230,No
-Female,57,No,No,No,Yes,2,United States,California,Wofford Heights,93285,"35.690535, -118.552784",35.690535,-118.552784,"2,515",Q3,No,0,4,,Yes,27.37,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,20.05,85.5,0.0,0,109.48,194.98,5,Stayed,0,4462,No
-Female,27,Yes,No,Yes,No,0,United States,California,Wofford Heights,93285,"35.690535, -118.552784",35.690535,-118.552784,"2,515",Q3,Yes,1,69,,Yes,2.73,No,Yes,DSL,69,No,Yes,No,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,61.45,4131.2,0.0,0,188.37,4319.57,5,Stayed,0,4162,Yes
-Female,34,No,No,Yes,No,0,United States,California,Wofford Heights,93285,"35.690535, -118.552784",35.690535,-118.552784,"2,515",Q3,Yes,5,33,,Yes,4.15,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,20.05,669.45,0.0,0,136.95,806.4,4,Stayed,0,5759,Yes
-Female,23,Yes,No,Yes,No,0,United States,California,Bakersfield,93311,"35.16207, -119.194488",35.16207,-119.194488,"20,440",Q3,Yes,10,67,Offer A,Yes,4.71,Yes,Yes,DSL,58,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Mailed Check,75.1,5064.45,0.0,0,315.57,5380.02,4,Stayed,0,4931,Yes
-Male,24,Yes,No,No,No,0,United States,California,Bakersfield,93311,"35.16207, -119.194488",35.16207,-119.194488,"20,440",Q3,No,0,63,,Yes,29.58,No,Yes,DSL,47,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,86.7,5309.5,0.0,0,1863.54,7173.04,3,Stayed,0,5841,No
-Male,26,Yes,No,No,No,0,United States,California,Bakersfield,93311,"35.16207, -119.194488",35.16207,-119.194488,"20,440",Q3,No,0,4,Offer E,Yes,6.88,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,19.85,63.0,0.0,0,27.52,90.52,5,Stayed,0,5918,No
-Female,43,No,No,No,Yes,3,United States,California,Alturas,96101,"41.468877, -120.54229",41.468877,-120.54229,"5,096",Q3,No,0,10,,Yes,42.93,No,Yes,Fiber Optic,52,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.1,964.35,0.0,0,429.3,1393.65,3,Stayed,0,3857,No
-Female,45,No,No,No,No,0,United States,California,Alturas,96101,"41.468877, -120.54229",41.468877,-120.54229,"5,096",Q3,No,0,2,Offer E,Yes,25.56,Yes,Yes,Fiber Optic,6,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,79.55,151.75,0.0,0,51.12,202.87,4,Joined,0,5965,No
-Male,27,Yes,No,Yes,Yes,1,United States,California,Alturas,96101,"41.468877, -120.54229",41.468877,-120.54229,"5,096",Q3,Yes,8,8,,Yes,11.57,No,No,,0,No,No,No,No,No,No,No,No,Two Year,No,Credit Card,19.7,130.25,0.0,0,92.56,222.81,4,Stayed,0,5962,Yes
-Female,29,Yes,No,Yes,Yes,3,United States,California,Topaz,96133,"38.636052, -119.489162",38.636052,-119.489162,116,Q3,Yes,7,24,,Yes,27.37,No,Yes,DSL,85,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55.15,1319.85,0.0,0,656.88,1976.73,3,Stayed,0,2200,Yes
-Female,33,No,No,Yes,No,0,United States,California,Topaz,96133,"38.636052, -119.489162",38.636052,-119.489162,116,Q3,No,0,71,,Yes,3.09,No,Yes,DSL,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,84.4,5969.3,0.0,0,219.39,6188.69,5,Stayed,0,5619,Yes
-Male,34,No,No,Yes,No,0,United States,California,Topaz,96133,"38.636052, -119.489162",38.636052,-119.489162,116,Q3,Yes,2,71,Offer A,Yes,28.21,No,Yes,DSL,19,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,82.55,5832.65,0.0,0,2002.91,7835.56,3,Stayed,0,4668,Yes
-Male,34,No,No,No,No,0,United States,California,Jacumba,91934,"32.649787, -116.2237",32.649787,-116.2237,699,Q3,No,0,34,,Yes,4.89,No,Yes,Cable,27,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,49.8,1734.2,0.0,70,166.26,1970.46,4,Stayed,0,2711,No
-Female,21,Yes,No,Yes,No,0,United States,California,Jacumba,91934,"32.649787, -116.2237",32.649787,-116.2237,699,Q3,Yes,6,1,Offer E,Yes,16.06,No,Yes,DSL,59,Yes,Yes,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,53.55,53.55,0.0,0,16.06,69.61,4,Joined,0,4504,Yes
-Male,36,No,No,Yes,No,0,United States,California,San Diego,92105,"32.741859, -117.090353",32.741859,-117.090353,"73,006",Q3,Yes,1,67,,Yes,23.13,Yes,Yes,Fiber Optic,24,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,109.9,7332.4,0.0,0,1549.71,8882.11,4,Stayed,0,5416,Yes
-Male,32,No,No,Yes,Yes,3,United States,California,San Diego,92105,"32.741859, -117.090353",32.741859,-117.090353,"73,006",Q3,Yes,8,9,Offer E,Yes,23.42,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,102.6,897.75,0.0,0,210.78,1108.53,5,Stayed,0,4062,Yes
-Male,62,No,No,No,No,0,United States,California,Holtville,92250,"32.811001, -115.152865",32.811001,-115.152865,"8,062",Q3,No,0,26,,Yes,37.69,Yes,Yes,Fiber Optic,30,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,84.3,2281.6,0.0,0,979.94,3261.54,5,Stayed,0,5471,No
-Male,50,No,No,No,No,0,United States,California,Holtville,92250,"32.811001, -115.152865",32.811001,-115.152865,"8,062",Q3,No,0,18,Offer D,Yes,31.33,No,No,,0,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,19.25,331.35,0.0,0,563.94,895.29,5,Stayed,0,4769,No