telecom_customer_churn.csv

Customer ID,Gender,Age,Married,Number of Dependents,City,Zip Code,Latitude,Longitude,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,Customer Status,Churn Category,Churn Reason
0002-ORFBO,Female,37,Yes,0,Frazier Park,93225,34.827662,-118.999073,2,9,None,Yes,42.39,No,Yes,Cable,16,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,65.6,593.3,0,0,381.51,974.81,Stayed,,
0003-MKNFE,Male,46,No,0,Glendale,91206,34.162515,-118.203869,0,9,None,Yes,10.69,Yes,Yes,Cable,10,No,No,No,No,No,Yes,Yes,No,Month-to-Month,No,Credit Card,-4,542.4,38.33,10,96.21,610.28,Stayed,,
0004-TLHLJ,Male,50,No,0,Costa Mesa,92627,33.645672,-117.922613,0,4,Offer E,Yes,33.65,No,Yes,Fiber Optic,30,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.9,280.85,0,0,134.6,415.45,Churned,Competitor,Competitor had better devices
0011-IGKFF,Male,78,Yes,0,Martinez,94553,38.014457,-122.115432,1,13,Offer D,Yes,27.82,No,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,98,1237.85,0,0,361.66,1599.51,Churned,Dissatisfaction,Product dissatisfaction
0013-EXCHZ,Female,75,Yes,0,Camarillo,93010,34.227846,-119.079903,3,3,None,Yes,7.38,No,Yes,Fiber Optic,11,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,83.9,267.4,0,0,22.14,289.54,Churned,Dissatisfaction,Network reliability
0013-MHZWF,Female,23,No,3,Midpines,95345,37.581496,-119.972762,0,9,Offer E,Yes,16.77,No,Yes,Cable,73,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,69.4,571.45,0,0,150.93,722.38,Stayed,,
0013-SMEOE,Female,67,Yes,0,Lompoc,93437,34.757477,-120.550507,1,71,Offer A,Yes,9.96,No,Yes,Fiber Optic,14,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.7,7904.25,0,0,707.16,8611.41,Stayed,,
0014-BMAQU,Male,52,Yes,0,Napa,94558,38.489789,-122.27011,8,63,Offer B,Yes,12.96,Yes,Yes,Fiber Optic,7,Yes,No,No,Yes,No,No,No,No,Two Year,Yes,Credit Card,84.65,5377.8,0,20,816.48,6214.28,Stayed,,
0015-UOCOJ,Female,68,No,0,Simi Valley,93063,34.296813,-118.685703,0,7,Offer E,Yes,10.53,No,Yes,DSL,21,Yes,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,48.2,340.35,0,0,73.71,414.06,Stayed,,
0016-QLJIS,Female,43,Yes,1,Sheridan,95681,38.984756,-121.345074,3,65,None,Yes,28.46,Yes,Yes,Cable,14,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.45,5957.9,0,0,1849.9,7807.8,Stayed,,
0017-DINOC,Male,47,No,0,Rancho Santa Fe,92091,32.99356,-117.207121,0,54,None,No,,,Yes,Cable,10,Yes,No,No,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,45.2,2460.55,0,0,0,2460.55,Stayed,,
0017-IUDMW,Female,25,Yes,2,Sunnyvale,94086,37.378541,-122.020456,2,72,None,Yes,16.01,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,116.8,8456.75,0,0,1152.72,9609.47,Stayed,,
0018-NYROU,Female,58,Yes,0,Antelope,95843,38.715498,-121.363411,0,5,None,Yes,18.65,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,68.95,351.5,0,0,93.25,444.75,Stayed,,
0019-EFAEP,Female,32,No,0,La Mesa,91942,32.782501,-117.01611,0,72,Offer A,Yes,2.25,Yes,Yes,Fiber Optic,16,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,101.3,7261.25,0,0,162,7423.25,Stayed,,
0019-GFNTW,Female,39,No,0,Los Olivos,93441,34.70434,-120.02609,0,56,None,No,,,Yes,DSL,19,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,45.05,2560.1,0,0,0,2560.1,Stayed,,
0020-INWCK,Female,58,Yes,2,Woodlake,93286,36.464635,-119.094348,9,71,Offer A,Yes,27.26,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,95.75,6849.4,0,0,1935.46,8784.86,Stayed,,
0020-JDNXP,Female,52,Yes,1,Point Reyes Station,94956,38.060264,-122.830646,0,34,None,No,,,Yes,DSL,20,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,61.25,1993.2,0,0,0,1993.2,Stayed,,
0021-IKXGC,Female,72,No,0,San Marcos,92078,33.119028,-117.166036,0,1,Offer E,Yes,7.77,Yes,Yes,Fiber Optic,22,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,72.1,72.1,0,0,7.77,79.87,Joined,,
0022-TCJCI,Male,79,No,0,Daly City,94015,37.680844,-122.48131,0,45,None,Yes,10.67,No,Yes,DSL,17,Yes,No,Yes,No,No,Yes,No,Yes,One Year,No,Credit Card,62.7,2791.5,0,0,480.15,3271.65,Churned,Dissatisfaction,Limited range of services
0023-HGHWL,Male,67,No,0,Morgan Hill,95037,37.161544,-121.649371,0,1,None,No,,,Yes,Cable,9,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.1,25.1,0,0,0,25.1,Churned,Competitor,Competitor made better offer
0023-UYUPN,Female,79,Yes,0,Ahwahnee,93601,37.375816,-119.739935,0,50,None,Yes,31.43,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,25.2,1306.3,0,0,1571.5,2877.8,Stayed,,
0023-XUOPT,Female,26,Yes,0,Carnelian Bay,96140,39.227434,-120.091806,1,13,None,Yes,43.56,Yes,Yes,Fiber Optic,52,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,94.1,1215.6,0,0,566.28,1781.88,Churned,Other,Don't know
0027-KWYKW,Female,30,Yes,2,Alpaugh,93201,35.869626,-119.498771,1,23,Offer D,Yes,34.91,Yes,Yes,Fiber Optic,30,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.75,1849.95,0,0,802.93,2652.88,Stayed,,
0030-FNXPP,Female,22,No,0,Keeler,93530,36.560498,-117.962461,0,3,None,Yes,3.12,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.85,57.2,0,0,9.36,66.56,Joined,,
0031-PVLZI,Female,34,Yes,0,Korbel,95550,40.7666,-123.80458,0,4,Offer E,Yes,12.43,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.35,76.35,0,0,49.72,126.07,Churned,Price,Long distance charges
0032-PGELS,Female,37,Yes,1,Palomar Mountain,92060,33.309852,-116.823091,1,1,None,No,,,Yes,DSL,19,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,30.5,30.5,0,0,0,30.5,Churned,Attitude,Attitude of service provider
0036-IHMOT,Female,37,Yes,3,Parlier,93648,36.622237,-119.521126,10,55,None,Yes,35.04,No,Yes,Fiber Optic,57,No,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,103.7,5656.75,0,20,1927.2,7603.95,Stayed,,
0040-HALCW,Male,42,Yes,3,Modesto,95358,37.612612,-121.108568,3,54,None,Yes,19.7,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.4,1090.6,0,0,1063.8,2154.4,Stayed,,
0042-JVWOJ,Male,64,No,0,Glen Ellen,95442,38.368744,-122.522642,0,26,Offer C,Yes,37.7,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.6,471.85,21.25,0,980.2,1430.8,Stayed,,
0042-RLHYP,Female,47,Yes,3,Eureka,95503,40.737431,-124.108897,5,69,None,Yes,38.39,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.7,1396.9,0,0,2648.91,4045.81,Stayed,,
0048-LUMLS,Male,23,Yes,3,Moss Beach,94038,37.515556,-122.502311,1,37,Offer C,Yes,43.01,No,Yes,Fiber Optic,51,No,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,91.2,3247.55,0,0,1591.37,4838.92,Stayed,,
0048-PIHNL,Female,48,Yes,0,Los Angeles,90058,34.001617,-118.222274,5,49,Offer B,Yes,49.58,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.45,900.9,0,0,2429.42,3330.32,Stayed,,
0052-DCKON,Male,28,Yes,0,Los Angeles,90063,34.044271,-118.185237,9,66,None,Yes,43.77,Yes,Yes,Fiber Optic,41,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,-2,7942.15,0,0,2888.82,10830.97,Stayed,,
0052-YNYOT,Female,28,No,0,Calexico,92231,32.690654,-115.431225,0,67,None,Yes,23.12,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.55,1343.4,30.53,0,1549.04,2861.91,Stayed,,
0056-EPFBG,Male,33,Yes,1,Redding,96003,40.677649,-122.29467,4,20,None,No,,,Yes,Cable,22,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,39.4,825.4,0,0,0,825.4,Stayed,,
0057-QBUQH,Female,31,No,3,San Martin,95046,37.084697,-121.606417,0,43,None,Yes,30.64,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,25.1,1070.15,0,0,1317.52,2387.67,Stayed,,
0058-EVZWM,Female,37,Yes,0,Stockton,95209,38.044523,-121.348048,2,55,Offer B,Yes,5.08,Yes,Yes,Fiber Optic,9,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.8,4959.6,0,0,279.4,5239,Stayed,,
0060-FUALY,Female,60,Yes,0,Los Angeles,90003,33.964131,-118.272783,4,59,Offer B,Yes,16.39,Yes,Yes,Fiber Optic,14,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.75,5597.65,0,0,967.01,6564.66,Stayed,,
0064-SUDOG,Female,48,Yes,3,Huntington Park,90255,33.97803,-118.217141,3,12,None,Yes,19.28,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.3,224.5,0,0,231.36,455.86,Stayed,,
0064-YIJGF,Male,60,Yes,3,Yermo,92398,35.013299,-116.834092,7,27,Offer C,Yes,25.26,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.75,1929,0,0,682.02,2611.02,Stayed,,
0067-DKWBL,Male,69,No,0,San Diego,92129,32.961064,-117.134917,0,2,None,Yes,43.99,No,Yes,DSL,27,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.25,91.1,0,0,87.98,179.08,Churned,Competitor,Competitor made better offer
0068-FIGTF,Female,20,No,0,Fremont,94539,37.516791,-121.899117,0,27,Offer C,Yes,48.91,No,Yes,DSL,59,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,78.2,2078.95,0,0,1320.57,3399.52,Stayed,,
0071-NDAFP,Male,31,Yes,3,Santa Rosa,95405,38.439696,-122.668817,1,25,None,Yes,23.69,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.5,630.6,44.42,0,592.25,1178.43,Stayed,,
0074-HDKDG,Male,46,Yes,0,San Jose,95126,37.327069,-121.916819,5,25,None,Yes,6.45,No,Yes,Cable,19,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,61.6,1611,44.9,0,161.25,1727.35,Stayed,,
0076-LVEPS,Male,57,No,1,Tujunga,91042,34.296574,-118.244839,0,29,None,No,,,Yes,DSL,21,Yes,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45,1242.45,12.26,0,0,1230.19,Stayed,,
0078-XZMHT,Male,19,Yes,0,Visalia,93291,36.391777,-119.372842,5,72,None,Yes,32.36,Yes,Yes,DSL,52,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,85.15,6316.2,0,0,2329.92,8646.12,Stayed,,
0080-EMYVY,Female,64,No,0,Lodi,95240,38.123544,-121.159078,0,14,None,Yes,24.04,No,Yes,Cable,12,No,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,51.45,727.85,0,0,336.56,1064.41,Stayed,,
0080-OROZO,Female,38,No,0,El Portal,95318,37.654551,-119.822984,0,35,Offer C,Yes,36.42,No,Yes,Fiber Optic,2,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99.25,3532,0,0,1274.7,4806.7,Stayed,,
0082-LDZUE,Male,54,No,0,Calistoga,94515,38.629618,-122.593216,0,1,Offer E,Yes,42.95,No,Yes,DSL,9,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.3,44.3,0,0,42.95,87.25,Joined,,
0082-OQIQY,Male,50,No,0,Farmington,95230,37.956963,-120.863055,0,29,None,Yes,2.05,No,Yes,Fiber Optic,17,No,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.2,2607.6,0,20,59.45,2687.05,Stayed,,
0083-PIVIK,Male,25,No,0,Tulelake,96134,41.813521,-121.492666,0,64,None,Yes,5.49,Yes,Yes,DSL,69,Yes,Yes,Yes,Yes,Yes,No,No,No,One Year,No,Bank Withdrawal,81.25,5567.55,0,40,351.36,5958.91,Stayed,,
0089-IIQKO,Female,35,Yes,3,Coleville,96107,38.42528,-119.475741,1,39,None,Yes,24.38,Yes,Yes,Fiber Optic,53,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.95,3767.4,0,0,950.82,4718.22,Stayed,,
0093-EXYQL,Female,72,No,0,Ojai,93023,34.581308,-118.931948,0,40,None,Yes,44.14,No,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,91.55,3673.6,0,0,1765.6,5439.2,Stayed,,
0093-XWZFY,Male,51,No,0,Desert Hot Springs,92241,33.832799,-116.250973,0,40,None,Yes,37.69,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,104.5,4036.85,0,0,1507.6,5544.45,Churned,Competitor,Competitor had better devices
0094-OIFMO,Female,78,No,1,North Hollywood,91605,34.207295,-118.400022,0,11,Offer D,Yes,11.59,No,Yes,Fiber Optic,29,No,Yes,No,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,95,1120.3,0,120,127.49,1367.79,Churned,Dissatisfaction,Product dissatisfaction
0096-BXERS,Female,30,Yes,0,Inverness,94937,38.099323,-122.945723,10,6,Offer E,Yes,42.66,Yes,Yes,Cable,85,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.35,314.55,0,0,255.96,570.51,Stayed,,
0096-FCPUF,Male,58,No,0,Santa Rosa,95404,38.526941,-122.709096,0,30,None,Yes,2.64,Yes,Yes,DSL,15,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,64.5,1888.45,0,0,79.2,1967.65,Stayed,,
0098-BOWSO,Male,26,No,0,San Jose,95131,37.387027,-121.897775,0,27,None,Yes,20.66,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.4,529.8,0,0,557.82,1087.62,Stayed,,
0100-DUVFC,Male,66,Yes,0,Wilmington,90744,33.782068,-118.262263,3,70,None,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,Stayed,,
0103-CSITQ,Female,20,Yes,0,Modesto,95357,37.670526,-120.877572,10,57,Offer B,Yes,8.01,Yes,Yes,Fiber Optic,73,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,109.4,6252.7,0,0,456.57,6709.27,Stayed,,
0104-PPXDV,Male,61,Yes,0,San Diego,92113,32.697098,-117.116587,10,58,None,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,Stayed,,
0106-GHRQR,Male,24,No,0,Rancho Palos Verdes,90275,33.753146,-118.367459,0,16,None,Yes,25.71,Yes,Yes,DSL,48,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,71.4,1212.1,0,0,411.36,1623.46,Stayed,,
0106-UGRDO,Female,55,Yes,0,Kenwood,95452,38.419525,-122.521585,3,69,Offer A,Yes,38.52,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,116,8182.85,0,0,2657.88,10840.73,Stayed,,
0107-WESLM,Male,32,No,0,West Point,95255,38.41935,-120.469545,0,1,Offer E,Yes,31.77,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.85,19.85,0,0,31.77,51.62,Churned,Attitude,Attitude of support person
0107-YHINA,Male,59,No,0,Los Angeles,90062,34.003553,-118.308933,0,1,None,Yes,40.71,Yes,Yes,Fiber Optic,25,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.75,99.75,0,0,40.71,140.46,Churned,Competitor,Competitor had better devices
0111-KLBQG,Male,71,Yes,1,Morongo Valley,92256,34.097863,-116.594561,9,32,Offer C,Yes,31.86,No,Yes,Fiber Optic,23,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,93.95,2861.45,0,0,1019.52,3880.97,Stayed,,
0112-QAWRZ,Male,49,Yes,2,Palo Verde,92266,33.3249,-114.758334,8,16,Offer D,Yes,48.71,Yes,Yes,Fiber Optic,12,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.8,1442.2,0,0,779.36,2221.56,Stayed,,
0112-QWPNC,Male,61,Yes,0,Valyermo,93563,34.39583,-117.734568,1,49,Offer B,Yes,39.55,Yes,Yes,Cable,10,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,84.35,4059.35,0,0,1937.95,5997.3,Churned,Competitor,Competitor offered higher download speeds
0114-IGABW,Female,40,Yes,0,Cambria,93428,35.591387,-121.032256,2,71,Offer A,No,,,Yes,Cable,29,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,58.25,4145.9,0,0,0,4145.9,Stayed,,
0114-PEGZZ,Female,39,No,0,Round Mountain,96084,40.923558,-122.059933,0,33,None,Yes,49.69,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,107.55,3645.5,0,0,1639.77,5285.27,Stayed,,
0114-RSRRW,Female,21,Yes,0,Klamath,95548,41.572813,-124.035011,9,10,Offer D,Yes,49.6,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.95,187.75,0,0,496,683.75,Stayed,,
0115-TFERT,Male,24,Yes,0,Fresno,93650,36.841655,-119.797113,1,21,None,Yes,36.26,Yes,Yes,Fiber Optic,59,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,111.2,2317.1,0,120,761.46,3198.56,Churned,Attitude,Attitude of service provider
0117-LFRMW,Male,52,Yes,1,Angwin,94508,38.542448,-122.419923,1,37,None,No,,,Yes,DSL,23,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,40.2,1448.8,0,0,0,1448.8,Churned,Competitor,Competitor offered more data
0118-JPNOY,Female,71,No,0,Le Grand,95333,37.249377,-120.249581,0,26,None,Yes,33.74,No,Yes,Fiber Optic,7,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,85.8,2193.65,0,0,877.24,3070.89,Stayed,,
0121-SNYRK,Male,45,No,0,Redway,95560,40.142256,-123.852927,0,50,Offer B,No,,,Yes,DSL,7,Yes,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,35.4,1748.9,0,0,0,1748.9,Stayed,,
0122-OAHPZ,Female,29,No,0,San Diego,92122,32.85723,-117.209774,0,7,None,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,Churned,Competitor,Competitor made better offer
0123-CRBRT,Female,62,Yes,0,Monterey Park,91755,34.049172,-118.115022,1,61,Offer B,Yes,47.19,Yes,Yes,DSL,28,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Mailed Check,88.1,5526.75,0,0,2878.59,8405.34,Stayed,,
0125-LZQXK,Male,42,No,0,Big Oak Flat,95305,37.818589,-120.256995,0,15,Offer D,Yes,45.92,No,Yes,Fiber Optic,12,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.35,1553.95,0,0,688.8,2242.75,Churned,Attitude,Attitude of service provider
0128-MKWSG,Female,51,No,2,Stevenson Ranch,91381,34.364153,-118.615583,0,26,None,No,,,Yes,DSL,19,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,45.8,1147,0,0,0,1147,Stayed,,
0129-KPTWJ,Male,39,Yes,0,North Highlands,95660,38.671295,-121.388251,9,72,None,Yes,33.22,No,Yes,Fiber Optic,23,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.65,6747.35,0,0,2391.84,9139.19,Stayed,,
0129-QMPDR,Male,64,Yes,0,La Puente,91746,34.038983,-117.991372,1,44,None,Yes,27.4,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,20.5,865.05,0,0,1205.6,2070.65,Stayed,,
0130-SXOUN,Male,55,No,0,Glenhaven,95443,39.045246,-122.743181,0,66,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,Stayed,,
0133-BMFZO,Female,40,No,0,Alhambra,91803,34.074736,-118.145959,0,2,None,Yes,36.81,No,Yes,Fiber Optic,16,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.25,181.65,0,0,73.62,255.27,Churned,Competitor,Competitor offered higher download speeds
0134-XWXCE,Female,76,No,0,Santa Monica,90403,34.031529,-118.491156,0,44,None,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,Stayed,,
0135-NMXAP,Female,57,No,0,Lodi,95240,38.123544,-121.159078,0,12,Offer D,Yes,14.38,Yes,Yes,Fiber Optic,6,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.75,1052.4,0,0,172.56,1224.96,Churned,Attitude,Attitude of support person
0136-IFMYD,Male,71,Yes,0,Los Angeles,90001,33.973616,-118.24902,1,69,None,Yes,18.41,Yes,Yes,Fiber Optic,17,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,109.95,7634.25,0,0,1270.29,8904.54,Stayed,,
0137-OCGAB,Female,25,No,0,Fairfield,94533,38.287136,-122.02711,0,1,Offer E,Yes,1.23,Yes,Yes,Fiber Optic,69,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,80.2,80.2,0,0,1.23,81.43,Churned,Price,Lack of affordable download/upload speed
0137-UDEUO,Female,24,No,0,Stockton,95204,37.974498,-121.319568,0,3,Offer E,Yes,25.75,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.85,63.75,0,0,77.25,141,Churned,Price,Long distance charges
0139-IVFJG,Female,19,Yes,0,Temecula,92592,33.507255,-117.029473,10,2,None,Yes,4.65,No,Yes,Fiber Optic,53,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,90.35,190.5,0,0,9.3,199.8,Joined,,
0141-YEAYS,Female,77,No,0,Fallbrook,92028,33.362575,-117.299644,0,27,None,Yes,2.97,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,86.45,2401.05,0,0,80.19,2481.24,Stayed,,
0142-GVYSN,Male,57,No,0,Randsburg,93554,35.405722,-117.773354,0,26,Offer C,Yes,13.34,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.3,511.25,0,0,346.84,858.09,Stayed,,
0147-ESWWR,Female,73,Yes,0,Atascadero,93422,35.453912,-120.69461,9,39,None,Yes,20.15,Yes,Yes,Fiber Optic,21,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.25,3949.15,0,0,785.85,4735,Stayed,,
0148-DCDOS,Male,41,No,0,Planada,95365,37.329725,-120.306399,0,25,None,Yes,34.88,Yes,Yes,Fiber Optic,8,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.7,2362.1,0,0,872,3234.1,Churned,Competitor,Competitor had better devices
0151-ONTOV,Female,43,No,0,Moorpark,93021,34.312945,-118.858169,0,1,Offer E,Yes,39.81,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,70.9,70.9,0,0,39.81,110.71,Churned,Competitor,Competitor had better devices
0156-FVPTA,Male,48,Yes,0,Solvang,93463,34.624399,-120.137875,1,22,Offer D,Yes,27.24,No,Yes,DSL,21,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.2,1152.7,0,0,599.28,1751.98,Churned,Attitude,Attitude of service provider
0164-APGRB,Female,56,No,0,Calistoga,94515,38.629618,-122.593216,0,72,Offer A,Yes,48.37,Yes,Yes,Fiber Optic,5,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,114.9,8496.7,0,0,3482.64,11979.34,Stayed,,
0164-XAIRP,Female,51,No,0,La Mirada,90638,33.902045,-118.008961,0,24,None,Yes,10.64,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,19.55,470.2,0,0,255.36,725.56,Stayed,,
0168-XZKBB,Female,34,Yes,0,Boron,93516,34.95703,-117.73045,8,19,None,Yes,7.84,Yes,Yes,Fiber Optic,16,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.85,1564.4,0,0,148.96,1713.36,Stayed,,
0174-QRVVY,Male,21,Yes,2,San Marcos,92078,33.119028,-117.166036,2,71,None,Yes,9.2,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.35,1847.55,0,0,653.2,2500.75,Stayed,,
0177-PXBAT,Male,78,Yes,0,Desert Center,92239,33.889605,-115.257009,7,33,None,Yes,25.15,Yes,Yes,Fiber Optic,20,Yes,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,109.9,3694.7,0,0,829.95,4524.65,Stayed,,
0178-CIIKR,Female,60,No,0,Crows Landing,95313,37.435664,-121.049056,0,3,None,Yes,2.69,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.95,58,0,0,8.07,66.07,Joined,,
0178-SZBHO,Male,54,Yes,1,Tuolumne,95379,37.939768,-120.188002,7,47,None,Yes,1.09,Yes,Yes,Fiber Optic,13,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,87.2,4017.45,0,0,51.23,4068.68,Stayed,,
0181-RITDD,Male,42,Yes,3,San Diego,92120,32.807867,-117.060993,2,62,None,Yes,1.76,No,Yes,Fiber Optic,20,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,108.15,6825.65,0,0,109.12,6934.77,Stayed,,
0186-CAERR,Male,22,No,0,Auburn,95603,38.912881,-121.082766,0,71,None,Yes,2.88,Yes,Yes,Fiber Optic,48,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,116.3,8309.55,0,0,204.48,8514.03,Stayed,,
0187-QSXOE,Male,71,Yes,0,Fresno,93725,36.623632,-119.741322,8,7,None,Yes,41.97,No,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,89,605.45,0,0,293.79,899.24,Stayed,,
0187-WZNAB,Female,56,Yes,2,Del Rey,93616,36.657462,-119.595293,6,27,Offer C,Yes,46.66,No,Yes,Fiber Optic,28,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,74.4,1972.35,0,0,1259.82,3232.17,Stayed,,
0188-GWFLE,Male,33,No,0,Redwood City,94065,37.527497,-122.230941,0,2,None,Yes,1.81,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,33.7,0,0,3.62,37.32,Joined,,
0191-EQUUH,Female,32,No,3,Landers,92285,34.341737,-116.539416,0,25,Offer C,No,,,Yes,Cable,75,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,35.05,844.45,0,0,0,844.45,Stayed,,
0191-ZHSKZ,Male,80,No,0,Hawthorne,90250,33.914775,-118.348083,0,30,None,Yes,38.61,No,Yes,DSL,5,Yes,Yes,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,74.75,2111.3,0,0,1158.3,3269.6,Stayed,,
0193-ESZXP,Female,73,Yes,0,Oceano,93445,35.059695,-120.604741,1,58,None,Yes,16.94,No,Yes,Fiber Optic,19,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,105.5,6205.5,0,0,982.52,7188.02,Churned,Attitude,Attitude of support person
0195-IESCP,Male,26,Yes,0,Armona,93202,36.315979,-119.710852,1,10,Offer D,Yes,2.02,Yes,Yes,Fiber Optic,82,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,85.25,855.3,0,100,20.2,975.5,Churned,Competitor,Competitor offered more data
0196-JTUQI,Female,59,No,0,Clarksburg,95612,38.384648,-121.578701,0,9,None,Yes,9.27,Yes,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.2,633.85,0,0,83.43,717.28,Stayed,,
0196-VULGZ,Female,78,Yes,0,Irvine,92620,33.716136,-117.752574,1,6,None,Yes,28.71,Yes,Yes,Fiber Optic,17,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.35,474.9,0,0,172.26,647.16,Churned,Other,Deceased
0197-PNKNK,Female,47,Yes,1,Scotts Valley,95066,37.070177,-122.010077,7,69,None,Yes,38.92,Yes,Yes,Fiber Optic,16,Yes,No,Yes,No,No,No,No,No,One Year,No,Bank Withdrawal,84.45,5848.6,0,40,2685.48,8574.08,Stayed,,
0201-MIBOL,Female,68,No,0,Salida,95368,37.713152,-121.08739,0,66,None,Yes,10.45,Yes,Yes,Fiber Optic,20,Yes,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,102.4,6471.85,0,0,689.7,7161.55,Stayed,,
0201-OAMXR,Female,30,No,0,Mckinleyville,95519,40.965011,-124.015255,0,70,Offer A,Yes,10.21,Yes,Yes,Fiber Optic,52,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,115.55,8127.6,0,0,714.7,8842.3,Churned,Dissatisfaction,Network reliability
0203-HHYIJ,Male,62,No,0,Atherton,94027,37.454924,-122.203168,0,25,Offer C,Yes,5.57,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,25.3,676.35,0,0,139.25,815.6,Churned,Price,Long distance charges
0206-OYVOC,Female,52,Yes,2,Huntington Beach,92649,33.721917,-118.043237,1,46,Offer B,Yes,24.33,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.25,864.2,0,0,1119.18,1983.38,Stayed,,
0206-TBWLC,Female,63,Yes,0,Calimesa,92320,33.982787,-117.057627,7,54,Offer B,Yes,11.4,Yes,Yes,Fiber Optic,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,114.65,6049.5,0,0,615.6,6665.1,Stayed,,
0207-MDKNV,Female,54,No,0,Daly City,94014,37.691561,-122.445202,0,15,None,Yes,22.39,No,Yes,Fiber Optic,7,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,105.1,1582.75,0,0,335.85,1918.6,Churned,Competitor,Competitor made better offer
0208-BPQEJ,Female,48,Yes,1,Middletown,95461,38.787446,-122.58675,0,12,Offer D,Yes,8.25,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.4,198.1,0,0,99,297.1,Stayed,,
0212-ISBBF,Female,51,No,0,Berkeley,94705,37.858898,-122.240512,0,22,None,No,,,Yes,Cable,22,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.35,1098.85,0,0,0,1098.85,Stayed,,
0214-JHPFW,Female,22,Yes,0,Lost Hills,93249,35.637715,-119.893068,9,70,None,No,,,Yes,Cable,85,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,57.8,4039.3,1.01,0,0,4038.29,Stayed,,
0215-BQKGS,Male,52,No,0,Garden Grove,92844,33.766476,-117.969795,0,30,Offer C,Yes,24.73,No,Yes,Fiber Optic,20,Yes,Yes,Yes,No,No,No,No,No,Month-to-Month,Yes,Credit Card,84.3,2438.6,0,130,741.9,3310.5,Stayed,,
0218-QNVAS,Male,22,Yes,1,Indio,92203,33.752938,-116.230055,1,71,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,Stayed,,
0219-QAERP,Male,33,Yes,0,Oxnard,93033,34.156629,-119.117218,2,30,None,Yes,9.81,No,No,,,,,,,,,,,One Year,No,Credit Card,19.8,576.65,0,0,294.3,870.95,Stayed,,
0219-YTZUE,Male,26,Yes,0,San Diego,92122,32.85723,-117.209774,5,4,Offer E,Yes,28.77,Yes,Yes,Fiber Optic,19,No,Yes,Yes,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.8,371.9,0,0,115.08,486.98,Churned,Competitor,Competitor made better offer
0220-EBGCE,Male,58,No,0,Escondido,92027,33.141265,-116.967221,0,2,Offer E,Yes,14.14,No,Yes,Fiber Optic,28,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.85,167.3,0,0,28.28,195.58,Churned,Competitor,Competitor made better offer
0221-NAUXK,Male,22,No,1,Moreno Valley,92553,33.923149,-117.244933,0,10,None,Yes,7.86,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.95,219.5,0,0,78.6,298.1,Stayed,,
0221-WMXNQ,Male,66,No,0,Chino,91710,33.990646,-117.663025,0,4,Offer E,Yes,36.4,No,Yes,Fiber Optic,29,Yes,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,75.35,273.4,0,0,145.6,419,Stayed,,
0222-CNVPT,Male,69,No,0,Sacramento,95820,38.53508,-121.444144,0,52,Offer B,No,,,Yes,DSL,19,Yes,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,48.8,2555.05,0,0,0,2555.05,Stayed,,
0224-HJAPT,Male,25,No,0,San Diego,92117,32.825086,-117.199424,0,5,None,Yes,22.01,Yes,Yes,Cable,85,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,47.15,223.15,0,0,110.05,333.2,Churned,Competitor,Competitor made better offer
0224-NIJLP,Male,30,Yes,3,Turlock,95380,37.474396,-120.875917,1,8,Offer E,Yes,2.87,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.15,165.5,0,0,22.96,188.46,Stayed,,
0224-RLWWD,Female,73,No,0,Calexico,92231,32.690654,-115.431225,0,2,Offer E,Yes,23.91,No,Yes,Cable,22,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,44.3,89.3,0,0,47.82,137.12,Joined,,
0225-ZORZP,Male,46,No,0,Groveland,95321,37.902968,-119.667544,0,3,Offer E,Yes,13.72,No,Yes,Fiber Optic,26,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,84.3,235.05,0,0,41.16,276.21,Joined,,
0228-MAUWC,Male,40,No,0,Los Gatos,95033,37.160194,-121.945611,0,19,Offer D,Yes,11.85,Yes,Yes,DSL,18,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,59.55,1144.6,0,0,225.15,1369.75,Stayed,,
0229-LFJAF,Male,53,No,0,Clovis,93611,36.917652,-119.593757,0,72,Offer A,Yes,3.66,Yes,Yes,DSL,13,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,69.65,4908.25,0,0,263.52,5171.77,Stayed,,
0230-UBYPQ,Male,76,Yes,0,Hyampom,96046,40.648024,-123.465088,2,63,Offer B,No,,,Yes,DSL,7,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,36.1,2298.9,0,0,0,2298.9,Stayed,,
0230-WEQUW,Male,38,Yes,0,Woodland Hills,91364,34.153733,-118.593408,1,66,None,No,,,Yes,DSL,29,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,56.6,3789.2,0,0,0,3789.2,Stayed,,
0231-LXVAP,Male,23,No,0,Temecula,92592,33.507255,-117.029473,0,1,None,Yes,44.56,No,Yes,Fiber Optic,27,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.9,75.9,0,0,44.56,120.46,Churned,Competitor,Competitor made better offer
0233-FTHAV,Female,24,No,0,Livingston,95334,37.361987,-120.748394,0,60,None,Yes,15.29,Yes,Yes,Fiber Optic,48,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,79.2,4765,0,0,917.4,5682.4,Stayed,,
0234-TEVTT,Female,43,Yes,3,Tulare,93274,36.185471,-119.375243,3,48,None,No,,,Yes,DSL,22,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,45,2196.3,0,0,0,2196.3,Stayed,,
0235-KGSLC,Female,45,No,0,Buellton,93427,34.631362,-120.238218,0,1,Offer E,Yes,33.34,No,Yes,Fiber Optic,4,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,85.55,85.55,0,0,33.34,118.89,Churned,Other,Moved
0236-HFWSV,Male,49,No,0,Palmdale,93552,34.557711,-118.029441,0,15,None,Yes,48.93,Yes,Yes,Fiber Optic,15,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.35,1444.65,0,0,733.95,2178.6,Churned,Competitor,Competitor had better devices
0237-YFUTL,Female,62,Yes,0,Midway City,92655,33.744439,-117.98588,4,50,Offer B,Yes,34.57,Yes,Yes,Fiber Optic,13,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,109.65,5405.8,0,0,1728.5,7134.3,Stayed,,
0238-WHBIQ,Male,25,Yes,1,Folsom,95630,38.672638,-121.147403,10,72,Offer A,Yes,33.75,Yes,Yes,Cable,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,89.7,6339.3,0,0,2430,8769.3,Stayed,,
0239-OXEXL,Female,37,No,0,Oakland,94619,37.787186,-122.14633,0,46,None,Yes,43.27,Yes,Yes,Fiber Optic,21,Yes,Yes,No,No,No,No,No,No,Month-to-Month,No,Credit Card,84.25,3847.6,0,100,1990.42,5938.02,Stayed,,
0244-LGNFY,Female,35,Yes,1,San Anselmo,94960,37.99272,-122.575026,4,72,None,Yes,30,Yes,Yes,DSL,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,92.65,6733,0,0,2160,8893,Stayed,,
0247-SLUJI,Male,37,Yes,3,Duarte,91010,34.145695,-117.95982,2,1,None,Yes,34.28,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.7,19.7,0,0,34.28,53.98,Joined,,
0248-IPDFW,Female,19,No,0,Lake Elsinore,92530,33.655421,-117.391751,0,1,None,Yes,29.13,Yes,Yes,Cable,51,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.1,50.1,0,0,29.13,79.23,Joined,,
0248-PGHBZ,Female,69,No,0,San Clemente,92672,33.429488,-117.609432,0,67,Offer A,Yes,2.57,No,Yes,Fiber Optic,21,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,92.45,6140.85,0,0,172.19,6313.04,Stayed,,
0253-ZTEOB,Female,44,Yes,1,Los Angeles,90004,34.076259,-118.310715,5,48,None,Yes,8.94,Yes,Yes,DSL,27,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,79.65,3870.3,0,0,429.12,4299.42,Stayed,,
0254-FNMCI,Female,19,No,0,Downey,90241,33.940884,-118.128628,0,72,None,Yes,41.91,No,Yes,Fiber Optic,73,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.9,7624.2,0,0,3017.52,10641.72,Stayed,,
0254-KCJGT,Male,64,Yes,0,Bodega Bay,94923,38.377165,-123.037957,6,52,Offer B,Yes,41.34,Yes,Yes,Cable,24,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,81.4,4354.45,0,0,2149.68,6504.13,Stayed,,
0254-WWRKD,Female,44,Yes,3,Challenge,95925,39.461768,-121.195825,1,67,Offer A,Yes,46.9,No,Yes,Cable,28,No,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,50.55,3431.75,0,0,3142.3,6574.05,Stayed,,
0256-LTHVJ,Female,58,Yes,0,Ludlow,92338,34.702766,-116.093376,1,28,Offer C,Yes,16.85,No,Yes,Fiber Optic,13,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,81.05,2227.1,0,0,471.8,2698.9,Churned,Competitor,Competitor had better devices
0257-KXZGU,Female,29,Yes,1,Santa Clara,95051,37.348129,-121.98469,9,32,Offer C,Yes,33.28,Yes,Yes,DSL,51,No,Yes,Yes,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,62.45,2045.55,0,0,1064.96,3110.51,Stayed,,
0257-ZESQC,Female,80,Yes,0,Perris,92571,33.828289,-117.201666,2,27,None,Yes,7.02,No,Yes,Cable,25,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.2,1929.35,0,0,189.54,2118.89,Churned,Attitude,Attitude of support person
0258-NOKBL,Male,22,No,0,Fortuna,95540,40.584991,-124.121504,0,3,None,Yes,31.48,No,Yes,Fiber Optic,73,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,90.4,268.45,0,0,94.44,362.89,Joined,,
0259-GBZSH,Male,22,No,0,San Diego,92122,32.85723,-117.209774,0,2,Offer E,Yes,40.43,Yes,Yes,Cable,27,No,No,No,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.65,181.5,0,0,80.86,262.36,Churned,Competitor,Competitor made better offer
0260-ZDLGK,Female,50,No,2,San Dimas,91773,34.102119,-117.815532,0,9,None,Yes,35.49,No,Yes,Cable,11,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,72.9,651.4,0,0,319.41,970.81,Churned,Competitor,Competitor made better offer
0263-FJTQO,Male,53,Yes,2,Rescue,95672,38.724322,-120.991237,10,50,Offer B,Yes,44.49,Yes,Yes,Cable,28,Yes,No,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,70.5,3486.65,0,0,2224.5,5711.15,Stayed,,
0264-CNITK,Female,45,Yes,2,Clio,96106,39.745805,-120.580882,1,71,None,Yes,31.03,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.1,1389.6,0,0,2203.13,3592.73,Stayed,,
0265-EDXBD,Male,76,Yes,0,San Diego,92122,32.85723,-117.209774,2,32,Offer C,Yes,47.34,Yes,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,2303.35,0,0,1514.88,3818.23,Churned,Attitude,Attitude of support person
0265-PSUAE,Female,57,Yes,3,Lotus,95651,38.815515,-120.916997,10,16,Offer D,Yes,27.27,No,Yes,Fiber Optic,76,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,100.7,1522.7,0,0,436.32,1959.02,Stayed,,
0266-CLZKZ,Female,45,Yes,3,San Marcos,92078,33.119028,-117.166036,8,67,Offer A,Yes,17.79,Yes,Yes,Fiber Optic,22,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.65,6717.9,0,0,1191.93,7909.83,Stayed,,
0266-GMEAO,Male,43,Yes,1,Lompoc,93436,34.601055,-120.382917,1,72,None,Yes,15.94,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,114.3,8058.55,0,0,1147.68,9206.23,Stayed,,
0268-QKIWO,Female,41,No,0,Pilot Hill,95664,38.803731,-121.043799,0,3,Offer E,Yes,24.63,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.75,58.85,0,0,73.89,132.74,Churned,Attitude,Attitude of support person
0269-XFESX,Male,22,Yes,3,San Francisco,94133,37.802071,-122.411004,1,23,None,Yes,48.02,Yes,No,,,,,,,,,,,One Year,No,Credit Card,24.35,538.5,0,0,1104.46,1642.96,Stayed,,
0270-THENM,Male,62,Yes,2,Mission Hills,91345,34.266389,-118.459744,1,72,None,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,Stayed,,
0274-JKUJR,Male,21,Yes,2,Los Angeles,90040,33.994524,-118.149953,9,7,Offer E,No,,,Yes,Cable,47,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,-3,465.7,0,0,0,465.7,Stayed,,
0277-BKSQP,Male,49,Yes,3,Harbor City,90710,33.798266,-118.300237,10,8,Offer E,Yes,1.56,No,Yes,DSL,57,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.4,475.1,0,0,12.48,487.58,Stayed,,
0277-ORXQS,Male,33,Yes,4,San Francisco,94108,37.791998,-122.408653,9,66,Offer A,No,,,Yes,Cable,23,No,No,No,Yes,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,50.55,3364.55,0,110,0,3474.55,Stayed,,
0278-YXOOG,Male,30,No,0,Inglewood,90301,33.956445,-118.358634,0,5,Offer E,Yes,34.26,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,21.05,113.85,0,0,171.3,285.15,Churned,Attitude,Attitude of support person
0280-XJGEX,Male,38,No,1,Los Angeles,90015,34.039224,-118.266293,0,49,None,Yes,44.33,Yes,Yes,Fiber Optic,11,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.7,5036.3,0,0,2172.17,7208.47,Churned,Competitor,Competitor had better devices
0281-CNTZX,Male,56,Yes,0,Pescadero,94060,37.22565,-122.297533,2,63,Offer B,Yes,38.36,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,19.95,1234.8,0,0,2416.68,3651.48,Stayed,,
0282-NVSJS,Female,70,Yes,1,Aromas,95004,36.878364,-121.629781,1,12,Offer D,No,,,Yes,DSL,14,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,29.3,355.9,0,0,0,355.9,Stayed,,
0285-INHLN,Male,54,Yes,6,Badger,93603,36.64545,-118.924982,5,27,None,Yes,36.19,No,Yes,DSL,53,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.75,1510.3,0,0,977.13,2487.43,Stayed,,
0289-IVARM,Female,57,No,0,Parlier,93648,36.622237,-119.521126,0,35,None,Yes,44.81,No,Yes,DSL,20,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,60.55,1982.6,0,0,1568.35,3550.95,Stayed,,
0292-WEGCH,Female,40,Yes,2,Death Valley,92328,36.27688,-117.033326,7,54,Offer B,Yes,4.33,Yes,Yes,DSL,12,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86.2,4524.05,0,0,233.82,4757.87,Stayed,,
0295-PPHDO,Male,56,No,0,La Puente,91744,34.031441,-117.936436,0,1,None,Yes,5.59,Yes,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.45,95.45,0,0,5.59,101.04,Churned,Competitor,Competitor had better devices
0295-QVKPB,Male,38,No,0,Riverdale,93656,36.452211,-119.94575,0,5,Offer E,Yes,13.96,No,Yes,DSL,5,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,63.95,318.1,0,0,69.8,387.9,Stayed,,
0297-RBCSG,Male,61,No,0,San Francisco,94104,37.791222,-122.402241,0,19,None,Yes,41.79,No,Yes,DSL,6,No,Yes,No,Yes,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,65.35,1231.85,0,60,794.01,2085.86,Stayed,,
0298-XACET,Male,35,Yes,2,Berry Creek,95916,39.657228,-121.37778,1,52,None,No,,,Yes,DSL,17,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,50.2,2554,27.01,0,0,2526.99,Stayed,,
0301-FIDRB,Female,61,Yes,3,Fulton,95439,38.493888,-122.777141,8,72,None,No,,,Yes,DSL,22,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,63.8,4684.3,0,0,0,4684.3,Stayed,,
0301-KOBTQ,Male,50,No,0,Capitola,95010,36.977025,-121.952864,0,32,None,Yes,14.91,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,20.05,614.45,9.73,0,477.12,1081.84,Stayed,,
0302-JOIVN,Female,47,Yes,0,San Diego,92109,32.787836,-117.232376,1,8,None,Yes,16.88,No,Yes,Fiber Optic,6,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,101.15,842.9,0,0,135.04,977.94,Churned,Competitor,Competitor made better offer
0303-UNCIP,Male,35,No,0,Claremont,91711,34.127621,-117.717863,0,41,Offer B,Yes,37.55,Yes,Yes,DSL,30,No,No,Yes,No,No,Yes,Yes,No,One Year,No,Mailed Check,65,2531.8,0,140,1539.55,4211.35,Stayed,,
0303-WMMRN,Male,32,No,0,Glendale,91207,34.182378,-118.262922,0,5,None,Yes,21.01,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.25,86.05,0,0,105.05,191.1,Stayed,,
0305-SQECB,Female,54,No,1,Gardena,90248,33.876482,-118.284077,0,11,None,No,,,Yes,DSL,17,Yes,No,No,Yes,No,No,No,No,One Year,Yes,Credit Card,36.05,402.6,0,100,0,502.6,Stayed,,
0306-JAELE,Male,61,No,0,Fallbrook,92028,33.362575,-117.299644,0,5,None,Yes,31.09,No,Yes,Fiber Optic,11,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.1,453.4,0,0,155.45,608.85,Churned,Competitor,Competitor made better offer
0307-BCOPK,Female,62,No,0,San Francisco,94134,37.721052,-122.413573,0,16,Offer D,Yes,41.51,No,No,,,,,,,,,,,One Year,No,Credit Card,19.05,326.65,0,0,664.16,990.81,Stayed,,
0308-GIQJT,Male,80,No,0,San Diego,92126,32.886925,-117.152162,0,71,None,Yes,6.1,Yes,Yes,Fiber Optic,9,No,Yes,No,Yes,Yes,Yes,No,Yes,One Year,No,Bank Withdrawal,105.75,7382.85,0,0,433.1,7815.95,Stayed,,
0308-IVGOK,Female,23,No,0,Santa Ana,92703,33.748635,-117.906125,0,11,None,No,,,Yes,DSL,59,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,40.4,422.6,0,0,0,422.6,Stayed,,
0310-MVLET,Female,63,Yes,0,Snelling,95369,37.521708,-120.426843,1,61,None,Yes,49.33,Yes,Yes,Fiber Optic,7,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.15,6010.05,0,0,3009.13,9019.18,Churned,Dissatisfaction,Service dissatisfaction
0310-SUCIN,Female,50,Yes,0,Darwin,93522,36.319181,-117.593053,2,71,None,Yes,23.06,No,Yes,Cable,6,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,84.8,6046.1,0,0,1637.26,7683.36,Stayed,,
0310-VQXAM,Male,56,No,0,San Bernardino,92404,34.183286,-117.221722,0,9,None,Yes,40.74,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.85,178.8,0,0,366.66,545.46,Stayed,,
0311-QYWSS,Female,63,No,0,Garberville,95542,40.057784,-123.679461,0,6,None,Yes,39.16,No,Yes,DSL,8,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.45,314.6,0,0,234.96,549.56,Stayed,,
0311-UNPFF,Female,58,No,0,Long Beach,90807,33.830099,-118.182239,0,26,None,Yes,38.09,No,Yes,Fiber Optic,22,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,88.8,2274.35,0,50,990.34,3314.69,Churned,Dissatisfaction,Service dissatisfaction
0314-TKOSI,Female,29,No,0,Upland,91784,34.141146,-117.655583,0,6,Offer E,Yes,6.98,No,Yes,Cable,30,Yes,Yes,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,55.15,322.9,0,0,41.88,364.78,Stayed,,
0315-LVCRK,Male,54,No,0,El Dorado Hills,95762,38.684437,-121.055634,0,11,None,Yes,30.57,No,Yes,Fiber Optic,15,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,84.8,888.75,0,0,336.27,1225.02,Stayed,,
0318-QUUOB,Male,25,Yes,0,Santa Rosa,95403,38.488431,-122.752839,1,1,None,Yes,43.67,No,Yes,Fiber Optic,73,No,No,No,No,Yes,No,Yes,No,Month-to-Month,Yes,Bank Withdrawal,80.55,80.55,0,0,43.67,124.22,Churned,Competitor,Competitor had better devices
0318-ZOPWS,Female,31,Yes,0,Malibu,90265,34.074572,-118.831181,10,49,None,Yes,2.82,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,20.15,973.35,0,0,138.18,1111.53,Stayed,,
0319-QZTCO,Female,25,Yes,2,Santa Rosa,95401,38.460517,-122.790335,9,3,Offer E,Yes,11.47,No,Yes,DSL,51,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,58.7,168.6,0,0,34.41,203.01,Joined,,
0320-DWVTU,Female,46,No,0,Riverdale,93656,36.452211,-119.94575,0,53,Offer B,Yes,43.57,No,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,99.5,5424.25,0,0,2309.21,7733.46,Stayed,,
0320-JDNQG,Male,28,Yes,0,Oxnard,93035,34.18454,-119.224666,1,23,None,Yes,37.95,No,Yes,Fiber Optic,27,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.85,2331.3,0,0,872.85,3204.15,Churned,Other,Don't know
0322-CHQRU,Male,63,No,0,Palmdale,93591,34.598221,-117.79593,0,2,None,Yes,25.49,No,Yes,DSL,9,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.35,89.5,0,0,50.98,140.48,Churned,Competitor,Competitor had better devices
0322-YINQP,Male,37,No,0,Covina,91723,34.084747,-117.886844,0,1,None,Yes,11.35,No,Yes,DSL,9,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,48.55,48.55,0,0,11.35,59.9,Churned,Attitude,Attitude of support person
0323-XWWTN,Male,44,No,1,San Lucas,93954,36.125529,-120.864443,0,3,None,Yes,33.87,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,26.4,121.25,0,0,101.61,222.86,Joined,,
0324-BRPCJ,Female,74,Yes,0,Palmdale,93591,34.598221,-117.79593,1,68,None,Yes,21.33,Yes,Yes,Cable,24,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.2,6851.65,0,0,1450.44,8302.09,Churned,Competitor,Competitor offered more data
0325-XBFAC,Male,44,No,0,Hoopa,95546,41.163637,-123.704841,0,8,None,Yes,19.49,No,Yes,Fiber Optic,10,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.7,740.3,0,80,155.92,976.22,Churned,Competitor,Competitor offered more data
0326-VDYXE,Female,21,Yes,0,Long Beach,90802,33.752524,-118.210737,9,70,Offer A,Yes,16.66,Yes,Yes,Fiber Optic,26,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,97.65,6982.5,0,80,1166.2,8228.7,Stayed,,
0327-WFZSY,Male,62,Yes,3,Samoa,95564,40.809636,-124.189977,9,39,Offer C,Yes,17.29,Yes,Yes,Fiber Optic,75,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,100,3835.55,0,0,674.31,4509.86,Stayed,,
0328-GRPMV,Female,43,No,0,Burnt Ranch,95527,40.854512,-123.450097,0,1,None,Yes,17.37,No,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.1,70.1,0,0,17.37,87.47,Churned,Competitor,Competitor had better devices
0329-GTIAJ,Female,40,No,0,Garden Grove,92844,33.766476,-117.969795,0,3,None,Yes,30.18,No,Yes,Fiber Optic,7,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,97.9,315.3,0,0,90.54,405.84,Churned,Price,Price too high
0330-BGYZE,Male,48,Yes,0,Milford,96121,40.181279,-120.392967,8,60,Offer B,Yes,19.22,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,102.5,6157.6,0,0,1153.2,7310.8,Stayed,,
0330-IVZHA,Female,55,Yes,0,Anderson,96007,40.448632,-122.306657,1,5,Offer E,Yes,17.08,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.95,330.15,0,0,85.4,415.55,Churned,Attitude,Attitude of service provider
0334-GDDSO,Male,77,No,0,San Diego,92122,32.85723,-117.209774,0,3,Offer E,Yes,9.22,Yes,Yes,Fiber Optic,14,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.35,233.7,0,0,27.66,261.36,Churned,Competitor,Competitor made better offer
0334-ZFJSR,Female,41,Yes,0,San Diego,92123,32.808814,-117.134694,0,55,None,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,Stayed,,
0336-KXKFK,Male,43,No,0,Santa Margarita,93453,35.303926,-120.256567,0,72,None,No,,,Yes,DSL,6,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,61.2,4390.25,0,0,0,4390.25,Stayed,,
0336-PIKEI,Male,69,Yes,0,Orange,92869,33.792791,-117.789749,7,72,Offer A,Yes,5.27,No,Yes,DSL,9,Yes,Yes,Yes,Yes,Yes,No,No,No,Two Year,No,Bank Withdrawal,74.4,5360.75,0,140,379.44,5880.19,Stayed,,
0337-CNPZE,Female,63,No,0,Los Angeles,90033,34.050198,-118.210946,0,41,None,Yes,10.43,Yes,Yes,Fiber Optic,22,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,106.3,4443.45,0,130,427.63,5001.08,Churned,Price,Price too high
0343-QLUZP,Male,38,No,0,San Jose,95111,37.284265,-121.827673,0,60,Offer B,No,,,Yes,DSL,25,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,39.6,2424.5,38.46,0,0,2386.04,Stayed,,
0345-HKJVM,Female,43,No,0,San Diego,92109,32.787836,-117.232376,0,6,None,Yes,2.6,No,Yes,Fiber Optic,22,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,89.3,577.6,0,0,15.6,593.2,Churned,Other,Don't know
0345-XMMUG,Female,29,Yes,0,Ione,95640,38.33788,-120.954202,6,46,None,Yes,2,Yes,Yes,Fiber Optic,48,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,108.9,4854.3,0,0,92,4946.3,Stayed,,
0347-UBKUZ,Female,46,No,0,San Mateo,94404,37.556094,-122.272437,0,15,None,Yes,2.74,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.9,320.45,0,0,41.1,361.55,Stayed,,
0348-SDKOL,Female,33,Yes,0,San Diego,92117,32.825086,-117.199424,1,58,None,Yes,3.51,Yes,Yes,Fiber Optic,28,No,No,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,102.1,5885.4,0,100,203.58,6188.98,Churned,Competitor,Competitor made better offer
0354-VXMJC,Male,60,Yes,3,Los Angeles,90034,34.030578,-118.399613,10,23,None,Yes,34.04,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.6,426.65,0,0,782.92,1209.57,Stayed,,
0354-WYROK,Female,70,Yes,0,San Francisco,94130,37.820894,-122.369725,1,31,Offer C,Yes,47.95,No,Yes,Fiber Optic,21,No,No,Yes,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,98.9,2911.3,0,0,1486.45,4397.75,Churned,Other,Don't know
0356-ERHVT,Male,54,Yes,0,Santa Cruz,95062,36.974575,-121.991149,1,11,Offer D,Yes,12.95,No,Yes,Cable,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.9,521.9,0,0,142.45,664.35,Stayed,,
0356-OBMAC,Female,80,No,0,Winchester,92596,33.657433,-117.04254,0,56,None,Yes,17.33,Yes,Yes,Fiber Optic,16,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,99.9,5706.3,0,0,970.48,6676.78,Stayed,,
0357-NVCRI,Female,41,No,3,El Cajon,92021,32.832706,-116.873258,0,25,Offer C,Yes,12.87,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,471.7,0,0,321.75,793.45,Stayed,,
0361-HJRDX,Female,38,No,0,Sherman Oaks,91403,34.147149,-118.463365,0,68,Offer A,No,,,Yes,DSL,28,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,-8,4539.6,0,130,0,4669.6,Stayed,,
0362-RAOQO,Female,48,No,0,Norco,92860,33.925833,-117.559639,0,40,None,Yes,26.03,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.65,830.25,0,0,1041.2,1871.45,Stayed,,
0362-ZBZWJ,Male,46,No,0,Thornton,95686,38.157794,-121.520223,0,36,None,Yes,24.66,Yes,Yes,Fiber Optic,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.9,3067.2,0,0,887.76,3954.96,Churned,Attitude,Attitude of service provider
0363-QJVFX,Male,22,No,0,Lake Hughes,93532,34.659579,-118.584212,0,32,Offer C,Yes,27.69,Yes,Yes,Fiber Optic,73,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,108.15,3432.9,0,0,886.08,4318.98,Churned,Attitude,Attitude of service provider
0363-SVHYR,Male,28,Yes,3,Paramount,90723,33.897122,-118.164432,10,71,Offer A,Yes,10.11,Yes,Yes,DSL,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,86.85,6263.8,0,0,717.81,6981.61,Stayed,,
0365-BZUWY,Male,58,Yes,0,San Juan Capistrano,92675,33.521447,-117.602555,2,17,Offer D,Yes,10.11,Yes,Yes,Fiber Optic,2,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,102.55,1742.5,0,0,171.87,1914.37,Stayed,,
0365-GXEZS,Male,55,Yes,0,Copperopolis,95228,37.943954,-120.67108,6,18,Offer D,Yes,31.79,No,Yes,Fiber Optic,19,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,78.2,1468.75,0,0,572.22,2040.97,Stayed,,
0365-TRTPY,Female,52,No,0,Covina,91724,34.08111,-117.853935,0,37,None,Yes,11.73,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,91.2,3382.3,0,0,434.01,3816.31,Stayed,,
0366-NQSHS,Male,42,No,0,Colusa,95932,39.273096,-122.050763,0,2,None,Yes,44.34,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.35,46.35,0,0,88.68,135.03,Joined,,
0369-ZGOVK,Female,56,Yes,2,Cypress,90630,33.818477,-118.038307,6,28,Offer C,Yes,12.94,No,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,70.4,1992.2,0,0,362.32,2354.52,Stayed,,
0373-AIVNJ,Male,34,No,0,Sacramento,95814,38.584505,-121.491956,0,9,Offer E,No,,,Yes,Cable,19,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Credit Card,39.55,373,0,0,0,373,Stayed,,
0374-AACSZ,Female,63,No,0,Lancaster,93534,34.727529,-118.153098,0,1,Offer E,Yes,38.33,No,Yes,DSL,24,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,50.15,50.15,0,50,38.33,138.48,Joined,,
0374-FIUCA,Male,59,Yes,0,Orange,92867,33.81859,-117.821288,1,65,None,Yes,23.46,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.4,1414.45,0,0,1524.9,2939.35,Stayed,,
0374-IOEGQ,Female,62,No,0,Gonzales,93926,36.52588,-121.396719,0,3,None,Yes,15.59,No,Yes,Cable,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.6,122.7,0,0,46.77,169.47,Joined,,
0375-HVGXO,Female,31,No,0,Los Angeles,90045,33.954017,-118.402447,0,1,Offer E,No,,,Yes,DSL,8,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,34.7,34.7,0,0,0,34.7,Churned,Other,Don't know
0376-OIWME,Male,24,Yes,0,San Ysidro,92173,32.555828,-117.040073,3,36,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,Stayed,,
0376-YMCJC,Male,21,No,0,Novato,94949,38.067204,-122.524004,0,23,None,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,Churned,Competitor,Competitor offered higher download speeds
0377-JBKKT,Male,21,Yes,3,Gilroy,95020,37.03889,-121.528955,9,22,Offer D,Yes,42.58,No,Yes,DSL,82,Yes,Yes,No,Yes,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,57.95,1271.8,0,0,936.76,2208.56,Stayed,,
0378-CJKPV,Female,56,Yes,0,Oak Park,91377,34.19225,-118.776874,1,72,None,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,Stayed,,
0378-NHQXU,Female,31,Yes,0,South San Francisco,94080,37.654436,-122.426468,7,17,None,Yes,17.91,Yes,Yes,Fiber Optic,9,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,88.25,1460.65,0,0,304.47,1765.12,Churned,Other,Deceased
0378-TOVMS,Female,20,No,0,Vernalis,95385,37.609095,-121.263381,0,3,None,Yes,10.6,No,Yes,Fiber Optic,73,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,85.8,272.2,0,0,31.8,304,Churned,Competitor,Competitor had better devices
0378-XSZPU,Male,31,Yes,0,San Jose,95117,37.311088,-121.961786,1,58,Offer B,Yes,17.22,No,Yes,Cable,21,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Credit Card,60.3,3563.8,0,0,998.76,4562.56,Churned,Dissatisfaction,Network reliability
0379-DJQHR,Male,60,Yes,0,Sunnyvale,94089,37.421633,-122.009613,1,67,None,Yes,45.25,No,Yes,DSL,18,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,81.35,5398.6,0,0,3031.75,8430.35,Stayed,,
0380-NEAVX,Male,72,No,0,Newport Beach,92660,33.634626,-117.874882,0,34,None,Yes,35,No,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,99.85,3343.15,0,0,1190,4533.15,Stayed,,
0380-ZCSBI,Male,56,No,0,San Francisco,94133,37.802071,-122.411004,0,10,None,Yes,4.42,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20,198.7,0,0,44.2,242.9,Stayed,,
0383-CLDDA,Female,42,No,0,Stanford,94305,37.424342,-122.165641,0,69,Offer A,Yes,18.47,Yes,Yes,DSL,28,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,85.35,5897.4,0,0,1274.43,7171.83,Stayed,,
0384-LPITE,Male,38,No,0,Los Angeles,90041,34.137412,-118.207607,0,40,None,No,,,Yes,Cable,19,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,62.05,2511.55,0,0,0,2511.55,Stayed,,
0384-RVBPI,Male,64,No,0,Turlock,95380,37.474396,-120.875917,0,20,Offer D,Yes,12.6,No,Yes,DSL,29,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,64.4,1398.6,0,0,252,1650.6,Stayed,,
0386-CWRGM,Female,61,Yes,1,Beverly Hills,90210,34.099891,-118.414338,9,46,None,Yes,47.5,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.4,967.85,0,0,2185,3152.85,Stayed,,
0388-EOPEX,Female,28,Yes,0,Riverside,92503,33.890046,-117.455583,1,2,None,Yes,9.79,No,Yes,Fiber Optic,41,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.4,139.4,0,0,19.58,158.98,Churned,Attitude,Attitude of support person
0390-DCFDQ,Female,76,Yes,2,Los Alamitos,90720,33.79499,-118.065591,1,1,Offer E,Yes,15.28,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,70.45,70.45,0,0,15.28,85.73,Churned,Other,Don't know
0392-BZIUW,Female,44,Yes,0,Fresno,93710,36.822715,-119.761826,7,72,None,Yes,6.58,Yes,Yes,Fiber Optic,7,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,105,7589.8,0,0,473.76,8063.56,Stayed,,
0394-YONDK,Male,28,Yes,3,Escondido,92025,33.081478,-117.033814,0,70,None,Yes,1.22,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.15,1790.15,0,0,85.4,1875.55,Stayed,,
0396-HUJBP,Female,34,No,0,Gardena,90247,33.890853,-118.297967,0,2,None,Yes,49.91,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.3,44.4,0,0,99.82,144.22,Joined,,
0396-UKGAI,Male,25,No,3,Encinitas,92024,33.054579,-117.25665,0,23,Offer D,Yes,1.58,No,Yes,DSL,47,No,Yes,No,Yes,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55.3,1284.2,0,0,36.34,1320.54,Stayed,,
0396-YCHWO,Male,58,Yes,0,Sacramento,95829,38.486502,-121.334051,4,36,Offer C,Yes,40.58,Yes,Yes,Fiber Optic,12,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.4,3474.2,0,0,1460.88,4935.08,Stayed,,
0397-GZBBC,Male,70,Yes,0,South Dos Palos,93665,36.959731,-120.653519,0,59,None,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,Churned,Price,Price too high
0397-ZXWQF,Male,24,No,0,Orick,95555,41.336354,-124.044354,0,67,Offer A,Yes,47.31,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.5,1430.95,0,0,3169.77,4600.72,Stayed,,
0401-WDBXM,Male,22,Yes,3,San Jose,95118,37.255479,-121.889838,4,72,None,Yes,8.33,Yes,Yes,Fiber Optic,59,Yes,No,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,105.55,7542.25,0,10,599.76,8152.01,Stayed,,
0402-CQAJN,Female,22,No,0,El Monte,91732,34.074492,-118.01462,0,37,None,Yes,24.04,Yes,Yes,Fiber Optic,59,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.9,3545.35,0,0,889.48,4434.83,Churned,Dissatisfaction,Lack of self-service on Website
0402-OAMEN,Female,36,Yes,1,Spreckels,93962,36.624641,-121.647195,4,72,Offer A,Yes,20.56,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.45,1709.1,0,0,1480.32,3189.42,Stayed,,
0404-AHASP,Male,23,Yes,0,Beverly Hills,90212,34.062095,-118.401508,10,72,Offer A,Yes,27.97,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.7,1421.9,0,0,2013.84,3435.74,Stayed,,
0404-SWRVG,Male,21,No,2,La Habra,90631,33.940619,-117.9513,0,3,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,Churned,Dissatisfaction,Product dissatisfaction
0406-BPDVR,Female,75,Yes,0,Visalia,93277,36.303793,-119.375646,0,54,Offer B,Yes,33.49,Yes,Yes,Fiber Optic,8,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,101.5,5373.1,0,0,1808.46,7181.56,Churned,Price,Lack of affordable download/upload speed
0407-BDJKB,Male,59,Yes,0,San Francisco,94114,37.758085,-122.434801,1,60,None,Yes,35.22,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.75,5742.9,0,0,2113.2,7856.1,Churned,Dissatisfaction,Service dissatisfaction
0409-WTMPL,Female,35,Yes,0,Whittier,90602,33.972119,-118.020188,8,58,Offer B,Yes,37.95,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,110.65,6526.65,0,0,2201.1,8727.75,Stayed,,
0410-IPFTY,Female,64,Yes,0,Long Beach,90822,33.778436,-118.118648,1,31,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,Stayed,,
0411-EZJZE,Female,62,No,0,Stockton,95215,37.946282,-121.139499,0,3,None,Yes,20.1,Yes,Yes,DSL,29,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,60.25,170.5,0,70,60.3,300.8,Joined,,
0412-UCCNP,Male,20,No,0,Essex,92332,34.9436,-115.287901,0,55,None,Yes,12.28,No,Yes,DSL,48,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,59.2,3175.85,0,0,675.4,3851.25,Stayed,,
0415-MOSGF,Female,58,No,0,Los Gatos,95030,37.222842,-121.988727,0,1,Offer E,Yes,26.53,No,Yes,DSL,30,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.4,44.4,0,0,26.53,70.93,Churned,Attitude,Attitude of support person
0419-YAAPX,Male,44,Yes,0,Grass Valley,95949,39.099204,-121.137962,1,49,Offer B,Yes,14.21,No,Yes,Fiber Optic,23,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,85.3,4297.95,0,0,696.29,4994.24,Stayed,,
0420-BWTPW,Male,40,No,0,San Diego,92117,32.825086,-117.199424,0,8,None,No,,,Yes,DSL,16,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,25.5,215.2,0,0,0,215.2,Churned,Attitude,Attitude of support person
0420-HLGXF,Female,72,No,0,Visalia,93291,36.391777,-119.372842,0,39,None,Yes,10.03,Yes,Yes,Fiber Optic,13,No,No,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,99.75,4036,0,0,391.17,4427.17,Stayed,,
0420-TXVSG,Male,43,Yes,0,San Jose,95112,37.343827,-121.883119,9,66,Offer A,Yes,37.71,Yes,Yes,DSL,15,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Credit Card,66.1,4428.45,0,0,2488.86,6917.31,Stayed,,
0422-OHQHQ,Female,23,Yes,0,Fresno,93722,36.78979,-119.929894,7,15,None,Yes,34.63,No,No,,,,,,,,,,,One Year,No,Credit Card,20.55,295.95,0,0,519.45,815.4,Stayed,,
0422-UXFAP,Female,34,Yes,0,San Diego,92117,32.825086,-117.199424,1,51,Offer B,Yes,47.72,Yes,Yes,Fiber Optic,23,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,98.85,4947.55,0,130,2433.72,7511.27,Stayed,,
0423-UDIJQ,Male,74,No,0,Snelling,95369,37.521708,-120.426843,0,9,None,Yes,7.11,No,Yes,DSL,12,No,No,No,Yes,No,No,No,Yes,Two Year,No,Mailed Check,49.2,447.9,0,0,63.99,511.89,Stayed,,
0426-TIRNE,Female,54,No,0,Encino,91316,34.150354,-118.518292,0,1,Offer E,Yes,15.51,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.9,20.9,0,0,15.51,36.41,Churned,Dissatisfaction,Limited range of services
0428-AXXLJ,Male,29,No,0,Bellflower,90706,33.887676,-118.127289,0,25,Offer C,Yes,3.58,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.5,516.3,0,0,89.5,605.8,Stayed,,
0428-IKYCP,Male,56,Yes,0,Sonora,95370,37.982716,-120.343732,9,22,None,Yes,48.68,No,Yes,Fiber Optic,18,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,87,1850.65,0,0,1070.96,2921.61,Stayed,,
0430-IHCDJ,Male,40,No,0,Highland,92346,34.129677,-117.154277,0,15,None,Yes,11.75,Yes,Yes,DSL,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49,749.25,0,0,176.25,925.5,Stayed,,
0431-APWVY,Female,37,Yes,0,Novato,94949,38.067204,-122.524004,1,28,None,Yes,18.31,No,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,90.1,2598.95,0,0,512.68,3111.63,Churned,Dissatisfaction,Poor expertise of online support
0432-CAJZV,Male,47,No,0,Temecula,92592,33.507255,-117.029473,0,3,None,Yes,5.39,No,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,90.7,237.65,0,0,16.17,253.82,Joined,,
0434-CSFON,Female,34,Yes,0,Los Angeles,90071,34.052917,-118.255178,3,47,Offer B,Yes,38.15,Yes,Yes,Fiber Optic,14,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.5,4707.1,0,0,1793.05,6500.15,Stayed,,
0436-TWFFZ,Female,21,No,0,Long Beach,90805,33.864622,-118.179626,0,67,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,Stayed,,
0439-IFYUN,Female,78,No,0,Escondido,92027,33.141265,-116.967221,0,18,Offer D,Yes,21.09,No,Yes,Fiber Optic,18,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,74.7,1294.6,0,20,379.62,1694.22,Stayed,,
0440-EKDCF,Male,47,Yes,0,Herlong,96113,40.198234,-120.18089,1,62,Offer B,Yes,33.7,No,Yes,Cable,15,No,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,60.15,3753.2,0,0,2089.4,5842.6,Stayed,,
0440-MOGPM,Female,51,No,0,Petaluma,94954,38.235021,-122.557332,0,41,None,Yes,6.16,Yes,Yes,DSL,12,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,80.55,3263.9,0,0,252.56,3516.46,Stayed,,
0440-QEXBZ,Female,64,No,0,Mojave,93501,35.097323,-118.171288,0,44,Offer B,Yes,18.42,Yes,Yes,DSL,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.15,2139.1,0,0,810.48,2949.58,Stayed,,
0440-UEDAI,Female,59,No,0,Callahan,96014,41.388397,-122.794636,0,53,None,Yes,33.88,No,Yes,Fiber Optic,6,No,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,94.45,5042.75,0,0,1795.64,6838.39,Stayed,,
0442-TDYUO,Male,44,Yes,0,Bodega,94922,38.343282,-122.9755,4,48,None,Yes,33.06,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.05,1036,0,0,1586.88,2622.88,Stayed,,
0442-ZXKVS,Female,79,Yes,0,Denair,95316,37.524721,-120.757977,2,54,Offer B,Yes,43.71,Yes,Yes,Fiber Optic,12,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,115.6,6431.05,0,0,2360.34,8791.39,Stayed,,
0447-BEMNG,Female,28,Yes,0,Wrightwood,92397,34.358321,-117.618263,3,48,None,No,,,Yes,Cable,58,Yes,No,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,45.3,2145,0,140,0,2285,Churned,Price,Price too high
0447-RXSGD,Male,39,No,0,Monterey,93940,36.362741,-121.869685,0,24,Offer C,Yes,25.68,Yes,Yes,Fiber Optic,6,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.65,2404.85,0,0,616.32,3021.17,Stayed,,
0454-OKRCT,Male,32,No,0,Palo Alto,94301,37.444314,-122.149996,0,33,Offer C,Yes,34.85,No,Yes,Fiber Optic,27,No,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,80.6,2651.1,0,0,1150.05,3801.15,Stayed,,
0455-ENTCR,Male,58,Yes,0,Jamestown,95327,37.84771,-120.486589,1,66,None,Yes,42.85,Yes,Yes,DSL,21,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,85.25,5538.35,0,0,2828.1,8366.45,Stayed,,
0455-XFASS,Female,61,Yes,2,Campbell,95008,37.279689,-121.954567,3,3,None,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,Joined,,
0458-HEUZG,Female,58,No,0,Alderpoint,95511,40.166028,-123.584144,0,13,Offer D,No,,,Yes,Cable,13,No,No,Yes,Yes,No,No,No,No,Two Year,No,Credit Card,35.4,450.4,0,100,0,550.4,Stayed,,
0459-SPZHJ,Male,19,Yes,0,Garden Grove,92843,33.764018,-117.931507,1,63,None,Yes,13.45,Yes,Yes,DSL,69,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,83.5,5435,0,0,847.35,6282.35,Stayed,,
0461-CVKMU,Female,45,Yes,0,Oak Run,96069,40.689243,-122.037023,0,23,None,Yes,38.81,No,Yes,Fiber Optic,28,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,83.8,1900.25,0,0,892.63,2792.88,Churned,Attitude,Attitude of support person
0463-TXOAK,Male,26,No,1,Madison,95653,38.674276,-121.961866,0,52,None,Yes,23.12,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.6,1334.5,0,0,1202.24,2536.74,Stayed,,
0463-WZZKO,Male,23,No,0,Van Nuys,91406,34.195685,-118.490752,0,3,Offer E,Yes,16.39,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.75,67.1,0,0,49.17,116.27,Joined,,
0463-ZSDNT,Male,23,No,0,Escondido,92026,33.21846,-117.116916,0,10,None,Yes,30.3,No,Yes,DSL,73,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,56.75,503.25,0,30,303,836.25,Stayed,,
0464-WJTKO,Female,39,Yes,2,Cedarville,96104,41.505916,-120.152505,10,72,None,Yes,14.17,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.1,1460.85,0,0,1020.24,2481.09,Stayed,,
0468-YRPXN,Male,62,No,0,Lomita,90717,33.794209,-118.317354,0,29,Offer C,Yes,48.2,No,Yes,Fiber Optic,19,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,98.8,2807.1,0,0,1397.8,4204.9,Stayed,,
0471-ARVMX,Female,70,Yes,0,Kelseyville,95451,38.93496,-122.792243,8,62,Offer B,Yes,22.74,Yes,Yes,Fiber Optic,18,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.85,6312.9,0,0,1409.88,7722.78,Stayed,,
0471-LVHGK,Male,34,Yes,0,Orangevale,95662,38.689174,-121.218435,1,41,None,Yes,15.91,Yes,Yes,DSL,29,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,73,3001.2,0,0,652.31,3653.51,Churned,Competitor,Competitor offered higher download speeds
0475-RIJEP,Male,47,No,0,Pinecrest,95364,38.224869,-119.755729,0,43,Offer B,Yes,49.13,Yes,Yes,Fiber Optic,25,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,77.85,3365.85,0,0,2112.59,5478.44,Churned,Price,Lack of affordable download/upload speed
0479-HMSWA,Female,63,No,1,San Clemente,92672,33.429488,-117.609432,0,26,Offer C,Yes,2.48,No,Yes,Fiber Optic,19,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.45,2715.3,0,0,64.48,2779.78,Stayed,,
0480-BIXDE,Female,58,Yes,0,Beale Afb,95903,39.125311,-121.392283,9,19,Offer D,Yes,10.68,No,Yes,Fiber Optic,23,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.8,1743.05,0,0,202.92,1945.97,Stayed,,
0480-KYJVA,Female,42,Yes,3,Sacramento,95835,38.685069,-121.543709,8,72,None,Yes,47.6,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.25,1784.5,49.76,0,3427.2,5161.94,Stayed,,
0481-SUMCB,Female,74,No,0,Greenville,95947,40.160386,-120.835428,0,45,Offer B,Yes,34.12,Yes,Yes,Fiber Optic,15,No,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,102.15,4735.35,0,0,1535.4,6270.75,Stayed,,
0484-FFVBJ,Male,43,No,0,Fort Bragg,95437,39.455555,-123.683979,0,32,None,Yes,15.52,No,Yes,DSL,12,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,64.85,2010.95,0,0,496.64,2507.59,Stayed,,
0484-JPBRU,Male,23,No,0,Petaluma,94954,38.235021,-122.557332,0,41,None,Yes,41.21,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,25.25,996.45,0,0,1689.61,2686.06,Stayed,,
0485-ZBSLN,Male,52,Yes,2,Mecca,92254,33.543835,-115.993906,4,65,None,Yes,36.5,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.75,1715.1,0,0,2372.5,4087.6,Stayed,,
0486-HECZI,Male,37,Yes,1,Torrance,90504,33.867257,-118.330794,0,55,None,Yes,49.06,Yes,Yes,Fiber Optic,27,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.75,5238.9,0,0,2698.3,7937.2,Churned,Price,Long distance charges
0486-LGCCH,Male,48,Yes,2,Victorville,92394,34.567058,-117.362329,2,11,Offer D,Yes,40.76,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.65,225.75,0,0,448.36,674.11,Stayed,,
0487-CRLZF,Female,58,No,0,Poway,92064,32.984395,-117.013454,0,49,Offer B,Yes,7.51,No,Yes,DSL,13,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,74.45,3721.9,0,0,367.99,4089.89,Stayed,,
0487-RPVUM,Male,49,Yes,0,Mount Hermon,95041,37.051166,-122.056194,1,61,None,Yes,15.15,Yes,Yes,Fiber Optic,28,Yes,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,99.4,5943.65,0,0,924.15,6867.8,Stayed,,
0487-VVUVK,Male,49,Yes,2,Santa Barbara,93109,34.406256,-119.726936,5,25,None,Yes,19.09,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.15,477.6,0,0,477.25,954.85,Stayed,,
0488-GSLFR,Female,41,No,0,Taylorsville,95983,40.053684,-120.743116,0,1,None,Yes,8.31,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.5,69.5,0,0,8.31,77.81,Churned,Dissatisfaction,Product dissatisfaction
0489-WMEMG,Female,61,No,3,Korbel,95550,40.7666,-123.80458,0,23,Offer D,Yes,25.85,No,Yes,Cable,53,No,No,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,49.45,1119.35,0,0,594.55,1713.9,Stayed,,
0491-KAPQG,Male,28,No,0,Pine Valley,91962,32.800671,-116.483363,0,21,Offer D,Yes,28.54,Yes,Yes,Fiber Optic,42,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,73.7,1558.7,0,0,599.34,2158.04,Stayed,,
0495-RVCBF,Female,39,No,0,Santa Rosa,95401,38.460517,-122.790335,0,1,None,Yes,33.88,No,Yes,Fiber Optic,26,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.7,79.7,0,0,33.88,113.58,Churned,Dissatisfaction,Poor expertise of online support
0495-ZBNGW,Male,78,Yes,0,Loma Mar,94021,37.266388,-122.26308,1,5,None,Yes,6.66,Yes,Yes,Fiber Optic,14,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,-1,343.95,0,20,33.3,397.25,Churned,Competitor,Competitor offered more data
0496-AHOOK,Male,61,Yes,0,Bangor,95914,39.396585,-121.38029,10,24,Offer C,Yes,32.86,No,Yes,Cable,30,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,74.4,1712.9,0,0,788.64,2501.54,Stayed,,
0504-HHAPI,Female,72,No,0,Guinda,95637,38.830739,-122.196202,0,27,None,Yes,16.94,Yes,Yes,Fiber Optic,11,No,No,Yes,No,No,Yes,No,Yes,Month-to-Month,No,Credit Card,88.3,2467.75,0,0,457.38,2925.13,Churned,Other,Don't know
0505-SPOOW,Female,41,Yes,0,Riverside,92508,33.885499,-117.324959,7,70,Offer A,Yes,11.71,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.8,1397.65,0,0,819.7,2217.35,Stayed,,
0506-LVNGN,Female,78,No,0,Rancho Cordova,95742,38.591134,-121.161585,0,5,None,Yes,42.33,No,Yes,Fiber Optic,9,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.55,349.65,0,0,211.65,561.3,Churned,Competitor,Competitor had better devices
0506-YLVKJ,Male,54,Yes,1,Sultana,93666,36.545353,-119.338535,1,46,None,Yes,45.92,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.2,917.45,0,0,2112.32,3029.77,Stayed,,
0508-OOLTO,Female,33,Yes,1,Fort Irwin,92310,35.349241,-116.770281,5,2,None,Yes,29.03,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71.65,135.75,0,0,58.06,193.81,Joined,,
0508-SQWPL,Female,32,Yes,3,La Mesa,91941,32.759327,-116.99726,9,57,Offer B,Yes,26.67,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,20.1,1087.7,0,0,1520.19,2607.89,Stayed,,
0511-JTEOY,Female,41,No,0,Canyon Dam,95923,40.171312,-121.120605,0,1,Offer E,Yes,10.19,No,Yes,Fiber Optic,9,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,71.1,71.1,0,0,10.19,81.29,Churned,Competitor,Competitor made better offer
0512-FLFDW,Female,74,Yes,0,Palomar Mountain,92060,33.309852,-116.823091,3,60,None,Yes,27.68,Yes,Yes,Fiber Optic,26,No,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Credit Card,100.5,6029,0,0,1660.8,7689.8,Stayed,,
0513-RBGPE,Male,57,Yes,0,Rancho Santa Fe,92091,32.99356,-117.207121,6,37,None,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,Stayed,,
0515-YPMCW,Male,42,No,0,San Jose,95116,37.350284,-121.852855,0,1,None,Yes,42.87,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,70.45,70.45,0,10,42.87,123.32,Churned,Competitor,Competitor had better devices
0516-OOHAR,Male,39,Yes,2,Topanga,90290,34.115192,-118.61017,8,28,None,Yes,7.73,No,Yes,Fiber Optic,13,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,100.35,2799,0,0,216.44,3015.44,Stayed,,
0516-QREYC,Female,78,No,0,Capay,95607,38.681651,-122.130569,0,24,None,Yes,18.39,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.3,459.95,0,0,441.36,901.31,Stayed,,
0516-UXRMT,Female,27,No,0,Oxnard,93033,34.156629,-119.117218,0,62,None,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,Stayed,,
0516-VRYBW,Female,39,No,0,Stanton,90680,33.801869,-117.995068,0,18,Offer D,Yes,8.95,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.15,390.85,0,0,161.1,551.95,Churned,Attitude,Attitude of support person
0516-WJVXC,Female,21,No,0,Sacramento,95818,38.556306,-121.495817,0,5,None,Yes,3.61,No,Yes,DSL,69,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.2,308.25,0,0,18.05,326.3,Churned,Dissatisfaction,Network reliability
0519-DRGTI,Female,58,Yes,3,Stockton,95219,38.029729,-121.387999,9,20,None,Yes,42.46,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.35,442.6,0,0,849.2,1291.8,Stayed,,
0519-XUZJU,Female,56,No,0,Felton,95018,37.089111,-122.062213,0,1,None,Yes,26,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,70.75,70.75,0,0,26,96.75,Churned,Dissatisfaction,Service dissatisfaction
0520-FDVVT,Male,26,No,0,Lewiston,96052,40.704293,-122.803899,0,35,None,Yes,39.84,No,Yes,Fiber Optic,48,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,102.35,3626.1,0,0,1394.4,5020.5,Churned,Price,Price too high
0523-VNGTF,Female,78,No,0,Sun Valley,91352,34.231053,-118.338307,0,52,None,No,,,Yes,DSL,23,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,50.5,2566.3,0,0,0,2566.3,Stayed,,
0524-IAVZO,Female,25,Yes,0,Anza,92539,33.527605,-116.666551,1,30,Offer C,Yes,4.82,Yes,Yes,Fiber Optic,41,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85,2624.25,0,0,144.6,2768.85,Churned,Other,Don't know
0526-SXDJP,Male,36,Yes,0,Bell,90201,33.970343,-118.171368,7,72,Offer A,No,,,Yes,Cable,17,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,42.1,2962,0,0,0,2962,Stayed,,
0529-ONKER,Male,70,No,0,Forest Ranch,95942,40.077028,-121.494168,0,15,Offer D,Yes,46.38,Yes,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.65,1146.65,0,0,695.7,1842.35,Churned,Attitude,Attitude of support person
0530-IJVDB,Male,36,No,2,Jamul,91935,32.695681,-116.798386,0,70,Offer A,Yes,26.67,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,114.6,7882.5,0,0,1866.9,9749.4,Stayed,,
0531-XBKMM,Male,37,No,2,Azusa,91702,34.174493,-117.87068,0,66,None,Yes,32.12,Yes,Yes,DSL,17,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,65.7,4378.9,0,0,2119.92,6498.82,Stayed,,
0531-ZZJWQ,Male,68,Yes,0,Fallbrook,92028,33.362575,-117.299644,6,55,None,Yes,42.9,Yes,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74,4052.4,0,0,2359.5,6411.9,Stayed,,
0533-BNWKF,Female,66,Yes,0,San Diego,92122,32.85723,-117.209774,2,55,Offer B,Yes,42.82,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,85.45,4874.7,0,90,2355.1,7319.8,Churned,Competitor,Competitor made better offer
0533-UCAAU,Male,72,Yes,0,Montgomery Creek,96065,40.877552,-121.885884,2,57,None,Yes,48.16,Yes,Yes,DSL,10,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,71.1,4140.1,0,0,2745.12,6885.22,Stayed,,
0536-ACXIP,Female,34,Yes,0,Lodi,95242,38.128087,-121.4078,9,72,None,Yes,44.2,Yes,Yes,Fiber Optic,2,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.55,8165.1,0,0,3182.4,11347.5,Stayed,,
0536-BGFMZ,Female,27,Yes,0,Leggett,95585,39.873371,-123.741474,3,28,None,Yes,42.33,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.5,563.05,0,0,1185.24,1748.29,Stayed,,
0536-ESJEP,Male,48,Yes,0,Rough And Ready,95975,39.225634,-121.156163,8,54,None,Yes,14.18,No,Yes,DSL,25,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,74.55,4191.45,0,0,765.72,4957.17,Stayed,,
0537-QYZZN,Male,66,Yes,2,Petaluma,94952,38.237018,-122.77872,6,24,Offer C,Yes,4.06,Yes,Yes,Fiber Optic,28,Yes,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,79.85,1857.75,0,0,97.44,1955.19,Stayed,,
0541-FITGH,Female,59,Yes,0,Hornitos,95325,37.479926,-120.230424,6,2,Offer E,Yes,48.39,No,Yes,Cable,24,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,62.15,113.1,0,0,96.78,209.88,Joined,,
0547-HURJB,Male,19,No,2,Dixon,95620,38.392821,-121.799917,0,12,Offer D,Yes,19.38,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,21.05,235.8,0,0,232.56,468.36,Stayed,,
0549-CYCQN,Male,69,No,0,Flournoy,96029,39.84784,-122.544556,0,51,None,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,Stayed,,
0550-DCXLH,Male,64,No,0,Thermal,92274,33.53604,-116.119222,0,13,None,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,Stayed,,
0556-FJEGU,Male,26,No,0,Lafayette,94549,37.907777,-122.127161,0,58,Offer B,Yes,47.47,No,Yes,DSL,69,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,70.1,4048.95,0,0,2753.26,6802.21,Stayed,,
0557-ASKVU,Female,43,Yes,0,Beverly Hills,90210,34.099891,-118.414338,2,18,Offer D,Yes,44.97,No,Yes,Cable,7,No,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,54.4,957.1,0,0,809.46,1766.56,Stayed,,
0559-CKHUS,Female,44,Yes,0,Pleasanton,94588,37.685052,-121.912061,6,29,Offer C,Yes,49.96,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.55,521.8,0,0,1448.84,1970.64,Stayed,,
0562-FGDCR,Female,61,Yes,3,Whitmore,96096,40.637105,-121.906949,9,72,None,Yes,21.84,Yes,Yes,DSL,30,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,74.55,5430.65,0,0,1572.48,7003.13,Stayed,,
0562-HKHML,Male,39,Yes,1,Alameda,94502,37.724817,-122.224363,9,71,Offer A,Yes,18.99,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,23.9,1626.4,0,0,1348.29,2974.69,Stayed,,
0562-KBDVM,Female,62,No,0,Herald,95638,38.313447,-121.123886,0,70,Offer A,No,,,Yes,DSL,11,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,44.6,3058.15,0,0,0,3058.15,Stayed,,
0564-JJHGS,Male,45,No,0,Guerneville,95446,38.52576,-123.013347,0,9,None,Yes,19.22,Yes,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.5,829.1,0,0,172.98,1002.08,Churned,Dissatisfaction,Limited range of services
0564-MUUQK,Female,28,Yes,2,Imperial Beach,91932,32.579134,-117.119009,5,20,None,Yes,38.71,Yes,Yes,Fiber Optic,48,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.5,1916.2,0,0,774.2,2690.4,Stayed,,
0565-IYCGT,Male,51,No,0,San Diego,92117,32.825086,-117.199424,0,69,Offer A,Yes,29.38,Yes,Yes,DSL,9,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,78.6,5356.45,0,0,2027.22,7383.67,Churned,Competitor,Competitor made better offer
0565-JUPYD,Male,26,No,0,Benicia,94510,38.113533,-122.11926,0,63,None,Yes,21.45,Yes,Yes,Fiber Optic,85,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,No,Credit Card,104.5,6590.8,0,0,1351.35,7942.15,Stayed,,
0567-GGCAC,Female,38,No,0,Biola,93606,36.798882,-120.019511,0,7,None,Yes,15.84,No,Yes,DSL,14,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,61.4,438.9,0,0,110.88,549.78,Stayed,,
0567-XRHCU,Female,19,Yes,1,Los Angeles,90049,34.091829,-118.491244,7,69,None,No,,,Yes,DSL,59,Yes,No,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,43.95,2960.1,0,0,0,2960.1,Stayed,,
0568-ONFPC,Male,34,Yes,1,San Francisco,94112,37.720498,-122.443119,1,5,Offer E,Yes,40.05,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,25.9,135,0,0,200.25,335.25,Churned,Other,Moved
0570-BFQHT,Female,38,No,0,Anderson,96007,40.448632,-122.306657,0,9,None,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,Stayed,,
0572-ZJKLT,Female,32,Yes,1,Chester,96020,40.243494,-121.154733,10,46,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,Stayed,,
0575-CUQOV,Male,76,Yes,0,Hilmar,95324,37.394536,-120.890747,10,60,Offer B,Yes,17.05,No,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,97.95,5867,0,0,1023,6890,Stayed,,
0576-WNXXC,Male,70,Yes,0,Parlier,93648,36.622237,-119.521126,1,27,None,Yes,39.49,Yes,Yes,Fiber Optic,7,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.55,2510.2,0,0,1066.23,3576.43,Churned,Dissatisfaction,Service dissatisfaction
0577-WHMEV,Female,19,Yes,0,San Jose,95133,37.371862,-121.860349,2,16,Offer D,Yes,27.83,Yes,Yes,Fiber Optic,52,Yes,Yes,Yes,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,90.7,1374.9,0,0,445.28,1820.18,Stayed,,
0578-SKVMF,Female,23,Yes,0,Seeley,92273,32.790282,-115.689559,4,22,None,Yes,4.01,No,Yes,Cable,53,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,83.3,1845.9,0,0,88.22,1934.12,Churned,Competitor,Competitor had better devices
0580-PIQHM,Female,21,Yes,1,Riverside,92503,33.890046,-117.455583,7,41,Offer B,Yes,14.73,Yes,Yes,Fiber Optic,82,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,101.6,3930.55,0,0,603.93,4534.48,Stayed,,
0581-BXBUB,Female,76,No,0,Penn Valley,95946,39.203817,-121.19584,0,4,None,Yes,35.67,No,Yes,Fiber Optic,8,No,Yes,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,72.75,317.75,0,0,142.68,460.43,Stayed,,
0581-MDMPW,Female,63,No,0,San Jose,95148,37.339533,-121.777179,0,24,Offer C,Yes,44.09,Yes,Yes,Fiber Optic,9,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,88.95,2072.75,0,0,1058.16,3130.91,Stayed,,
0582-AVCLN,Female,43,No,0,Bakersfield,93304,35.339796,-119.023552,0,38,None,Yes,43.19,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.3,743.05,0,0,1641.22,2384.27,Stayed,,
0584-BJQGZ,Female,19,No,0,Taylorsville,95983,40.053684,-120.743116,0,25,None,Yes,28.05,Yes,Yes,Cable,85,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.35,1837.9,0,0,701.25,2539.15,Stayed,,
0585-EGDDA,Male,41,Yes,0,Etna,96027,41.405193,-123.008567,8,40,Offer B,Yes,39.22,No,Yes,Fiber Optic,27,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80,3168.75,41.74,0,1568.8,4695.81,Stayed,,
0587-DMGBH,Female,48,No,0,Willows,95988,39.493991,-122.286363,0,8,None,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,Churned,Competitor,Competitor offered higher download speeds
0594-UFTUL,Male,35,Yes,3,Mather,95655,38.549822,-121.266725,1,13,Offer D,Yes,40.2,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.85,252,0,0,522.6,774.6,Stayed,,
0595-ITUDF,Male,21,Yes,1,Fairfax,94930,37.971751,-122.611873,0,64,None,Yes,34.58,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.8,5960.5,0,0,2213.12,8173.62,Stayed,,
0596-BQCEQ,Female,32,Yes,0,Hydesville,95547,40.557314,-124.081662,1,62,None,Yes,48.58,No,Yes,Fiber Optic,13,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.15,6283.3,0,0,3011.96,9295.26,Churned,Competitor,Competitor had better devices
0599-XNYDO,Female,51,Yes,0,Graton,95444,38.434362,-122.86891,0,20,None,Yes,43.49,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.8,1540.35,0,0,869.8,2410.15,Stayed,,
0601-WZHJF,Male,53,Yes,0,Shafter,93263,35.490705,-119.286833,1,14,Offer D,No,,,Yes,DSL,12,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,46.35,667.7,0,0,0,667.7,Churned,Attitude,Attitude of service provider
0602-DDUML,Female,21,No,0,Fallbrook,92028,33.362575,-117.299644,0,57,None,Yes,36.14,No,Yes,Cable,48,No,Yes,Yes,Yes,Yes,No,Yes,Yes,Two Year,No,Mailed Check,69.75,3894.4,0,0,2059.98,5954.38,Stayed,,
0603-OLQDC,Male,41,No,1,Whittier,90601,34.007353,-118.033683,0,12,Offer D,Yes,27.07,No,Yes,Cable,29,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,69.85,837.5,0,0,324.84,1162.34,Stayed,,
0603-TPMIB,Female,40,Yes,2,San Simeon,93452,35.746484,-121.223355,0,59,Offer B,Yes,42.37,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.45,1534.05,0,0,2499.83,4033.88,Stayed,,
0604-THJFP,Female,40,Yes,0,Castro Valley,94552,37.722727,-122.02157,4,59,Offer B,Yes,8.28,No,Yes,DSL,22,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,75.95,4542.35,0,0,488.52,5030.87,Stayed,,
0607-DAAHE,Male,62,No,0,Olivehurst,95961,39.082568,-121.55325,0,53,Offer B,Yes,26.21,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.75,1052.35,0,0,1389.13,2441.48,Churned,Price,Long distance charges
0607-MVMGC,Male,33,Yes,0,Ranchita,92066,33.215251,-116.53633,3,45,None,Yes,39.82,Yes,Yes,DSL,13,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,78.75,3600.65,0,0,1791.9,5392.55,Stayed,,
0608-JDVEC,Male,55,Yes,0,Dunlap,93621,36.789213,-119.140338,5,50,Offer B,Yes,1.87,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.8,1013.2,0,0,93.5,1106.7,Stayed,,
0611-DFXKO,Male,35,Yes,0,Comptche,95427,39.239818,-123.565432,1,20,Offer D,Yes,18.05,No,Yes,Fiber Optic,5,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,89,1820.45,0,0,361,2181.45,Churned,Dissatisfaction,Service dissatisfaction
0612-RTZZA,Female,77,No,0,Vista,92084,33.22784,-117.200024,0,1,Offer E,No,,,Yes,DSL,15,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.25,25.25,0,0,0,25.25,Churned,Price,Price too high
0613-WUXUM,Female,38,Yes,3,Soquel,95073,37.023669,-121.946461,1,70,None,Yes,38.63,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.2,1401.4,0,0,2704.1,4105.5,Stayed,,
0616-ATFGB,Male,74,Yes,0,Shasta Lake,96019,40.692523,-122.369876,1,1,Offer E,No,,,Yes,Cable,18,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.05,25.05,0,0,0,25.05,Churned,Competitor,Competitor had better devices
0617-AQNWT,Female,61,Yes,0,North Hills,91343,34.238802,-118.482296,5,64,None,No,,,Yes,DSL,27,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,47.85,3147.5,0,0,0,3147.5,Churned,Competitor,Competitor made better offer
0617-FHSGK,Male,62,No,0,Rancho Cordova,95670,38.602723,-121.279913,0,49,None,Yes,19.08,Yes,Yes,Fiber Optic,24,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,75.2,3678.3,0,20,934.92,4633.22,Churned,Price,Extra data charges
0618-XWMSS,Male,60,No,0,Wasco,93280,35.652242,-119.4464,0,28,Offer C,Yes,44.28,No,Yes,Fiber Optic,5,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,2068.55,0,0,1239.84,3308.39,Churned,Price,Long distance charges
0619-OLYUR,Male,32,Yes,0,Garden Grove,92840,33.787165,-117.931889,1,72,None,Yes,47.83,Yes,Yes,Fiber Optic,27,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,111.9,8071.05,0,0,3443.76,11514.81,Stayed,,
0620-DLSLK,Female,47,No,0,Pasadena,91103,34.167465,-118.165327,0,13,None,Yes,34.18,No,Yes,Fiber Optic,19,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,81.9,1028.9,0,0,444.34,1473.24,Stayed,,
0620-XEFWH,Male,41,Yes,1,Oak Run,96069,40.689243,-122.037023,1,4,Offer E,Yes,39.04,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,18.85,84.2,0,0,156.16,240.36,Stayed,,
0621-CXBKL,Female,62,No,0,Copperopolis,95228,37.943954,-120.67108,0,53,Offer B,Yes,10.32,No,No,,,,,,,,,,,Two Year,No,Mailed Check,18.7,1005.7,0,0,546.96,1552.66,Stayed,,
0621-HJWXJ,Female,54,Yes,0,Irvine,92618,33.667145,-117.732135,1,63,Offer B,Yes,21.15,Yes,Yes,Fiber Optic,24,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.55,5029.05,0,0,1332.45,6361.5,Stayed,,
0621-JFHOL,Female,41,No,0,North Hollywood,91602,34.15136,-118.364786,0,10,Offer D,No,,,Yes,Cable,29,No,No,No,Yes,No,No,No,Yes,Two Year,Yes,Mailed Check,29.6,299.05,0,0,0,299.05,Stayed,,
0621-TSSMU,Male,29,Yes,0,Maywood,90270,33.988572,-118.186565,0,56,None,Yes,48.87,No,No,,,,,,,,,,,One Year,No,Credit Card,19.95,1126.75,0,0,2736.72,3863.47,Stayed,,
0621-TWIEM,Male,28,No,0,Newhall,91321,34.370378,-118.504118,0,10,Offer D,Yes,34.44,No,Yes,Cable,69,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,45.55,402.6,0,0,344.4,747,Churned,Attitude,Attitude of support person
0623-EJQEG,Male,50,No,0,Murphys,95247,38.147852,-120.440124,0,65,Offer B,Yes,2.72,Yes,Yes,Fiber Optic,16,Yes,No,No,Yes,No,Yes,Yes,No,One Year,No,Bank Withdrawal,93.55,6069.25,0,30,176.8,6276.05,Stayed,,
0623-GDISB,Female,63,No,0,San Clemente,92673,33.4725,-117.584273,0,1,None,Yes,16.42,No,Yes,Cable,21,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,48.45,48.45,0,0,16.42,64.87,Joined,,
0623-IIHUG,Female,77,No,0,San Diego,92122,32.85723,-117.209774,0,21,None,No,,,Yes,Cable,8,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,-10,840.1,0,0,0,840.1,Churned,Competitor,Competitor made better offer
0625-AFOHS,Female,40,Yes,1,Ferndale,95536,40.4785,-124.301372,5,29,Offer C,Yes,34.44,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.2,558.8,0,0,998.76,1557.56,Stayed,,
0626-QXNGV,Female,55,Yes,0,Arcata,95521,40.839958,-124.003757,7,72,None,Yes,37.98,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.15,1776.45,0,0,2734.56,4511.01,Stayed,,
0628-CNQRM,Male,49,Yes,0,Temecula,92592,33.507255,-117.029473,1,22,None,Yes,19.8,No,Yes,Cable,17,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,67.5,1544.05,0,0,435.6,1979.65,Churned,Other,Don't know
0634-SZPQA,Female,64,No,0,San Anselmo,94960,37.99272,-122.575026,0,23,None,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,Churned,Competitor,Competitor offered higher download speeds
0635-WKOLD,Male,33,Yes,0,Ceres,95307,37.553469,-120.952825,0,40,Offer B,Yes,23.74,Yes,Yes,DSL,22,No,Yes,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,70.75,2921.75,0,0,949.6,3871.35,Stayed,,
0637-KVDLV,Male,30,No,0,Elk Grove,95758,38.35363,-121.44195,0,2,Offer E,Yes,17.22,Yes,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.5,162.45,0,0,34.44,196.89,Churned,Other,Don't know
0637-UBJRP,Male,40,Yes,0,Wilton,95693,38.392559,-121.225093,5,13,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,Churned,Competitor,Competitor offered higher download speeds
0637-YLETY,Female,39,No,0,Douglas City,96024,40.586588,-122.903677,0,16,Offer D,Yes,18.99,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,95.6,1555.65,0,0,303.84,1859.49,Churned,Attitude,Attitude of service provider
0639-TSIQW,Female,28,No,0,White Water,92282,33.972293,-116.654195,0,67,Offer A,Yes,37.5,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,102.95,6886.25,0,0,2512.5,9398.75,Churned,Competitor,Competitor offered more data
0640-YJTPY,Male,19,Yes,1,Smartville,95977,39.176595,-121.291692,3,72,Offer A,Yes,5.7,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,21,1493.75,0,0,410.4,1904.15,Stayed,,
0641-EVBOJ,Male,61,No,0,Coarsegold,93614,37.212191,-119.749323,0,3,None,Yes,44.97,No,Yes,Fiber Optic,16,Yes,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,82.3,214.4,0,20,134.91,369.31,Joined,,
0643-OKLRP,Female,73,Yes,0,Azusa,91702,34.174493,-117.87068,1,47,None,Yes,38.31,Yes,Yes,Fiber Optic,7,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,80.35,3825.85,0,90,1800.57,5716.42,Churned,Dissatisfaction,Network reliability
0644-OQMDK,Male,69,No,0,Merced,95348,37.40122,-120.514191,0,4,Offer E,Yes,6.18,No,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.65,293.85,0,0,24.72,318.57,Stayed,,
0650-BWOZN,Female,71,No,0,Aguanga,92536,33.482243,-116.827173,0,18,None,Yes,7.51,No,Yes,Fiber Optic,24,No,Yes,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,73.55,1359.45,0,0,135.18,1494.63,Stayed,,
0654-HMSHN,Male,45,Yes,0,Mojave,93501,35.097323,-118.171288,1,21,Offer D,Yes,42.65,Yes,Yes,Fiber Optic,3,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,104.4,2157.95,0,0,895.65,3053.6,Churned,Attitude,Attitude of support person
0654-PQKDW,Female,58,Yes,2,Pescadero,94060,37.22565,-122.297533,5,62,None,Yes,42.05,No,Yes,DSL,20,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,70.75,4263.45,0,0,2607.1,6870.55,Stayed,,
0655-RBDUG,Male,32,No,0,Alviso,95002,37.449537,-121.994813,0,7,Offer E,Yes,9.25,Yes,Yes,Fiber Optic,29,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.05,713,0,0,64.75,777.75,Churned,Competitor,Competitor had better devices
0655-YDGFJ,Male,34,No,0,Palm Springs,92264,33.745746,-116.514215,0,29,Offer C,Yes,10.06,No,Yes,DSL,25,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,48.95,1323.7,0,0,291.74,1615.44,Stayed,,
0657-DOGUM,Female,35,Yes,0,Rancho Cucamonga,91739,34.133809,-117.523724,1,48,Offer B,Yes,44.72,Yes,Yes,DSL,13,Yes,No,No,Yes,No,No,No,No,One Year,Yes,Bank Withdrawal,60.6,2985.25,0,100,2146.56,5231.81,Stayed,,
0661-KBKPA,Male,43,Yes,3,Seaside,93955,36.625114,-121.823565,7,53,None,Yes,31.86,Yes,Yes,DSL,56,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,78.75,3942.45,0,0,1688.58,5631.03,Stayed,,
0661-KQHNK,Female,38,Yes,3,Round Mountain,96084,40.923558,-122.059933,0,6,None,Yes,30.01,No,No,,,,,,,,,,,One Year,No,Credit Card,19,105.5,0,0,180.06,285.56,Stayed,,
0661-WCQNQ,Male,56,Yes,0,Orleans,95556,41.269521,-123.546958,8,22,Offer D,Yes,7.68,No,Yes,DSL,7,Yes,No,No,Yes,No,No,No,No,One Year,Yes,Credit Card,56.25,1292.2,0,100,168.96,1561.16,Stayed,,
0661-XEYAN,Female,76,No,0,Nevada City,95959,39.333737,-120.858667,0,1,None,No,,,Yes,DSL,26,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,25.8,25.8,0,20,0,45.8,Churned,Competitor,Competitor had better devices
0665-XHDJU,Male,21,Yes,0,Monte Rio,95462,38.471049,-123.015549,7,72,None,Yes,34.95,Yes,Yes,Fiber Optic,48,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99.4,7285.7,0,0,2516.4,9802.1,Stayed,,
0666-UXTJO,Male,80,Yes,0,Morongo Valley,92256,34.097863,-116.594561,4,34,Offer C,Yes,29.66,No,Yes,Fiber Optic,29,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,85.2,2874.45,0,0,1008.44,3882.89,Stayed,,
0667-NSRGI,Female,45,Yes,0,Lodi,95240,38.123544,-121.159078,3,48,None,Yes,17.03,Yes,Yes,DSL,15,No,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,69.55,3435.6,0,0,817.44,4253.04,Stayed,,
0668-OGMHD,Female,20,Yes,0,Santa Rosa,95405,38.439696,-122.668817,8,21,Offer D,No,,,Yes,DSL,59,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,28.5,629.35,0,0,0,629.35,Stayed,,
0670-ANMUU,Male,47,No,0,Chino Hills,91709,33.942895,-117.725644,0,71,None,Yes,16.57,Yes,Yes,Fiber Optic,5,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,97.65,6687.85,0,0,1176.47,7864.32,Stayed,,
0670-KDOMA,Female,42,No,0,Chowchilla,93610,37.100948,-120.270136,0,1,Offer E,Yes,28.18,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.25,20.25,0,0,28.18,48.43,Joined,,
0673-IGUQO,Male,26,No,0,Phelan,92371,34.441123,-117.537886,0,1,None,Yes,30.09,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.45,20.45,0,0,30.09,50.54,Joined,,
0674-DGMAQ,Male,78,Yes,0,Elk,95432,39.108252,-123.645121,9,32,Offer C,Yes,43.54,Yes,Yes,Fiber Optic,3,No,Yes,Yes,No,No,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,93.5,2970.8,0,0,1393.28,4364.08,Stayed,,
0674-EYYZV,Female,41,No,0,Los Angeles,90065,34.108833,-118.229715,0,1,None,Yes,36.33,No,Yes,DSL,4,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.65,54.65,0,0,36.33,90.98,Joined,,
0674-GCDXG,Male,20,No,0,Bakersfield,93308,35.559617,-118.925185,0,63,Offer B,Yes,42.59,Yes,Yes,DSL,85,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,71.9,4479.2,0,0,2683.17,7162.37,Stayed,,
0675-NCDYU,Female,61,Yes,2,Placentia,92870,33.881158,-117.854783,1,72,Offer A,Yes,28.86,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,116.4,8543.25,0,0,2077.92,10621.17,Stayed,,
0678-RLHVP,Female,33,No,0,Redwood City,94065,37.527497,-122.230941,0,53,Offer B,Yes,12.92,Yes,Yes,Fiber Optic,19,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,105.55,5682.25,0,0,684.76,6367.01,Stayed,,
0679-IDSTG,Female,73,Yes,0,Branscomb,95417,39.710591,-123.682799,1,1,None,Yes,37.3,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.25,69.25,0,0,37.3,106.55,Churned,Competitor,Competitor had better devices
0679-TDGAK,Male,29,Yes,1,Fresno,93727,36.751489,-119.68072,1,50,None,Yes,31.83,No,Yes,Cable,47,Yes,No,No,Yes,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,75.5,4025.6,0,100,1591.5,5717.1,Stayed,,
0680-DFNNY,Male,62,Yes,0,Winters,95694,38.578604,-122.024579,1,15,None,Yes,40.7,Yes,Yes,Fiber Optic,29,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.1,1504.05,0,0,610.5,2114.55,Churned,Competitor,Competitor offered more data
0682-USIXD,Female,40,Yes,0,Diamond Bar,91765,33.992416,-117.807874,7,21,None,Yes,14.81,No,Yes,Fiber Optic,25,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.05,1818.9,0,0,311.01,2129.91,Stayed,,
0684-AOSIH,Male,42,Yes,0,Oro Grande,92368,34.647959,-117.296957,1,1,None,Yes,12.04,No,Yes,Cable,5,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95,95,0,0,12.04,107.04,Churned,Dissatisfaction,Network reliability
0685-MLYYM,Female,74,No,0,Buena Park,90620,33.845706,-118.012204,0,2,Offer E,Yes,9.86,No,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.75,154.85,0,0,19.72,174.57,Churned,Price,Long distance charges
0687-ZVTHB,Male,24,Yes,0,Richmond,94805,37.941456,-122.320968,1,65,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,Churned,Competitor,Competitor offered more data
0689-DSXGL,Female,61,Yes,1,Yreka,96097,41.764869,-122.671316,3,52,Offer B,Yes,16.87,No,Yes,Fiber Optic,24,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,85.8,4433.3,0,0,877.24,5310.54,Stayed,,
0689-NKYLF,Male,42,No,0,Los Angeles,90066,34.002028,-118.430656,0,13,Offer D,Yes,35.4,No,Yes,Fiber Optic,18,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.2,1060.6,0,0,460.2,1520.8,Churned,Attitude,Attitude of support person
0690-SRQID,Male,20,No,0,Stockton,95203,37.954089,-121.329761,0,4,Offer E,Yes,18.28,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.65,67.55,0,0,73.12,140.67,Stayed,,
0691-IFBQW,Female,65,No,0,Biola,93606,36.798882,-120.019511,0,46,None,Yes,2.37,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,110,4874.8,0,0,109.02,4983.82,Churned,Competitor,Competitor made better offer
0691-JVSYA,Female,24,Yes,0,Pasadena,91103,34.167465,-118.165327,5,53,None,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,Churned,Competitor,Competitor had better devices
0691-NIKRI,Female,41,No,0,Elverta,95626,38.734997,-121.463719,0,40,Offer B,Yes,16.73,Yes,Yes,Fiber Optic,14,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,105.95,4335.2,0,0,669.2,5004.4,Stayed,,
0696-UKTOX,Male,64,No,1,North Hills,91343,34.238802,-118.482296,0,23,None,Yes,8.4,No,Yes,Cable,27,No,Yes,No,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,54.15,1312.45,0,40,193.2,1545.65,Stayed,,
0697-ZMSWS,Male,19,No,0,Los Angeles,90023,34.017697,-118.200577,0,4,None,Yes,6.91,Yes,Yes,Fiber Optic,53,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.65,338.9,0,0,27.64,366.54,Churned,Dissatisfaction,Limited range of services
0699-NDKJM,Female,45,Yes,0,Westlake Village,91361,34.130992,-118.894673,1,57,Offer B,No,,,Yes,Cable,22,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,58.75,3437.45,0,0,0,3437.45,Stayed,,
0701-RFGFI,Female,56,Yes,6,La Mesa,91941,32.759327,-116.99726,6,49,Offer B,Yes,8.18,Yes,Yes,Fiber Optic,53,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.4,4613.95,0,0,400.82,5014.77,Stayed,,
0701-TJSEF,Male,45,No,0,Santa Barbara,93105,34.037342,-119.80079,0,9,Offer E,Yes,32.31,No,Yes,Cable,24,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,68.25,576.95,0,0,290.79,867.74,Stayed,,
0702-PGIBZ,Male,28,No,0,Dutch Flat,95714,39.197215,-120.83679,0,4,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,Churned,Competitor,Competitor made better offer
0704-VCUMB,Female,64,Yes,0,San Diego,92103,32.747484,-117.166877,1,61,None,Yes,10.94,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.25,1278.8,5.15,0,667.34,1940.99,Stayed,,
0707-HOVVN,Female,79,No,0,Mi Wuk Village,95346,38.121601,-120.133915,0,70,Offer A,Yes,47.27,Yes,Yes,Cable,3,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,75.5,5212.65,0,0,3308.9,8521.55,Stayed,,
0708-LGSMF,Male,56,Yes,0,Milpitas,95035,37.441931,-121.878502,1,13,Offer D,Yes,14.32,Yes,Yes,DSL,4,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,65.85,902.25,0,0,186.16,1088.41,Stayed,,
0708-SJDIS,Female,32,No,0,West Hollywood,90069,34.093781,-118.381061,0,34,Offer C,Yes,45.28,Yes,Yes,Cable,27,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Credit Card,65,2157.5,0,0,1539.52,3697.02,Stayed,,
0709-TVGUR,Female,70,No,0,Stockton,95207,38.002125,-121.324979,0,9,None,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,Churned,Competitor,Competitor had better devices
0716-BQNDX,Male,77,No,0,Madera,93637,36.902954,-120.194274,0,57,None,Yes,2.21,Yes,Yes,Fiber Optic,11,Yes,No,No,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,93.75,5625.55,0,0,125.97,5751.52,Stayed,,
0719-SYFRB,Female,52,No,0,Norco,92860,33.925833,-117.559639,0,12,Offer D,Yes,36.24,Yes,Yes,DSL,30,Yes,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,61.65,713.75,0,0,434.88,1148.63,Churned,Competitor,Competitor offered higher download speeds
0722-SVSFK,Female,45,No,0,Half Moon Bay,94019,37.45567,-122.407992,0,7,None,Yes,39.02,No,Yes,Fiber Optic,25,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.4,715,0,0,273.14,988.14,Stayed,,
0722-TROQR,Female,68,No,0,Davis,95616,38.508735,-121.678813,0,4,None,Yes,26.23,Yes,Yes,Fiber Optic,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,321.75,0,0,104.92,426.67,Churned,Price,Lack of affordable download/upload speed
0723-DRCLG,Female,73,Yes,0,Fallbrook,92028,33.362575,-117.299644,1,1,None,Yes,31.27,Yes,Yes,Fiber Optic,11,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,74.45,74.45,0,10,31.27,115.72,Churned,Other,Don't know
0723-FDLAY,Male,54,No,0,Gold Run,95717,39.170376,-120.838404,0,44,Offer B,Yes,49.57,Yes,Yes,Cable,21,No,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,85.25,3704.15,0,100,2181.08,5985.23,Stayed,,
0723-VSOBE,Female,67,No,0,Dos Rios,95429,39.756049,-123.358701,0,45,Offer B,No,,,Yes,Cable,4,No,No,No,No,No,Yes,No,No,One Year,No,Bank Withdrawal,34.2,1596.6,0,0,0,1596.6,Stayed,,
0725-CXOTM,Female,29,No,0,Manteca,95337,37.750822,-121.238423,0,36,None,Yes,44.7,Yes,Yes,DSL,59,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,89.65,3348.1,0,0,1609.2,4957.3,Stayed,,
0727-BMPLR,Female,66,No,0,Fresno,93706,36.654614,-119.903674,0,55,None,Yes,37.38,Yes,Yes,Fiber Optic,7,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,100,5509.3,0,100,2055.9,7665.2,Churned,Competitor,Competitor offered higher download speeds
0727-BNRLG,Male,41,No,0,Los Angeles,90064,34.037251,-118.423573,0,69,Offer A,Yes,49.35,Yes,Yes,Fiber Optic,30,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,97.65,6743.55,0,0,3405.15,10148.7,Stayed,,
0727-IWKVK,Male,35,Yes,0,Yermo,92398,35.013299,-116.834092,0,9,Offer E,Yes,19.18,No,Yes,Fiber Optic,27,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.9,741.7,0,0,172.62,914.32,Churned,Price,Extra data charges
0730-BGQGF,Male,48,Yes,3,Grover Beach,93433,35.120833,-120.61843,1,71,Offer A,Yes,15.71,Yes,Yes,DSL,57,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,90.3,6287.3,0,100,1115.41,7502.71,Stayed,,
0730-KOAVE,Male,53,No,0,Redwood City,94062,37.410567,-122.297152,0,30,Offer C,Yes,41.66,Yes,Yes,Fiber Optic,28,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.3,2679.7,0,0,1249.8,3929.5,Stayed,,
0731-EBJQB,Female,24,Yes,0,Downey,90240,33.956228,-118.120993,3,52,Offer B,Yes,5.65,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,20.4,1090.65,0,0,293.8,1384.45,Stayed,,
0732-OCQOC,Female,30,Yes,0,Death Valley,92328,36.27688,-117.033326,10,52,Offer B,Yes,5.32,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,25.05,1270.25,0,0,276.64,1546.89,Stayed,,
0733-VUNUW,Male,43,No,0,San Francisco,94114,37.758085,-122.434801,0,24,None,Yes,8.99,Yes,Yes,DSL,5,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,55.65,1400.55,0,60,215.76,1676.31,Churned,Competitor,Competitor had better devices
0734-OXWBT,Male,44,No,1,Covina,91722,34.097345,-117.906736,0,3,Offer E,Yes,25.04,No,Yes,Cable,17,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,70.7,225.65,0,0,75.12,300.77,Joined,,
0739-UUAJR,Female,61,Yes,1,Mountain View,94040,37.380662,-122.086022,10,72,Offer A,No,,,Yes,Cable,14,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,53.8,3952.45,0,0,0,3952.45,Stayed,,
0742-LAFQK,Male,52,Yes,0,Fullerton,92833,33.877639,-117.961212,1,72,None,Yes,28.86,Yes,Yes,Fiber Optic,8,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99.15,7422.1,0,0,2077.92,9500.02,Stayed,,
0742-MOABM,Male,50,Yes,0,Fallbrook,92028,33.362575,-117.299644,2,4,None,Yes,9.67,No,Yes,Cable,22,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,50.05,179.35,0,0,38.68,218.03,Churned,Competitor,Competitor made better offer
0742-NXBGR,Female,64,No,0,Adin,96006,41.171578,-120.913161,0,1,Offer E,Yes,33.41,No,Yes,Fiber Optic,28,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,82.3,82.3,0,0,33.41,115.71,Churned,Competitor,Competitor had better devices
0743-HNPFG,Female,50,Yes,0,Butte City,95920,39.449794,-121.936372,2,51,None,Yes,17.95,No,Yes,DSL,14,Yes,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,69.75,3562.5,0,0,915.45,4477.95,Stayed,,
0743-HRVFF,Female,42,Yes,3,Bakersfield,93309,35.342891,-119.064803,4,51,None,No,,,Yes,DSL,76,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,56.15,2898.95,0,0,0,2898.95,Stayed,,
0744-BIKKF,Male,39,No,0,Mecca,92254,33.543835,-115.993906,0,72,Offer A,Yes,11.41,Yes,Yes,DSL,17,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,86.65,6224.8,0,0,821.52,7046.32,Stayed,,
0744-GKNGE,Female,31,Yes,2,Inglewood,90305,33.958134,-118.330905,0,64,Offer B,Yes,27.74,Yes,Yes,Fiber Optic,12,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.8,5327.25,0,0,1775.36,7102.61,Stayed,,
0746-JTRFU,Male,22,No,0,Kingsburg,93631,36.478239,-119.52137,0,2,Offer E,No,,,Yes,Cable,73,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,25.05,56.35,0,0,0,56.35,Churned,Dissatisfaction,Product dissatisfaction
0748-RDGGM,Male,38,Yes,0,Tarzana,91356,34.157137,-118.548511,1,70,None,Yes,39.63,No,Yes,Fiber Optic,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,109.5,7534.65,0,0,2774.1,10308.75,Churned,Price,Long distance charges
0749-IRGQE,Female,68,Yes,0,Buena Park,90621,33.874224,-117.993368,5,13,None,No,,,Yes,DSL,9,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,45.3,528.45,0,0,0,528.45,Stayed,,
0750-EBAIU,Male,43,No,0,Temecula,92590,33.475493,-117.219551,0,52,Offer B,Yes,31.31,No,Yes,Fiber Optic,12,Yes,No,Yes,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,91.25,4738.3,0,0,1628.12,6366.42,Stayed,,
0750-EKNGL,Male,44,No,0,Hyampom,96046,40.648024,-123.465088,0,7,Offer E,Yes,47.19,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.75,141.1,0,0,330.33,471.43,Stayed,,
0754-EEBDC,Male,25,Yes,1,Covina,91723,34.084747,-117.886844,1,4,Offer E,Yes,24.57,No,No,,,,,,,,,,,Two Year,No,Mailed Check,19.9,76.65,0,0,98.28,174.93,Stayed,,
0754-UKWQP,Male,63,No,0,Cool,95614,38.880622,-120.973865,0,2,None,Yes,37.43,No,Yes,Fiber Optic,18,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.85,197.7,0,0,74.86,272.56,Churned,Competitor,Competitor had better devices
0756-MPZRL,Male,35,No,0,Pauma Valley,92061,33.313828,-116.940501,0,46,Offer B,No,,,Yes,DSL,18,No,No,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,33.7,1537.85,0,0,0,1537.85,Stayed,,
0757-WCUUZ,Male,29,Yes,3,June Lake,93529,37.730269,-119.055813,1,54,Offer B,Yes,36.09,Yes,Yes,DSL,59,No,No,Yes,No,No,Yes,Yes,Yes,Two Year,No,Credit Card,63.35,3409.1,0,0,1948.86,5357.96,Stayed,,
0761-AETCS,Female,58,No,0,Colton,92324,34.030915,-117.273201,0,1,Offer E,Yes,25.62,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.3,19.3,0,0,25.62,44.92,Churned,Attitude,Attitude of support person
0769-MURVM,Female,44,Yes,2,Carmel Valley,93924,36.414611,-121.6386,5,72,Offer A,No,,,Yes,Cable,23,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,65.7,4575.35,0,0,0,4575.35,Stayed,,
0771-CHWSK,Male,56,No,0,Brawley,92227,33.03933,-115.191857,0,66,Offer A,Yes,45.57,Yes,Yes,DSL,11,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,74.6,4798.4,0,0,3007.62,7806.02,Stayed,,
0771-WLCLA,Female,49,Yes,1,Big Bear Lake,92315,34.242058,-116.89802,8,16,Offer D,Yes,46.45,Yes,Yes,Fiber Optic,12,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,112.95,1882.55,0,0,743.2,2625.75,Stayed,,
0772-GYEQQ,Male,33,No,0,Lodi,95240,38.123544,-121.159078,0,3,Offer E,Yes,49.4,No,Yes,Fiber Optic,10,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,88.35,262.05,0,0,148.2,410.25,Churned,Competitor,Competitor offered more data
0774-IFUVM,Male,19,Yes,2,Stockton,95202,37.959706,-121.287669,7,11,None,Yes,16.71,Yes,Yes,DSL,59,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,65.15,723.35,0,0,183.81,907.16,Stayed,,
0774-RMNUW,Female,44,Yes,1,Pala,92059,33.384345,-117.072619,6,71,Offer A,No,,,Yes,Cable,19,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,59.7,4122.65,0,0,0,4122.65,Stayed,,
0778-NELLA,Male,43,No,0,Anaheim,92805,33.830209,-117.906099,0,9,None,No,,,Yes,DSL,9,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,34.7,296.1,0,0,0,296.1,Churned,Competitor,Competitor offered higher download speeds
0780-XNZFN,Male,60,No,0,Oakland,94618,37.84551,-122.235181,0,57,None,Yes,1.69,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.65,1125.6,0,0,96.33,1221.93,Stayed,,
0781-LKXBR,Male,65,No,0,San Francisco,94102,37.7795,-122.419233,0,9,None,Yes,48.71,Yes,Yes,Fiber Optic,15,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.5,918.6,0,0,438.39,1356.99,Churned,Competitor,Competitor had better devices
0784-GTUUK,Male,26,Yes,0,Newman,95360,37.343846,-121.039391,6,62,None,Yes,32.28,Yes,No,,,,,,,,,,,One Year,Yes,Credit Card,23.75,1446.8,0,0,2001.36,3448.16,Stayed,,
0784-ZQJZX,Male,22,No,1,Spreckels,93962,36.624641,-121.647195,0,72,None,Yes,31.93,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.9,1529.65,0,0,2298.96,3828.61,Stayed,,
0786-IVLAW,Female,72,No,0,Valley Village,91607,34.165783,-118.399795,0,66,None,Yes,3.57,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,No,Bank Withdrawal,108.1,7238.6,0,0,235.62,7474.22,Stayed,,
0786-VSSUD,Male,68,No,0,San Diego,92123,32.808814,-117.134694,0,16,None,No,,,Yes,DSL,24,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,39,679.85,0,0,0,679.85,Churned,Competitor,Competitor had better devices
0787-LHDYT,Male,36,No,0,Carmel Valley,93924,36.414611,-121.6386,0,16,Offer D,Yes,33.44,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.6,330.25,0,0,535.04,865.29,Stayed,,
0788-DXBFY,Male,54,Yes,0,Tustin,92780,33.735802,-117.818805,3,58,Offer B,Yes,27.93,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.55,1108.8,0,0,1619.94,2728.74,Stayed,,
0793-TWELN,Female,27,No,0,Los Angeles,90026,34.078991,-118.263804,0,4,Offer E,Yes,6.5,Yes,Yes,Fiber Optic,73,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.15,319.85,0,0,26,345.85,Stayed,,
0794-YVSGE,Male,29,Yes,1,Pasadena,91101,34.146635,-118.139225,9,72,Offer A,Yes,27.16,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.3,1401.15,0,0,1955.52,3356.67,Stayed,,
0795-GMVQO,Male,36,Yes,0,San Diego,92105,32.741859,-117.090353,1,67,None,Yes,23.13,Yes,Yes,Fiber Optic,24,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,109.9,7332.4,0,0,1549.71,8882.11,Stayed,,
0795-LAFGP,Male,25,Yes,0,Fullerton,92835,33.902211,-117.914922,1,71,None,Yes,3.57,Yes,Yes,DSL,52,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,90.4,6668.05,0,0,253.47,6921.52,Stayed,,
0795-XCCTE,Male,80,No,0,Bishop,93514,37.04584,-118.397236,0,72,Offer A,Yes,26.01,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.4,1809.35,0,0,1872.72,3682.07,Stayed,,
0799-DDIHE,Female,24,Yes,3,Grenada,96038,41.599978,-122.539381,7,15,Offer D,Yes,24.27,No,Yes,Cable,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,46.3,639.45,0,0,364.05,1003.5,Stayed,,
0804-XBFBV,Female,49,No,1,Foothill Ranch,92610,33.698728,-117.67768,0,11,None,No,,,Yes,DSL,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.2,321.05,0,0,0,321.05,Stayed,,
0804-YGEQV,Female,59,Yes,1,Palm Desert,92211,33.762759,-116.324817,9,43,Offer B,Yes,28.03,Yes,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,24.45,993.15,41.33,0,1205.29,2157.11,Stayed,,
0807-ZABDG,Female,43,No,2,Woodland,95776,38.694081,-121.694431,0,3,Offer E,Yes,26.04,No,Yes,Cable,16,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,55.1,154.65,0,0,78.12,232.77,Churned,Competitor,Competitor offered higher download speeds
0810-BDHAW,Female,54,Yes,0,Chowchilla,93610,37.100948,-120.270136,4,24,None,Yes,31.62,Yes,Yes,DSL,12,Yes,Yes,No,No,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,78.4,1832.4,0,130,758.88,2721.28,Stayed,,
0810-DHDBD,Female,31,No,0,Rohnert Park,94928,38.34719,-122.697822,0,52,None,Yes,21.38,Yes,Yes,Cable,21,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,No,Credit Card,74,3877.65,0,0,1111.76,4989.41,Stayed,,
0811-GSDTP,Female,50,No,2,Alameda,94502,37.724817,-122.224363,0,13,None,No,,,Yes,Cable,19,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,30.15,382.2,0,10,0,392.2,Stayed,,
0812-WUPTB,Male,65,Yes,0,Corona Del Mar,92625,33.600987,-117.862734,1,1,Offer E,Yes,49.6,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,70.85,70.85,0,0,49.6,120.45,Churned,Price,Long distance charges
0813-TAXXS,Male,48,No,0,Alderpoint,95511,40.166028,-123.584144,0,55,None,Yes,26.3,Yes,Yes,DSL,23,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,77.8,4323.35,0,0,1446.5,5769.85,Stayed,,
0815-MFZGM,Female,54,Yes,0,Morgan Hill,95037,37.161544,-121.649371,9,42,None,Yes,1.31,No,Yes,Fiber Optic,17,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,99,4135,0,0,55.02,4190.02,Stayed,,
0816-TSPHQ,Male,35,No,0,Kettleman City,93239,35.996923,-120.000951,0,2,None,Yes,27.67,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.75,44.2,0,0,55.34,99.54,Joined,,
0817-HSUSE,Male,26,No,0,Altadena,91001,34.196837,-118.142236,0,1,None,Yes,5.63,No,Yes,Cable,52,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,75.5,75.5,0,0,5.63,81.13,Joined,,
0818-OCPZO,Male,80,No,0,Los Angeles,90059,33.927254,-118.249826,0,27,None,Yes,42.91,Yes,Yes,Fiber Optic,5,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.45,2122.05,0,0,1158.57,3280.62,Churned,Competitor,Competitor offered more data
0820-FNRNX,Male,48,Yes,3,Lafayette,94549,37.907777,-122.127161,1,17,Offer D,Yes,29.87,Yes,Yes,DSL,53,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,66.7,1077.05,0,0,507.79,1584.84,Stayed,,
0822-GAVAP,Female,19,No,0,Posey,93260,35.861928,-118.636698,0,2,Offer E,No,,,Yes,DSL,76,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,34.7,62.25,0,0,0,62.25,Churned,Competitor,Competitor made better offer
0822-QGCXA,Female,76,Yes,0,Los Angeles,90068,34.137411,-118.328915,5,27,Offer C,Yes,3.43,Yes,Yes,DSL,21,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,83.85,2310.2,0,0,92.61,2402.81,Stayed,,
0823-HSCDJ,Male,76,No,0,Temecula,92592,33.507255,-117.029473,0,52,None,No,,,Yes,DSL,18,No,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,49.15,2550.9,0,30,0,2580.9,Churned,Competitor,Competitor made better offer
0824-VWDPO,Female,58,No,0,Mckinleyville,95519,40.965011,-124.015255,0,45,None,Yes,1.57,Yes,Yes,Fiber Optic,30,Yes,Yes,No,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,96.75,4442.75,0,0,70.65,4513.4,Stayed,,
0825-CPPQH,Female,26,Yes,0,Laytonville,95454,39.806141,-123.531098,2,71,None,Yes,39.44,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.1,1372.45,0,0,2800.24,4172.69,Stayed,,
0827-ITJPH,Male,33,No,0,Los Angeles,90047,33.958149,-118.308441,0,36,Offer C,Yes,8.5,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,18.55,689,0,0,306,995,Stayed,,
0829-DDVLK,Female,58,No,0,Orange,92866,33.784597,-117.844535,0,15,None,Yes,9.74,No,No,,,,,,,,,,,One Year,No,Credit Card,20.1,302.45,0,0,146.1,448.55,Stayed,,
0829-XXPLX,Female,48,No,0,Cutler,93615,36.497895,-119.285484,0,20,None,Yes,30.52,No,Yes,Fiber Optic,21,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.4,1871.15,0,0,610.4,2481.55,Stayed,,
0831-JNISG,Male,52,Yes,2,San Jose,95148,37.339533,-121.777179,9,71,Offer A,Yes,23.34,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.8,1396.25,0,0,1657.14,3053.39,Stayed,,
0835-DUUIQ,Female,55,No,0,Alameda,94501,37.774633,-122.274434,0,24,None,Yes,47.31,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,21.05,531.55,0,0,1135.44,1666.99,Stayed,,
0835-JKADZ,Female,29,No,0,San Francisco,94107,37.768881,-122.395521,0,71,None,Yes,41.92,Yes,Yes,Fiber Optic,53,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,111.25,7984.15,0,0,2976.32,10960.47,Stayed,,
0836-SEYLU,Male,64,Yes,0,San Diego,92128,33.000269,-117.072093,2,9,Offer E,No,,,Yes,DSL,26,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Mailed Check,40.65,328.95,0,0,0,328.95,Churned,Competitor,Competitor had better devices
0839-JTCUD,Female,31,Yes,0,Mission Viejo,92691,33.611945,-117.665867,9,66,None,Yes,36.36,Yes,Yes,Cable,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,89.9,5958.85,0,0,2399.76,8358.61,Stayed,,
0839-QNXME,Female,35,No,0,Surfside,90743,33.728273,-118.085304,0,30,None,Yes,9.27,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.4,578.5,0,0,278.1,856.6,Stayed,,
0840-DCNZE,Male,33,No,0,Newport Beach,92661,33.601309,-117.902304,0,47,Offer B,Yes,36.78,No,Yes,DSL,25,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,-2,4138.9,0,0,1728.66,5867.56,Stayed,,
0840-DFEZH,Female,63,No,0,Los Angeles,90036,34.070291,-118.349191,0,7,None,Yes,25.17,Yes,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.35,564.65,0,0,176.19,740.84,Stayed,,
0841-NULXI,Male,38,No,0,Stockton,95209,38.044523,-121.348048,0,1,None,No,,,Yes,DSL,26,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,35.55,35.55,0,0,0,35.55,Churned,Other,Don't know
0842-IWYCP,Female,19,No,0,Helendale,92342,34.757783,-117.33997,0,46,None,Yes,40.32,No,Yes,Cable,51,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.95,2168.9,0,0,1854.72,4023.62,Stayed,,
0843-WTBXE,Male,38,No,0,San Diego,92126,32.886925,-117.152162,0,53,None,Yes,16.43,Yes,Yes,Fiber Optic,29,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,85.45,4517.25,0,0,870.79,5388.04,Churned,Other,Don't know
0847-HGRML,Male,44,No,2,North Palm Springs,92258,33.906496,-116.569499,0,62,None,Yes,24.48,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20,1250.1,0,0,1517.76,2767.86,Stayed,,
0848-SOMKO,Male,23,No,0,Shingle Springs,95682,38.598936,-120.963092,0,70,None,No,,,Yes,DSL,26,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,48.4,3442.8,0,0,0,3442.8,Stayed,,
0848-ZGQIJ,Female,56,Yes,0,Saratoga,95070,37.257772,-122.051824,3,16,Offer D,Yes,10.5,No,Yes,Fiber Optic,2,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.65,1461.15,0,0,168,1629.15,Stayed,,
0851-DFJKB,Female,57,No,0,Concord,94518,37.950248,-122.022455,0,15,None,Yes,30.54,No,Yes,DSL,11,Yes,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,58.95,955.15,0,0,458.1,1413.25,Stayed,,
0853-NWIFK,Female,27,No,0,Woodacre,94973,38.005839,-122.638155,0,45,None,Yes,1.03,No,Yes,Fiber Optic,47,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.3,4483.95,0,0,46.35,4530.3,Stayed,,
0853-TWRVK,Male,59,Yes,0,North Hollywood,91606,34.187599,-118.387125,5,72,None,Yes,6.15,Yes,Yes,Fiber Optic,5,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,105.6,7581.5,0,0,442.8,8024.3,Stayed,,
0854-UYHZD,Female,21,Yes,3,West Covina,91792,34.024405,-117.898722,1,13,None,Yes,42.23,No,No,,,,,,,,,,,Two Year,No,Mailed Check,19.55,265.3,0,0,548.99,814.29,Stayed,,
0856-NAOES,Male,29,No,0,Concord,94519,37.990118,-122.012188,0,6,Offer E,Yes,45.67,No,Yes,DSL,71,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,60.9,414.1,0,0,274.02,688.12,Stayed,,
0859-YGKFW,Male,56,Yes,3,Olivehurst,95961,39.082568,-121.55325,1,18,Offer D,Yes,28.06,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.05,345.9,0,0,505.08,850.98,Stayed,,
0862-PRCBS,Female,32,Yes,3,San Francisco,94132,37.722302,-122.491129,6,68,None,Yes,16.09,Yes,Yes,Fiber Optic,53,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,103.75,7039.45,0,0,1094.12,8133.57,Stayed,,
0864-FVJNJ,Female,63,Yes,1,Trinidad,95570,41.162295,-124.027381,1,64,Offer B,Yes,6.83,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,113.35,7222.75,0,20,437.12,7679.87,Stayed,,
0866-QLSIR,Female,53,No,0,Garden Grove,92843,33.764018,-117.931507,0,34,Offer C,Yes,34.41,Yes,Yes,DSL,4,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Mailed Check,64.4,2088.75,0,0,1169.94,3258.69,Churned,Attitude,Attitude of support person
0867-LDTTC,Male,51,No,0,Sacramento,95830,38.490508,-121.284171,0,5,None,Yes,45.69,No,Yes,Cable,4,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,75.15,392.65,0,0,228.45,621.1,Stayed,,
0867-MKZVY,Female,26,Yes,1,Altadena,91001,34.196837,-118.142236,5,20,None,Yes,36.6,Yes,Yes,Fiber Optic,51,Yes,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,82.4,1592.35,33.43,0,732,2290.92,Churned,Price,Price too high
0868-VJRDR,Male,61,Yes,0,Cassel,96016,40.936285,-121.572692,1,64,None,Yes,4.76,No,Yes,Fiber Optic,8,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,104.05,6605.55,0,0,304.64,6910.19,Stayed,,
0869-PAPRP,Female,68,Yes,0,Pixley,93256,35.957019,-119.330928,4,26,None,Yes,46.24,No,Yes,Fiber Optic,4,No,No,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,85.7,2067,0,0,1202.24,3269.24,Stayed,,
0870-VEMYL,Female,34,No,0,Columbia,95310,38.085839,-120.37855,0,5,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,Churned,Competitor,Competitor offered higher download speeds
0871-OPBXW,Female,57,No,0,Escondido,92027,33.141265,-116.967221,0,2,Offer E,Yes,6.85,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,20.05,39.25,0,0,13.7,52.95,Joined,,
0871-URUWO,Male,36,Yes,0,Sheep Ranch,95250,38.244806,-120.417301,1,13,None,Yes,30.55,Yes,Yes,Fiber Optic,28,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,102.25,1359,0,0,397.15,1756.15,Churned,Competitor,Competitor had better devices
0872-CASZJ,Male,30,Yes,0,Hamilton City,95951,39.732767,-122.042298,1,59,Offer B,Yes,20.5,Yes,Yes,Cable,53,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,69.1,4096.9,0,0,1209.5,5306.4,Stayed,,
0872-JCPIB,Male,47,No,0,Pinecrest,95364,38.224869,-119.755729,0,17,Offer D,Yes,47.45,Yes,Yes,DSL,5,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,65.75,1111.2,0,0,806.65,1917.85,Stayed,,
0872-NXJYS,Female,40,No,0,West Hollywood,90069,34.093781,-118.381061,0,9,None,Yes,45.41,No,Yes,Fiber Optic,23,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.55,723.4,0,0,408.69,1132.09,Churned,Competitor,Competitor offered more data
0875-CABNR,Female,70,No,0,San Luis Obispo,93401,35.233745,-120.626442,0,10,None,Yes,16.85,No,Yes,Fiber Optic,30,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,84.6,865.55,0,0,168.5,1034.05,Churned,Attitude,Attitude of support person
0876-WDUUZ,Female,62,No,0,Pine Grove,95665,38.400264,-120.641274,0,5,Offer E,Yes,43.51,No,Yes,Fiber Optic,17,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.4,425.9,0,0,217.55,643.45,Churned,Price,Long distance charges
0877-SDMBN,Female,20,No,0,San Diego,92126,32.886925,-117.152162,0,54,None,Yes,43.47,Yes,Yes,Fiber Optic,82,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.95,5639.05,0,0,2347.38,7986.43,Churned,Competitor,Competitor made better offer
0880-FVFWF,Male,32,No,0,Livermore,94550,37.571748,-121.659562,0,56,Offer B,Yes,37.15,Yes,Yes,Fiber Optic,13,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.4,4922.4,0,0,2080.4,7002.8,Stayed,,
0880-TKATG,Male,21,Yes,0,Lucerne Valley,92356,34.508417,-116.856103,3,4,Offer E,Yes,9.56,Yes,Yes,Fiber Optic,48,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,101.15,385.9,0,0,38.24,424.14,Churned,Competitor,Competitor had better devices
0883-EIBTI,Female,23,No,0,Clarksburg,95612,38.384648,-121.578701,0,2,None,Yes,28.02,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.5,31.55,0,0,56.04,87.59,Churned,Dissatisfaction,Limited range of services
0885-HMGPY,Male,55,No,0,Honeydew,95545,40.342928,-124.063329,0,62,Offer B,Yes,41.13,Yes,Yes,Cable,12,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,69.4,4237.5,0,0,2550.06,6787.56,Stayed,,
0886-QGENL,Female,72,Yes,0,San Diego,92104,32.741499,-117.127409,1,27,None,Yes,45.82,No,Yes,Fiber Optic,13,Yes,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,101.25,2754.45,0,0,1237.14,3991.59,Churned,Attitude,Attitude of service provider
0887-HJGAR,Male,57,No,0,Coalinga,93210,36.186867,-120.387793,0,1,Offer E,Yes,5.55,No,Yes,DSL,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,45.7,45.7,0,0,5.55,51.25,Churned,Competitor,Competitor offered higher download speeds
0887-WBJVH,Female,29,Yes,0,Cressey,95312,37.420273,-120.66527,1,53,Offer B,Yes,38.35,No,Yes,Fiber Optic,82,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,93.45,4872.2,0,0,2032.55,6904.75,Stayed,,
0895-DQHEW,Male,47,Yes,0,Burney,96013,40.946785,-121.719489,1,54,None,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,Churned,Competitor,Competitor offered more data
0895-LMRSF,Male,34,No,0,Imperial Beach,91932,32.579134,-117.119009,0,23,None,Yes,46.4,No,Yes,Cable,23,No,No,No,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,64.9,1509.8,0,130,1067.2,2707,Stayed,,
0895-LNKRC,Male,53,Yes,3,El Monte,91732,34.074492,-118.01462,10,6,Offer E,Yes,1.57,No,No,,,,,,,,,,,One Year,No,Credit Card,19.45,113.5,0,0,9.42,122.92,Stayed,,
0895-UADGO,Male,46,No,0,River Pines,95675,38.545775,-120.743325,0,8,None,No,,,Yes,Cable,4,Yes,No,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Mailed Check,44.55,343.45,0,0,0,343.45,Stayed,,
0897-FEGMU,Female,43,Yes,0,Los Angeles,90048,34.072945,-118.37267,1,11,Offer D,Yes,31.08,Yes,Yes,Fiber Optic,26,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.5,1056.95,0,0,341.88,1398.83,Churned,Dissatisfaction,Network reliability
0898-XCGTF,Male,46,Yes,0,Los Angeles,90039,34.110845,-118.259595,1,61,None,Yes,21.96,Yes,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,96.5,5673.7,0,0,1339.56,7013.26,Stayed,,
0899-LIIBW,Male,21,Yes,0,Forks Of Salmon,96031,41.232128,-123.194748,8,34,None,Yes,33.55,Yes,Yes,Fiber Optic,41,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,100.85,3527.3,0,0,1140.7,4668,Stayed,,
0899-WZRSD,Male,31,No,0,Marina Del Rey,90292,33.977468,-118.445475,0,56,None,Yes,37.99,Yes,Yes,Fiber Optic,24,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,105.35,5794.45,0,0,2127.44,7921.89,Stayed,,
0902-RFHOF,Male,38,No,0,Loomis,95650,38.809175,-121.171375,0,38,None,Yes,22.23,No,No,,,,,,,,,,,One Year,No,Credit Card,20.1,730.1,0,0,844.74,1574.84,Stayed,,
0902-XKXPN,Male,29,Yes,1,Redding,96001,40.587919,-122.464732,2,69,None,Yes,23.55,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.2,1376.5,0,0,1624.95,3001.45,Stayed,,
0906-QVPMS,Male,29,Yes,0,Monterey,93940,36.362741,-121.869685,4,72,Offer A,Yes,35.71,Yes,Yes,Fiber Optic,58,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,115.15,8349.45,0,0,2571.12,10920.57,Stayed,,
0907-HQNTS,Female,74,Yes,0,Pittsburg,94565,38.006047,-121.916834,8,70,Offer A,Yes,46.2,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,113,7987.6,0,0,3234,11221.6,Stayed,,
0909-SDHNU,Female,33,No,2,Los Angeles,90036,34.070291,-118.349191,0,7,None,No,,,Yes,Cable,19,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,29.8,201.95,0,0,0,201.95,Stayed,,
0909-SELIE,Male,53,Yes,0,Clearlake Oaks,95423,39.07116,-122.598542,1,61,None,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,Stayed,,
0913-XWSCN,Male,29,Yes,2,Sun City,92585,33.739412,-117.173334,1,55,Offer B,Yes,41.89,Yes,Yes,Fiber Optic,52,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,85.5,4713.4,0,0,2303.95,7017.35,Stayed,,
0916-KNFAJ,Male,37,Yes,0,San Jose,95133,37.371862,-121.860349,1,61,Offer B,Yes,4.69,Yes,Yes,Cable,4,Yes,No,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,69.9,4226.7,0,0,286.09,4512.79,Stayed,,
0916-QOFDP,Female,79,Yes,1,Randsburg,93554,35.405722,-117.773354,5,14,None,Yes,14.39,Yes,Yes,Fiber Optic,30,No,No,No,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,95.8,1346.3,0,0,201.46,1547.76,Stayed,,
0917-EZOLA,Male,66,Yes,0,Lakewood,90713,33.847755,-118.112532,0,72,None,Yes,6.03,Yes,Yes,Fiber Optic,2,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,104.15,7689.95,0,0,434.16,8124.11,Churned,Price,Extra data charges
0921-OHLVP,Male,35,No,0,Paradise,95969,39.69676,-121.644379,0,22,Offer D,Yes,11.46,Yes,Yes,Fiber Optic,16,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,83.05,1799.3,0,0,252.12,2051.42,Stayed,,
0923-PNFUB,Female,55,No,0,Westlake Village,91361,34.130992,-118.894673,0,3,Offer E,Yes,46.36,No,Yes,Fiber Optic,4,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,83.75,247.25,0,0,139.08,386.33,Churned,Attitude,Attitude of support person
0924-BJCRC,Female,70,Yes,0,Felton,95018,37.089111,-122.062213,6,60,Offer B,Yes,24.68,Yes,Yes,Fiber Optic,19,No,Yes,No,No,No,Yes,No,No,Two Year,No,Bank Withdrawal,89.45,5294.6,0,10,1480.8,6785.4,Stayed,,
0925-VYDLG,Female,40,No,0,Ludlow,92338,34.702766,-116.093376,0,3,None,Yes,17.87,Yes,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.25,242,0,0,53.61,295.61,Churned,Attitude,Attitude of service provider
0927-CNGRH,Male,42,No,3,Alta,95701,39.218096,-120.79153,0,1,None,Yes,30.63,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.55,19.55,0,0,30.63,50.18,Joined,,
0927-LCSMG,Male,23,No,0,San Jose,95129,37.305622,-122.000887,0,7,Offer E,Yes,21.58,No,Yes,Fiber Optic,71,No,No,Yes,No,No,No,Yes,No,Month-to-Month,No,Mailed Check,74.65,544.55,0,10,151.06,705.61,Churned,Competitor,Competitor offered more data
0928-JMXNP,Male,78,Yes,0,Los Molinos,96055,40.059385,-122.091481,3,4,Offer E,No,,,Yes,DSL,5,No,No,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,29.9,118.25,0,0,0,118.25,Stayed,,
0928-XUTSN,Female,22,No,0,Brawley,92227,33.03933,-115.191857,0,13,None,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,Stayed,,
0929-HYQEW,Male,20,No,0,Oakland,94601,37.776523,-122.219268,0,3,None,Yes,17.42,No,Yes,DSL,59,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.15,160.85,0,0,52.26,213.11,Joined,,
0929-PECLO,Female,74,No,0,Klamath,95548,41.572813,-124.035011,0,63,Offer B,Yes,41.8,Yes,Yes,Fiber Optic,16,No,No,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,89.6,5538.8,0,0,2633.4,8172.2,Stayed,,
0930-EHUZA,Female,33,No,0,Calpine,96124,39.672813,-120.456699,0,36,None,Yes,44.87,No,Yes,Cable,8,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,76.35,2606.35,0,0,1615.32,4221.67,Stayed,,
0931-MHTEM,Female,36,No,0,Big Bar,96010,40.775272,-123.287414,0,54,None,Yes,34.27,No,Yes,Fiber Optic,20,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,100.05,5299.65,0,0,1850.58,7150.23,Stayed,,
0932-YIXYU,Female,50,No,0,Dos Palos,93620,37.045728,-120.630682,0,47,None,Yes,8.85,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.25,1029.8,0,0,415.95,1445.75,Stayed,,
0936-NQLJU,Female,40,Yes,0,Mokelumne Hill,95245,38.304194,-120.592431,9,41,Offer B,Yes,8.44,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.65,875.55,0,0,346.04,1221.59,Stayed,,
0939-EREMR,Female,40,No,1,Chico,95973,39.903272,-121.843567,0,13,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,Stayed,,
0939-YAPAF,Female,44,No,0,Santa Ana,92701,33.748478,-117.858918,0,35,Offer C,Yes,10.49,Yes,Yes,Fiber Optic,17,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.25,3527.6,0,0,367.15,3894.75,Churned,Competitor,Competitor offered higher download speeds
0940-OUQEC,Male,54,No,0,Winters,95694,38.578604,-122.024579,0,10,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,Churned,Competitor,Competitor offered more data
0942-KOWSM,Female,24,Yes,0,Hesperia,92345,34.361387,-117.337509,4,30,Offer C,Yes,15.94,No,Yes,DSL,53,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,80.8,2369.3,0,0,478.2,2847.5,Stayed,,
0943-ZQPXH,Male,46,Yes,1,Vacaville,95688,38.419088,-122.024568,2,44,None,Yes,26.25,No,Yes,Fiber Optic,25,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92.95,4122.9,0,0,1155,5277.9,Stayed,,
0945-TSONX,Female,22,Yes,0,Encino,91436,34.152875,-118.486056,6,47,Offer B,Yes,29.15,Yes,Yes,DSL,52,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,85.3,4107.25,0,130,1370.05,5607.3,Stayed,,
0946-CLJTI,Male,67,Yes,0,Palmdale,93551,34.613476,-118.256358,1,58,Offer B,Yes,3.18,Yes,Yes,Fiber Optic,5,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.7,5812.6,0,0,184.44,5997.04,Churned,Competitor,Competitor had better devices
0946-FKYTX,Male,42,No,0,Tulare,93274,36.185471,-119.375243,0,52,Offer B,No,,,Yes,Cable,14,No,Yes,No,No,No,No,No,Yes,One Year,No,Mailed Check,30.1,1623.4,11.72,0,0,1611.68,Stayed,,
0947-IDHRQ,Female,21,No,0,Woodland Hills,91367,34.178068,-118.615714,0,7,None,Yes,39.21,No,Yes,Fiber Optic,42,No,No,No,No,Yes,No,Yes,No,Month-to-Month,Yes,Mailed Check,80.3,526.7,0,10,274.47,811.17,Churned,Competitor,Competitor made better offer
0947-MUGVO,Male,71,Yes,0,Jolon,93928,35.930782,-121.189757,1,20,None,Yes,5.37,No,Yes,Fiber Optic,24,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.65,1463.5,0,0,107.4,1570.9,Churned,Competitor,Competitor had better devices
0952-KMEEH,Male,46,No,0,Mountain View,94043,37.419725,-122.062947,0,13,None,Yes,3.36,Yes,Yes,Fiber Optic,15,Yes,No,No,No,Yes,Yes,Yes,No,Month-to-Month,No,Mailed Check,98.15,1230.25,0,40,43.68,1313.93,Churned,Price,Long distance charges
0953-LGOVU,Male,19,Yes,3,Clearlake,95422,38.965804,-122.631779,7,12,Offer D,No,,,Yes,DSL,73,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,35.5,432.25,0,0,0,432.25,Stayed,,
0956-ACVZC,Female,23,No,0,Novato,94947,38.112166,-122.634384,0,54,None,Yes,48.97,No,Yes,Fiber Optic,42,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,94.1,5060.9,0,140,2644.38,7845.28,Stayed,,
0956-SYCWG,Female,61,No,0,Agoura Hills,91301,34.129058,-118.759788,0,13,Offer D,Yes,33.13,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.65,244.8,0,0,430.69,675.49,Stayed,,
0958-YHXGP,Female,25,No,0,Oakland,94621,37.750553,-122.197175,0,7,None,Yes,30.99,No,Yes,Fiber Optic,42,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.9,497.3,0,0,216.93,714.23,Stayed,,
0959-WHOKV,Male,28,No,0,Covina,91724,34.08111,-117.853935,0,42,Offer B,Yes,6.42,Yes,Yes,Fiber Optic,48,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99,4298.45,0,0,269.64,4568.09,Stayed,,
0960-HUWBM,Male,40,Yes,3,Pleasant Grove,95668,38.833554,-121.498102,0,65,Offer B,Yes,39.52,Yes,Yes,Fiber Optic,57,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.1,6700.05,0,0,2568.8,9268.85,Stayed,,
0961-ZWLVI,Male,35,No,3,Rancho Cordova,95670,38.602723,-121.279913,0,49,None,Yes,4.76,Yes,Yes,Fiber Optic,58,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,109.2,5290.45,0,0,233.24,5523.69,Stayed,,
0962-CQPWQ,Female,57,Yes,2,Alameda,94502,37.724817,-122.224363,1,62,None,Yes,2.41,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.3,1296.15,0,0,149.42,1445.57,Stayed,,
0963-ZBDRN,Male,45,No,0,Claremont,91711,34.127621,-117.717863,0,32,None,Yes,25.21,No,Yes,Fiber Optic,26,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.2,3183.4,0,0,806.72,3990.12,Churned,Attitude,Attitude of support person
0967-BMLBD,Female,37,Yes,1,Hornitos,95325,37.479926,-120.230424,8,11,Offer D,Yes,49.19,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20,196.35,0,0,541.09,737.44,Stayed,,
0968-GSIKN,Female,23,No,0,Thousand Palms,92276,33.849263,-116.382778,0,1,Offer E,Yes,30.6,No,Yes,Fiber Optic,27,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Mailed Check,70.8,70.8,0,0,30.6,101.4,Churned,Competitor,Competitor made better offer
0969-RGKCU,Male,31,Yes,1,Woodland Hills,91367,34.178068,-118.615714,1,37,None,Yes,43.68,No,No,,,,,,,,,,,One Year,No,Credit Card,19.8,677.05,29.21,0,1616.16,2264,Stayed,,
0970-ETWGE,Male,38,No,0,Bodfish,93205,35.523991,-118.400432,0,1,Offer E,Yes,42.46,No,Yes,Cable,27,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.55,89.55,0,0,42.46,132.01,Churned,Competitor,Competitor had better devices
0970-QXPXW,Female,28,No,0,Monrovia,91016,34.1528,-118.000482,0,1,None,Yes,42.42,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.65,19.65,0,0,42.42,62.07,Joined,,
0971-QIFJK,Female,57,Yes,0,Soquel,95073,37.023669,-121.946461,10,69,Offer A,Yes,39.78,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.25,1641.8,45.75,0,2744.82,4340.87,Stayed,,
0973-KYVNF,Female,59,Yes,0,Castaic,91384,34.506627,-118.699048,6,72,None,Yes,43.12,No,Yes,Cable,22,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,70.65,5011.15,0,0,3104.64,8115.79,Stayed,,
0975-UYDTX,Female,46,Yes,0,Glendale,91207,34.182378,-118.262922,1,26,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,Stayed,,
0975-VOOVL,Female,34,No,0,Agoura Hills,91301,34.129058,-118.759788,0,3,None,No,,,Yes,DSL,22,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,29.2,98.5,0,0,0,98.5,Joined,,
0979-MOZQI,Male,61,Yes,0,Monterey,93940,36.362741,-121.869685,6,62,None,No,,,Yes,Cable,4,No,No,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,39,2337.45,0,0,0,2337.45,Stayed,,
0979-PHULV,Male,30,Yes,0,San Diego,92122,32.85723,-117.209774,2,69,Offer A,Yes,48.8,Yes,Yes,Fiber Optic,26,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.45,7007.6,0,0,3367.2,10374.8,Churned,Competitor,Competitor made better offer
0980-FEXWF,Male,32,Yes,1,Fiddletown,95629,38.513484,-120.704613,4,26,Offer C,Yes,4.62,No,Yes,DSL,19,No,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,50.35,1285.8,0,0,120.12,1405.92,Stayed,,
0980-PVMRC,Female,27,Yes,3,Squaw Valley,93675,36.719141,-119.202677,0,40,None,No,,,Yes,DSL,52,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.85,2036.55,0,0,0,2036.55,Stayed,,
0983-TATYJ,Female,42,Yes,0,Santa Ynez,93460,34.630356,-120.032564,7,33,None,Yes,48.09,No,Yes,DSL,9,No,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,51.45,1758.9,0,0,1586.97,3345.87,Stayed,,
0988-AADSA,Female,40,Yes,2,Forbestown,95941,39.531028,-121.24807,5,72,Offer A,Yes,9.72,Yes,Yes,Cable,15,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Two Year,No,Bank Withdrawal,80.85,5824.75,0,10,699.84,6534.59,Stayed,,
0988-JRWWP,Female,50,No,0,Wilseyville,95257,38.392686,-120.415951,0,3,None,Yes,41.38,No,Yes,DSL,5,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.2,140.4,0,0,124.14,264.54,Joined,,
0991-BRRFB,Male,31,No,0,Corona,92883,33.762351,-117.488725,0,18,None,Yes,20.86,No,Yes,DSL,3,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,49.4,874.8,0,0,375.48,1250.28,Churned,Other,Deceased
0993-OSGPT,Female,78,Yes,0,Junction City,96048,40.913192,-123.06597,2,68,None,Yes,40.55,No,Yes,DSL,20,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,60.65,3975.9,0,0,2757.4,6733.3,Stayed,,
0997-YTLNY,Female,59,No,2,Escondido,92029,33.079834,-117.134275,0,19,Offer D,Yes,4.03,No,Yes,Cable,26,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,48.8,953.65,0,0,76.57,1030.22,Stayed,,
0999-QXNSA,Male,72,No,1,Los Angeles,90029,34.089953,-118.294824,0,7,None,Yes,41.14,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,45.75,344.2,29,0,287.98,603.18,Stayed,,
1000-AJSLD,Male,25,No,0,San Diego,92121,32.898613,-117.202937,0,1,None,Yes,4.11,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,20.1,20.1,0,0,4.11,24.21,Churned,Competitor,Competitor made better offer
1004-NOZNR,Male,71,No,2,Glen Ellen,95442,38.368744,-122.522642,0,56,Offer B,Yes,10.57,No,Yes,Fiber Optic,28,Yes,No,No,No,Yes,Yes,No,Yes,One Year,No,Credit Card,94.8,5264.3,0,0,591.92,5856.22,Stayed,,
1009-IRMNA,Female,27,No,0,Port Hueneme,93041,34.110124,-119.100972,0,7,Offer E,Yes,16.04,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20,137.6,0,0,112.28,249.88,Churned,Attitude,Attitude of support person
1010-DIAUQ,Male,54,No,0,San Diego,92122,32.85723,-117.209774,0,5,Offer E,Yes,20.86,No,Yes,Fiber Optic,8,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,96.5,492.55,0,0,104.3,596.85,Churned,Competitor,Competitor made better offer
1013-QCWAM,Female,73,Yes,0,Garden Grove,92841,33.786738,-117.982564,0,66,Offer A,Yes,28.06,Yes,Yes,Fiber Optic,20,No,Yes,No,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,100.8,6690.75,0,0,1851.96,8542.71,Stayed,,
1015-JPFYW,Male,47,No,2,Clements,95227,38.227285,-121.02789,0,7,None,Yes,49.16,No,No,,,,,,,,,,,One Year,No,Credit Card,19.45,136.75,0,0,344.12,480.87,Stayed,,
1015-OWJKI,Male,46,No,0,Lawndale,90260,33.88856,-118.351813,0,1,None,Yes,5.02,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.05,19.05,0,0,5.02,24.07,Joined,,
1016-DJTSV,Male,66,No,0,Santee,92071,32.847336,-116.997605,0,8,Offer E,Yes,41.85,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,69.7,572.85,0,0,334.8,907.65,Stayed,,
1017-FBQMM,Female,47,Yes,2,Acampo,95220,38.200231,-121.235034,8,62,Offer B,Yes,15.05,Yes,Yes,Fiber Optic,23,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,106.05,6703.5,0,0,933.1,7636.6,Stayed,,
1020-JPQOW,Female,63,Yes,0,Angwin,94508,38.542448,-122.419923,1,56,None,Yes,2.8,Yes,Yes,Fiber Optic,20,No,Yes,Yes,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,90.55,5116.6,0,40,156.8,5313.4,Stayed,,
1022-RKXDR,Female,38,No,0,South El Monte,91733,34.04622,-118.053753,0,41,None,Yes,32.66,Yes,No,,,,,,,,,,,One Year,Yes,Mailed Check,24.85,962.25,0,0,1339.06,2301.31,Stayed,,
1023-BQXZE,Male,30,No,0,Stockton,95203,37.954089,-121.329761,0,57,None,Yes,24.67,No,Yes,DSL,42,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,74.35,4317.35,0,0,1406.19,5723.54,Stayed,,
1024-GUALD,Female,29,Yes,0,Glendale,91207,34.182378,-118.262922,4,1,Offer E,No,,,Yes,DSL,29,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,-4,24.8,0,0,0,24.8,Churned,Dissatisfaction,Product dissatisfaction
1024-KPRBB,Female,63,No,0,San Diego,92101,32.72523,-117.171346,0,38,Offer C,Yes,30.09,No,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,Yes,No,One Year,Yes,Mailed Check,89.1,3342,0,90,1143.42,4575.42,Stayed,,
1024-VRZHF,Male,39,Yes,0,San Diego,92117,32.825086,-117.199424,1,11,Offer D,Yes,21.58,Yes,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,-7,825.7,0,0,237.38,1063.08,Churned,Competitor,Competitor made better offer
1025-FALIX,Female,49,No,0,Nicolaus,95659,38.788898,-121.608624,0,26,None,Yes,37.51,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.05,1815.65,0,0,975.26,2790.91,Stayed,,
1027-LKKQQ,Female,35,Yes,3,Plymouth,95669,38.489273,-120.891614,3,72,None,Yes,12.96,No,Yes,DSL,56,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,80.45,5886.85,0,0,933.12,6819.97,Stayed,,
1028-FFNJK,Male,79,Yes,0,Burbank,91504,34.213049,-118.317651,1,30,Offer C,Yes,48.02,Yes,Yes,Fiber Optic,24,No,No,No,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,101.5,2917.65,0,0,1440.6,4358.25,Stayed,,
1029-QFBEN,Male,27,No,0,San Diego,92129,32.961064,-117.134917,0,1,None,Yes,38.44,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.55,19.55,0,0,38.44,57.99,Churned,Competitor,Competitor made better offer
1031-IIDEO,Female,51,No,0,Sierra City,96125,39.600599,-120.636358,0,1,Offer E,Yes,27.05,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.85,70.85,0,0,27.05,97.9,Churned,Dissatisfaction,Network reliability
1032-MAELW,Female,57,Yes,3,Fresno,93703,36.768774,-119.762633,8,68,None,Yes,7.47,Yes,Yes,DSL,29,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,78.45,5333.35,0,0,507.96,5841.31,Stayed,,
1035-IPQPU,Female,77,Yes,0,Parker Dam,92267,34.273872,-114.192901,2,63,None,Yes,18.14,Yes,Yes,Fiber Optic,2,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.5,6479.4,0,0,1142.82,7622.22,Stayed,,
1036-GUDCL,Male,59,Yes,3,Oak Park,91377,34.19225,-118.776874,1,60,None,Yes,39.76,No,Yes,DSL,76,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,-9,4663.4,0,0,2385.6,7049,Stayed,,
1038-RQOST,Male,43,Yes,2,Zenia,95595,40.170357,-123.417298,6,19,Offer D,Yes,4.7,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.6,414.95,0,0,89.3,504.25,Stayed,,
1038-ZAGBI,Female,59,Yes,0,Fresno,93711,36.833002,-119.82947,1,12,None,Yes,37.65,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.8,229.6,0,0,451.8,681.4,Churned,Attitude,Attitude of support person
1041-RXHRA,Female,25,No,0,Guatay,91931,32.857946,-116.561917,0,41,None,Yes,40.78,No,Yes,Fiber Optic,41,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,70.25,2868.05,0,0,1671.98,4540.03,Churned,Attitude,Attitude of support person
1042-HFUCW,Female,37,No,1,Cobb,95426,38.838088,-122.73203,0,25,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,Stayed,,
1043-UXOVO,Female,25,No,0,Sacramento,95830,38.490508,-121.284171,0,71,Offer A,Yes,28.4,Yes,Yes,Fiber Optic,76,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,113.15,7993.3,0,0,2016.4,10009.7,Stayed,,
1043-YCUTE,Male,19,Yes,0,Hayward,94544,37.639215,-122.037554,1,56,Offer B,Yes,13.2,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.15,1327.15,0,0,739.2,2066.35,Churned,Dissatisfaction,Service dissatisfaction
1045-LTCYT,Female,54,Yes,3,San Jose,95118,37.255479,-121.889838,5,8,None,Yes,43.05,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,21.05,139.75,0,0,344.4,484.15,Stayed,,
1047-NNCBF,Male,56,No,0,San Jose,95123,37.238758,-121.828375,0,20,None,Yes,3.8,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,70.55,1493.55,17.6,0,76,1551.95,Stayed,,
1047-RNXZV,Male,57,No,0,Glendale,91208,34.195386,-118.238508,0,43,None,Yes,3.18,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.55,876.15,15.17,0,136.74,997.72,Stayed,,
1049-FYSYG,Female,48,Yes,0,Temecula,92592,33.507255,-117.029473,5,17,Offer D,No,,,Yes,DSL,23,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,35.65,646.05,0,0,0,646.05,Stayed,,
1051-EQPZR,Female,21,Yes,2,Stanford,94305,37.424342,-122.165641,1,44,None,Yes,4.17,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.6,780.25,0,0,183.48,963.73,Stayed,,
1051-GEJLJ,Female,19,No,0,San Gregorio,94074,37.331762,-122.341444,0,2,None,Yes,27.17,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.5,27.55,0,0,54.34,81.89,Joined,,
1052-QJIBV,Female,28,Yes,2,Colfax,95713,39.084645,-120.894014,1,71,Offer A,Yes,20.49,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.9,1397.3,0,0,1454.79,2852.09,Stayed,,
1053-MXTTK,Female,63,Yes,1,North Hollywood,91602,34.15136,-118.364786,1,72,None,Yes,14.46,No,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,108.65,7726.35,0,0,1041.12,8767.47,Stayed,,
1057-FOGLZ,Female,44,No,0,Calimesa,92320,33.982787,-117.057627,0,18,Offer D,Yes,18.2,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.65,391.7,0,0,327.6,719.3,Stayed,,
1060-ENTOF,Female,70,Yes,0,Los Angeles,90028,34.099869,-118.326843,3,67,None,Yes,2.67,Yes,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,No,Yes,No,Yes,One Year,Yes,Credit Card,105.4,7035.6,0,0,178.89,7214.49,Stayed,,
1061-PNTHC,Female,36,Yes,2,Encinitas,92024,33.054579,-117.25665,5,56,Offer B,Yes,13.94,Yes,Yes,Fiber Optic,11,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,109.6,5953,0,0,780.64,6733.64,Stayed,,
1062-LHZOD,Male,49,Yes,0,San Diego,92121,32.898613,-117.202937,0,1,None,Yes,4.99,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,69.9,69.9,0,0,4.99,74.89,Churned,Competitor,Competitor made better offer
1063-DHQJF,Male,56,Yes,3,Whittier,90604,33.929704,-118.01208,2,69,Offer A,Yes,20.32,No,Yes,Fiber Optic,56,No,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Mailed Check,92.15,6480.9,0,0,1402.08,7882.98,Stayed,,
1064-FBXNK,Male,55,Yes,1,Sacramento,95831,38.494832,-121.529447,5,1,None,Yes,47.46,No,No,,,,,,,,,,,One Year,No,Credit Card,19.85,19.85,0,0,47.46,67.31,Joined,,
1066-JKSGK,Male,29,No,0,Los Angeles,90024,34.066303,-118.435479,0,1,None,Yes,33.58,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.15,20.15,0,0,33.58,53.73,Churned,Competitor,Competitor made better offer
1069-QJOEE,Male,47,Yes,1,Hayward,94541,37.674002,-122.076796,0,25,None,Yes,18.87,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.9,505.45,0,0,471.75,977.2,Stayed,,
1069-XAIEM,Female,68,No,0,Mendocino,95460,39.305545,-123.743697,0,1,None,Yes,16.37,Yes,Yes,Fiber Optic,7,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.05,85.05,0,0,16.37,101.42,Churned,Competitor,Competitor had better devices
1073-XXCZD,Male,54,Yes,0,Bakersfield,93308,35.559617,-118.925185,1,55,None,Yes,12.21,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.7,1443.65,0,0,671.55,2115.2,Stayed,,
1074-AMIOH,Female,38,Yes,2,San Francisco,94127,37.736535,-122.45732,1,53,None,Yes,43.39,No,Yes,Fiber Optic,29,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,108.25,5935.1,0,0,2299.67,8234.77,Stayed,,
1074-WVEVG,Female,29,Yes,0,Los Angeles,90021,34.029043,-118.239504,6,59,None,Yes,31.43,No,No,,,,,,,,,,,One Year,No,Credit Card,20.35,1267,0,0,1854.37,3121.37,Stayed,,
1075-BGWOH,Male,69,Yes,0,Rosemead,91770,34.065108,-118.082791,1,16,None,Yes,15.16,Yes,Yes,Fiber Optic,7,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,98.75,1587.55,0,0,242.56,1830.11,Churned,Attitude,Attitude of support person
1077-HUUJM,Female,48,No,1,Rancho Cucamonga,91730,34.10097,-117.57882,0,7,Offer E,Yes,28.5,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,71.05,472.65,0,10,199.5,682.15,Stayed,,
1078-TDCRN,Female,75,Yes,0,Agoura Hills,91301,34.129058,-118.759788,7,3,None,No,,,Yes,DSL,3,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.75,82.85,0,0,0,82.85,Joined,,
1080-BWSYE,Male,76,Yes,0,Irvine,92618,33.667145,-117.732135,0,64,None,Yes,29.43,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.65,1740.8,0,0,1883.52,3624.32,Stayed,,
1084-MNSMJ,Female,63,Yes,0,El Dorado,95623,38.63153,-120.842609,10,51,Offer B,Yes,33.93,No,Yes,DSL,13,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,85.5,4421.95,0,0,1730.43,6152.38,Stayed,,
1084-UQCHV,Male,35,No,0,Angelus Oaks,92305,34.1678,-116.86433,0,1,Offer E,Yes,27.97,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,-7,69.75,0,0,27.97,97.72,Churned,Attitude,Attitude of support person
1085-LDWAM,Female,24,Yes,2,Portola,96122,39.786755,-120.445626,5,69,None,Yes,23.47,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.35,1442.65,0,0,1619.43,3062.08,Stayed,,
1086-LXKFY,Female,46,Yes,0,Westwood,96137,40.271535,-121.018087,1,1,Offer E,Yes,16.55,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.1,69.1,0,0,16.55,85.65,Churned,Other,Don't know
1087-GRUYI,Male,62,Yes,0,San Diego,92116,32.765299,-117.122565,8,38,Offer C,Yes,6.97,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.4,743.5,0,0,264.86,1008.36,Stayed,,
1087-UDSIH,Female,38,No,0,Concord,94520,38.013825,-122.039144,0,3,Offer E,Yes,13.28,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.6,59.75,0,0,39.84,99.59,Churned,Attitude,Attitude of support person
1088-AUUZZ,Male,33,Yes,1,Shaver Lake,93664,37.223,-119.001021,6,56,Offer B,Yes,37.58,Yes,Yes,DSL,26,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,75.85,4261.2,0,0,2104.48,6365.68,Stayed,,
1088-CNNKB,Male,34,Yes,0,Campbell,95008,37.279689,-121.954567,9,63,None,Yes,34.02,Yes,Yes,DSL,18,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,80,5040.2,0,0,2143.26,7183.46,Stayed,,
1089-HDMKP,Male,72,No,1,Bridgeport,93517,38.184583,-119.286558,0,11,None,Yes,11.86,No,Yes,Cable,23,No,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,54.55,601.25,0,0,130.46,731.71,Stayed,,
1089-XZWHH,Female,43,Yes,3,Lee Vining,93541,37.890145,-119.184087,5,24,None,Yes,46.3,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.7,494.05,0,0,1111.2,1605.25,Stayed,,
1090-ESELR,Male,47,Yes,0,Fawnskin,92333,34.274846,-116.937581,8,72,Offer A,Yes,27.25,No,Yes,Fiber Optic,19,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,105.5,7611.55,0,0,1962,9573.55,Stayed,,
1090-PYKCI,Female,19,Yes,3,Boonville,95415,39.025867,-123.381544,1,69,Offer A,Yes,23.02,Yes,Yes,Fiber Optic,48,Yes,Yes,Yes,Yes,Yes,No,No,No,One Year,Yes,Credit Card,105.1,7234.8,0,110,1588.38,8933.18,Stayed,,
1091-SOZGA,Female,27,Yes,0,La Palma,90623,33.850504,-118.039892,1,56,None,Yes,42.37,Yes,Yes,Fiber Optic,71,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,99.8,5515.45,0,0,2372.72,7888.17,Stayed,,
1092-GANHU,Male,62,No,0,Magalia,95954,39.933852,-121.584371,0,17,None,Yes,30.61,No,Yes,Fiber Optic,7,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.65,1313.55,0,0,520.37,1833.92,Churned,Competitor,Competitor offered more data
1092-WPIVQ,Female,33,Yes,1,French Gulch,96033,40.740138,-122.587476,2,18,Offer D,Yes,39.56,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.1,428.45,14.57,0,712.08,1125.96,Stayed,,
1093-YSWCA,Male,45,No,0,Corona,92881,33.833686,-117.513063,0,11,Offer D,Yes,17.12,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.55,223.15,26.32,0,188.32,385.15,Stayed,,
1094-BKOSX,Female,52,Yes,2,Coleville,96107,38.42528,-119.475741,10,45,None,No,,,Yes,Cable,19,No,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,51,2264.5,0,0,0,2264.5,Stayed,,
1095-JUDTC,Female,78,No,0,Woodbridge,95258,38.169605,-121.310964,0,47,None,Yes,14.22,Yes,Yes,Fiber Optic,11,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.05,4504.55,0,0,668.34,5172.89,Churned,Competitor,Competitor offered higher download speeds
1095-WGNGG,Female,35,Yes,0,San Pedro,90732,33.744119,-118.31448,2,61,None,Yes,17.49,Yes,Yes,Fiber Optic,21,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,101.05,5971.25,0,0,1066.89,7038.14,Stayed,,
1096-ADRUX,Female,34,Yes,1,Placentia,92870,33.881158,-117.854783,1,66,None,Yes,37.84,Yes,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,74.25,4859.25,0,0,2497.44,7356.69,Stayed,,
1097-FSPVW,Female,42,No,0,Pioneertown,92268,34.201108,-116.593456,0,42,Offer B,Yes,32.16,No,Yes,DSL,8,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,54.55,2455.05,0,0,1350.72,3805.77,Stayed,,
1098-KFQEC,Female,24,Yes,2,Encino,91316,34.150354,-118.518292,8,55,None,Yes,27.75,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.4,1083,0,0,1526.25,2609.25,Stayed,,
1098-TDVUQ,Female,34,No,0,Spring Valley,91977,32.726627,-116.994608,0,1,Offer E,Yes,9.44,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.25,19.25,0,0,9.44,28.69,Joined,,
1099-BTKWT,Female,58,Yes,0,Mission Viejo,92692,33.60693,-117.644253,8,68,Offer A,No,,,Yes,DSL,11,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,54.4,3723.65,25.62,0,0,3698.03,Stayed,,
1099-GODLO,Female,62,Yes,3,Berkeley,94709,37.878554,-122.26609,9,1,None,Yes,30.09,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.35,20.35,0,0,30.09,50.44,Joined,,
1100-DDVRV,Male,27,Yes,0,Twain Harte,95383,38.107441,-120.230625,1,17,None,No,,,Yes,DSL,52,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,49.8,836.35,0,0,0,836.35,Stayed,,
1101-SSWAG,Female,60,Yes,0,Berkeley,94702,37.866009,-122.286228,1,15,None,Yes,31.13,Yes,Yes,DSL,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,51.1,711.15,0,0,466.95,1178.1,Stayed,,
1104-FEJAM,Male,52,Yes,2,Richgrove,93261,35.809921,-119.127437,2,28,None,Yes,9.31,Yes,Yes,DSL,19,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,64.4,1802.15,0,0,260.68,2062.83,Stayed,,
1104-TNLZA,Male,67,Yes,0,Klamath River,96050,41.816595,-122.948287,8,28,Offer C,Yes,24.35,Yes,Yes,Fiber Optic,15,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.8,2998,0,0,681.8,3679.8,Stayed,,
1106-HRLKZ,Male,21,Yes,1,Oakley,94561,37.999406,-121.686241,9,40,Offer B,Yes,22.96,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.6,808.95,0,0,918.4,1727.35,Stayed,,
1110-KYLGQ,Female,46,No,0,Campbell,95008,37.279689,-121.954567,0,63,None,Yes,5.17,Yes,Yes,Fiber Optic,16,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,108.25,6780.1,0,0,325.71,7105.81,Stayed,,
1112-CUNAO,Female,67,No,0,Grimes,95950,39.033058,-121.895718,0,15,Offer D,Yes,4.28,Yes,Yes,Fiber Optic,6,No,Yes,No,No,No,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,89.85,1424.95,0,0,64.2,1489.15,Churned,Dissatisfaction,Service dissatisfaction
1113-IUJYX,Female,59,Yes,0,Winnetka,91306,34.209532,-118.577563,3,14,None,Yes,5.63,No,Yes,Fiber Optic,23,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,105.95,1348.9,0,0,78.82,1427.72,Churned,Competitor,Competitor offered higher download speeds
1114-CENIM,Male,43,No,2,San Jacinto,92582,33.806708,-117.02007,0,54,None,Yes,6.7,Yes,Yes,Cable,16,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55,3092.65,0,0,361.8,3454.45,Churned,Other,Don't know
1116-DXXDF,Male,38,No,0,Porter Ranch,91326,34.281911,-118.556218,0,39,None,Yes,37.94,No,Yes,Fiber Optic,19,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,100.45,3801.7,0,0,1479.66,5281.36,Stayed,,
1116-FRYVH,Female,29,Yes,3,Kingsburg,93631,36.478239,-119.52137,5,48,None,No,,,Yes,DSL,52,Yes,Yes,No,Yes,No,No,No,No,Two Year,No,Credit Card,39.4,1978.65,0,130,0,2108.65,Stayed,,
1120-BMWUB,Female,36,No,0,Los Angeles,90056,33.987945,-118.370442,0,16,Offer D,Yes,6.86,No,Yes,DSL,8,No,Yes,No,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,53.9,834.15,0,40,109.76,983.91,Churned,Other,Don't know
1121-QSIVB,Female,39,No,3,Bakersfield,93309,35.342891,-119.064803,0,44,Offer B,Yes,5.07,Yes,Yes,DSL,26,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,77.55,3471.1,0,0,223.08,3694.18,Stayed,,
1122-JWTJW,Male,64,Yes,2,Ocotillo,92259,32.698964,-115.886656,1,1,None,Yes,37.68,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.65,70.65,0,0,37.68,108.33,Churned,Competitor,Competitor had better devices
1122-YJBCS,Male,36,Yes,0,Los Angeles,90032,34.078821,-118.177576,7,69,Offer A,Yes,14.18,No,Yes,DSL,16,Yes,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,53.65,3804.4,0,0,978.42,4782.82,Stayed,,
1125-SNVCK,Female,78,No,0,Los Angeles,90040,33.994524,-118.149953,0,49,None,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,Stayed,,
1131-ALZWV,Female,58,No,0,San Lorenzo,94580,37.676249,-122.132415,0,24,Offer C,Yes,42.66,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,24.6,605.25,0,0,1023.84,1629.09,Stayed,,
1131-QQZEB,Male,66,Yes,0,Sunset Beach,90742,33.719221,-118.073596,7,71,Offer A,Yes,30.72,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,23.95,1756.2,0,0,2181.12,3937.32,Stayed,,
1131-SUEKT,Male,41,Yes,1,Hood,95639,38.375325,-121.507935,4,61,Offer B,Yes,41.57,No,Yes,Fiber Optic,21,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,98.45,6145.2,0,0,2535.77,8680.97,Stayed,,
1133-KXCGE,Female,38,No,0,Palmdale,93552,34.557711,-118.029441,0,18,Offer D,Yes,18.8,No,No,,,,,,,,,,,One Year,No,Mailed Check,20.1,407.05,0,0,338.4,745.45,Stayed,,
1134-YWTYF,Male,32,Yes,0,Fresno,93725,36.623632,-119.741322,1,27,Offer C,Yes,41.48,No,Yes,DSL,15,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,53.8,1389.85,0,0,1119.96,2509.81,Stayed,,
1135-HIORI,Female,48,Yes,3,Byron,94514,37.83323,-121.601461,3,64,Offer B,Yes,39.37,Yes,Yes,Fiber Optic,53,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,111.45,7266.95,0,0,2519.68,9786.63,Stayed,,
1135-LMECX,Female,47,No,0,Moreno Valley,92551,33.88274,-117.224878,0,1,None,Yes,16.47,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.85,19.85,0,0,16.47,36.32,Joined,,
1136-XGEQU,Female,53,Yes,0,Winchester,92596,33.657433,-117.04254,9,50,Offer B,Yes,46.49,Yes,Yes,DSL,11,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,84.15,4164.4,0,0,2324.5,6488.9,Stayed,,
1137-DGOWI,Female,53,Yes,0,Coachella,92236,33.680031,-116.171678,7,30,None,Yes,17.33,No,Yes,DSL,13,No,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,70.25,2198.9,0,0,519.9,2718.8,Stayed,,
1139-WUOAH,Male,33,No,0,Vallecito,95251,38.055562,-120.456298,0,57,None,No,,,Yes,DSL,28,No,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,53.35,3090.05,0,100,0,3190.05,Stayed,,
1140-UKVZG,Female,64,No,0,Farmersville,93223,36.29878,-119.201028,0,17,Offer D,Yes,9.84,Yes,No,,,,,,,,,,,Month-to-Month,No,Credit Card,24.8,475.25,37.06,0,167.28,605.47,Stayed,,
1142-IHLOO,Female,36,No,0,San Diego,92107,32.741852,-117.243453,0,51,Offer B,Yes,14.37,No,Yes,Fiber Optic,7,No,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,87.55,4475.9,0,0,732.87,5208.77,Stayed,,
1142-WACZW,Male,64,No,0,Chico,95926,39.745712,-121.84333,0,2,None,No,,,Yes,Cable,11,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,29.85,75.6,0,0,0,75.6,Churned,Other,Don't know
1143-NMNQJ,Female,39,No,0,Boulder Creek,95006,37.171727,-122.142961,0,2,None,Yes,14.07,Yes,Yes,Fiber Optic,6,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.7,169.8,0,0,28.14,197.94,Churned,Attitude,Attitude of service provider
1150-FTQGN,Female,35,Yes,3,Oregon House,95962,39.342587,-121.249833,1,60,Offer B,Yes,48.04,Yes,Yes,Fiber Optic,76,Yes,Yes,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,94.15,5811.8,0,0,2882.4,8694.2,Stayed,,
1150-WFARN,Female,59,Yes,0,Brawley,92227,33.03933,-115.191857,1,67,None,Yes,32.15,Yes,Yes,Fiber Optic,28,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,108.75,7156.2,0,0,2154.05,9310.25,Churned,Competitor,Competitor had better devices
1153-GNOLC,Male,62,No,0,Santa Ana,92707,33.714829,-117.872941,0,33,None,No,,,Yes,DSL,30,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,39.1,1309,0,0,0,1309,Stayed,,
1154-HYWWO,Male,55,No,0,San Clemente,92672,33.429488,-117.609432,0,38,Offer C,Yes,42.24,No,Yes,DSL,22,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,70.6,2708.2,0,0,1605.12,4313.32,Stayed,,
1156-ZFYDO,Female,57,No,0,Glendale,91201,34.17051,-118.289463,0,1,None,Yes,37.62,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.75,19.75,0,0,37.62,57.37,Joined,,
1157-BQCUW,Male,59,No,0,Fall River Mills,96028,41.017282,-121.468945,0,1,Offer E,Yes,30.07,Yes,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.95,74.95,0,0,30.07,105.02,Churned,Competitor,Competitor had better devices
1159-WFSGR,Female,59,Yes,2,South Pasadena,91030,34.110444,-118.156957,3,16,Offer D,Yes,45.54,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.4,321.4,0,0,728.64,1050.04,Stayed,,
1162-ECVII,Male,66,Yes,0,Fresno,93704,36.799648,-119.801247,1,72,Offer A,Yes,18.74,Yes,Yes,Fiber Optic,14,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,109.75,7932.5,0,140,1349.28,9421.78,Stayed,,
1163-ONYEY,Male,61,Yes,2,Shoshone,92384,35.924252,-116.188668,4,41,Offer B,Yes,28.55,Yes,Yes,Cable,20,Yes,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,74.55,3023.55,0,0,1170.55,4194.1,Stayed,,
1163-VIPRI,Female,22,Yes,2,Garberville,95542,40.057784,-123.679461,4,65,Offer B,Yes,13.25,Yes,Yes,Fiber Optic,47,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,109.3,7337.55,0,0,861.25,8198.8,Stayed,,
1166-PQLGG,Female,58,Yes,1,Redwood City,94065,37.527497,-122.230941,6,72,None,Yes,17.33,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.55,1463.45,0,0,1247.76,2711.21,Stayed,,
1167-OYZJF,Female,65,Yes,0,Santa Monica,90402,34.035849,-118.503508,7,67,None,Yes,49.94,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,20.05,1263.05,43.66,0,3345.98,4565.37,Stayed,,
1169-SAOCL,Male,45,No,0,Brookdale,95007,37.106902,-122.100006,0,49,None,Yes,22.52,Yes,Yes,Fiber Optic,25,No,Yes,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,106.65,5168.1,0,130,1103.48,6401.58,Stayed,,
1169-WCVAK,Male,42,Yes,0,Fresno,93710,36.822715,-119.761826,1,19,Offer D,Yes,34.05,Yes,Yes,Fiber Optic,20,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,88.8,1672.35,0,0,646.95,2319.3,Stayed,,
1170-SASML,Female,33,Yes,0,Desert Hot Springs,92240,33.948558,-116.516976,6,69,Offer A,Yes,34.49,Yes,Yes,Fiber Optic,29,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.4,5869.4,0,0,2379.81,8249.21,Stayed,,
1171-TYKUR,Male,20,Yes,0,Los Angeles,90010,34.062125,-118.315709,1,47,None,Yes,10.07,Yes,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,25.4,1139.2,0,0,473.29,1612.49,Stayed,,
1172-VIYBP,Male,54,Yes,3,Cathedral City,92234,33.829583,-116.474131,9,53,None,Yes,27.93,Yes,Yes,DSL,57,Yes,Yes,No,No,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,69.7,3686.05,0,0,1480.29,5166.34,Stayed,,
1173-NOEYG,Female,25,Yes,0,Santa Margarita,93453,35.303926,-120.256567,1,27,None,Yes,18.74,Yes,Yes,Fiber Optic,59,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,90.15,2423.4,0,0,505.98,2929.38,Stayed,,
1173-XZPYF,Female,60,No,0,Torrance,90501,33.833699,-118.314387,0,11,Offer D,Yes,10.95,Yes,Yes,Fiber Optic,29,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.2,990.3,0,0,120.45,1110.75,Stayed,,
1174-FGIFN,Female,44,Yes,1,Squaw Valley,93675,36.719141,-119.202677,7,28,Offer C,Yes,26.28,Yes,Yes,Fiber Optic,19,No,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,90.45,2509.25,0,0,735.84,3245.09,Stayed,,
1177-XZBJL,Male,35,Yes,2,Palermo,95968,39.435756,-121.552071,1,53,Offer B,Yes,37.57,Yes,Yes,DSL,15,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,64.15,3491.55,0,0,1991.21,5482.76,Stayed,,
1178-PZGAB,Female,45,No,0,Sun City,92585,33.739412,-117.173334,0,19,None,Yes,18.57,No,No,,,,,,,,,,,One Year,No,Credit Card,20.25,383.65,0,0,352.83,736.48,Stayed,,
1179-INLAT,Male,33,No,0,Santa Clara,95050,37.351214,-121.952417,0,3,None,Yes,2.78,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.45,69.25,0,0,8.34,77.59,Joined,,
1183-CANVH,Female,55,Yes,0,Escondido,92027,33.141265,-116.967221,5,23,Offer D,Yes,1.39,No,Yes,DSL,18,No,No,No,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,60,1347.15,0,0,31.97,1379.12,Stayed,,
1184-PJVDB,Male,38,Yes,0,Amador City,95601,38.431407,-120.8421,1,10,None,Yes,11.3,No,Yes,Fiber Optic,4,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.95,857.2,0,0,113,970.2,Churned,Competitor,Competitor had better devices
1187-WILMM,Male,39,Yes,0,Lindsay,93247,36.205465,-119.085807,6,63,None,Yes,44.55,Yes,Yes,DSL,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,89.4,5597.65,0,0,2806.65,8404.3,Stayed,,
1193-RTSLK,Female,26,No,0,Happy Camp,96039,41.831901,-123.487478,0,38,None,Yes,36.18,No,Yes,Fiber Optic,48,Yes,Yes,Yes,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,83.9,3233.6,0,0,1374.84,4608.44,Churned,Competitor,Competitor offered higher download speeds
1194-BHJYC,Male,22,Yes,0,Lockwood,93932,35.989792,-121.055933,1,61,Offer B,No,,,Yes,DSL,59,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,62.15,3778.85,0,0,0,3778.85,Stayed,,
1194-HVAIF,Female,21,Yes,0,Capistrano Beach,92624,33.458754,-117.665104,1,27,Offer C,Yes,18.42,Yes,Yes,Fiber Optic,26,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,95,2462.55,0,0,497.34,2959.89,Stayed,,
1194-SPVSP,Male,20,No,0,Soquel,95073,37.023669,-121.946461,0,1,None,Yes,27.88,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.65,19.65,0,0,27.88,47.53,Joined,,
1195-OIYEJ,Male,54,No,0,La Puente,91746,34.038983,-117.991372,0,13,Offer D,Yes,5.43,No,Yes,Fiber Optic,26,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,91.1,1135.7,0,80,70.59,1286.29,Churned,Attitude,Attitude of support person
1196-AMORA,Male,63,No,0,Big Creek,93605,37.17277,-119.2997,0,7,None,Yes,38.07,Yes,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,73.6,520,0,0,266.49,786.49,Churned,Competitor,Competitor offered more data
1197-BVMVG,Female,65,No,0,Friant,93626,37.027663,-119.69056,0,4,None,Yes,4.29,Yes,Yes,Fiber Optic,7,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74.45,294.45,0,0,17.16,311.61,Stayed,,
1200-TUZHR,Female,70,No,0,Posey,93260,35.861928,-118.636698,0,8,Offer E,Yes,44.63,Yes,Yes,Fiber Optic,29,No,No,No,No,No,Yes,No,Yes,Two Year,No,Bank Withdrawal,85.2,695.75,0,0,357.04,1052.79,Stayed,,
1202-KKGFU,Female,24,Yes,0,Korbel,95550,40.7666,-123.80458,4,12,Offer D,Yes,23.99,No,Yes,DSL,51,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.2,690.5,0,0,287.88,978.38,Stayed,,
1205-WNWPJ,Female,54,No,0,Lakehead,96051,40.883853,-122.418258,0,7,Offer E,Yes,2.24,No,Yes,DSL,22,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,59.5,415.95,0,0,15.68,431.63,Churned,Other,Moved
1206-EHBDD,Female,56,Yes,0,Rodeo,94572,38.027218,-122.23463,9,56,Offer B,Yes,4.24,No,Yes,Fiber Optic,15,Yes,No,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,80.3,4513.65,0,0,237.44,4751.09,Stayed,,
1207-BLKSA,Female,42,Yes,2,Redwood City,94061,37.461251,-122.235414,1,52,None,Yes,19.21,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,23.05,1255.1,0,0,998.92,2254.02,Stayed,,
1208-DNHLN,Male,60,Yes,0,Grizzly Flats,95636,38.636102,-120.522149,1,23,None,Yes,5.8,Yes,Yes,DSL,12,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,48.35,1067.15,0,0,133.4,1200.55,Churned,Other,Don't know
1208-NBVFH,Male,63,Yes,1,Perris,92570,33.787298,-117.320676,5,20,None,Yes,13.18,No,Yes,Cable,10,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.6,939.8,0,0,263.6,1203.4,Stayed,,
1209-VFFOC,Male,47,Yes,2,Brisbane,94005,37.684694,-122.40712,10,68,Offer A,No,,,Yes,DSL,19,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,56.4,3948.45,0,0,0,3948.45,Stayed,,
1212-GLHMD,Male,54,No,0,San Joaquin,93660,36.600193,-120.153393,0,3,Offer E,Yes,18.26,No,Yes,Fiber Optic,29,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,86.05,244.85,0,0,54.78,299.63,Joined,,
1213-NGCUN,Female,49,No,0,San Diego,92111,32.805518,-117.169052,0,6,Offer E,Yes,48.89,No,Yes,DSL,22,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.65,267.35,0,0,293.34,560.69,Churned,Dissatisfaction,Lack of self-service on Website
1215-EXRMO,Male,32,Yes,0,Junction City,96048,40.913192,-123.06597,4,50,None,Yes,46.91,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.55,1067.65,0,0,2345.5,3413.15,Stayed,,
1215-FIGMP,Male,27,No,0,Los Angeles,90077,34.102084,-118.451629,0,60,Offer B,Yes,42.88,Yes,Yes,Fiber Optic,52,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.9,5450.7,0,0,2572.8,8023.5,Stayed,,
1215-VFYVK,Female,19,No,0,Groveland,95321,37.902968,-119.667544,0,4,Offer E,No,,,Yes,Cable,30,Yes,No,Yes,Yes,No,Yes,Yes,No,Month-to-Month,No,Mailed Check,48.25,202.25,0,10,0,212.25,Stayed,,
1216-BGTSP,Male,30,No,0,Imperial,92251,32.858595,-115.662709,0,45,None,Yes,5.97,Yes,Yes,Fiber Optic,73,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,108.45,4964.7,0,0,268.65,5233.35,Stayed,,
1216-JWVUX,Male,51,Yes,3,San Miguel,93451,35.886767,-120.608661,4,25,None,Yes,4.46,No,Yes,Fiber Optic,58,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.5,1901.05,0,0,111.5,2012.55,Stayed,,
1217-VASWC,Male,77,Yes,0,Avila Beach,93424,35.186644,-120.728305,10,43,Offer B,Yes,37.09,No,Yes,Fiber Optic,8,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.55,4304,0,0,1594.87,5898.87,Stayed,,
1218-VKFPE,Female,48,Yes,0,Anaheim,92805,33.830209,-117.906099,1,12,Offer D,Yes,19.48,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19,233.55,0,0,233.76,467.31,Churned,Competitor,Competitor made better offer
1219-NNDDO,Female,51,No,0,Los Angeles,90015,34.039224,-118.266293,0,9,Offer E,Yes,42.41,Yes,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.85,663.55,0,0,381.69,1045.24,Stayed,,
1221-GHZEP,Female,45,No,0,Hemet,92544,33.644585,-116.871544,0,62,None,Yes,23.18,No,Yes,DSL,18,Yes,No,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,65.1,3846.75,0,0,1437.16,5283.91,Stayed,,
1222-KJNZD,Male,61,Yes,1,Palos Verdes Peninsula,90274,33.788208,-118.404955,2,40,Offer B,Yes,1.89,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.4,745.3,0,0,75.6,820.9,Stayed,,
1222-LRYKO,Male,21,No,3,Posey,93260,35.861928,-118.636698,0,6,Offer E,Yes,38.28,Yes,No,,,,,,,,,,,Month-to-Month,No,Credit Card,26.35,184.05,0,0,229.68,413.73,Stayed,,
1223-UNPKS,Male,55,Yes,1,Wendel,96136,40.345949,-120.081187,4,20,None,Yes,3.87,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.05,400,0,0,77.4,477.4,Stayed,,
1226-IENZN,Male,68,No,0,Los Angeles,90024,34.066303,-118.435479,0,16,Offer D,Yes,39.52,No,Yes,Fiber Optic,17,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,78.75,1218.25,0,0,632.32,1850.57,Stayed,,
1226-JZNKR,Female,20,Yes,0,Santa Ynez,93460,34.630356,-120.032564,1,8,Offer E,Yes,28.37,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.8,160.05,0,0,226.96,387.01,Stayed,,
1226-UDFZR,Female,26,No,0,Lafayette,94549,37.907777,-122.127161,0,2,Offer E,Yes,21.28,No,Yes,Cable,26,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.6,114.7,0,0,42.56,157.26,Churned,Dissatisfaction,Network reliability
1227-UDMZR,Female,53,Yes,0,Fremont,94536,37.572273,-121.964583,4,72,None,Yes,2.95,Yes,Yes,Cable,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,91.15,6637.9,0,0,212.4,6850.3,Stayed,,
1228-FZFRV,Male,37,Yes,0,Los Angeles,90007,34.027337,-118.28515,0,50,None,Yes,20.88,Yes,Yes,Fiber Optic,13,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,105.95,5341.8,0,0,1044,6385.8,Churned,Price,Extra data charges
1228-ZLNBX,Male,25,No,0,Farmington,95230,37.956963,-120.863055,0,21,None,Yes,3.26,Yes,Yes,Fiber Optic,51,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,75.3,1570.7,0,0,68.46,1639.16,Stayed,,
1229-RCALF,Female,37,Yes,0,San Jose,95117,37.311088,-121.961786,1,64,None,Yes,46.44,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,115,7396.15,0,0,2972.16,10368.31,Stayed,,
1230-QAJDW,Male,32,No,0,Somes Bar,95568,41.444606,-123.471895,0,3,None,Yes,42.68,Yes,Yes,Cable,27,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,65.25,209.9,0,0,128.04,337.94,Joined,,
1231-YNDEK,Male,49,No,0,Redding,96002,40.527834,-122.318749,0,58,None,Yes,29.31,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,19.15,1035.5,28.7,0,1699.98,2706.78,Stayed,,
1236-WFCDV,Male,74,No,0,Greenbrae,94904,37.946617,-122.563571,0,14,None,Yes,11.31,No,Yes,Fiber Optic,24,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,No,Credit Card,90.45,1266.1,0,0,158.34,1424.44,Churned,Competitor,Competitor offered more data
1237-WIYYZ,Female,49,No,0,Los Angeles,90017,34.052842,-118.264495,0,18,Offer D,Yes,10.67,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.55,389.25,0,0,192.06,581.31,Stayed,,
1240-HCBOH,Female,45,No,0,Windsor,95492,38.527297,-122.810044,0,67,None,Yes,43.3,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,26.1,1759.55,0,0,2901.1,4660.65,Stayed,,
1240-KNSEZ,Male,63,No,0,San Diego,92127,33.017518,-117.118456,0,1,Offer E,Yes,40.83,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.1,20.1,0,0,40.83,60.93,Churned,Price,Long distance charges
1241-EZFMJ,Male,48,Yes,0,Ontario,91761,34.035602,-117.591528,2,61,Offer B,Yes,11.53,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.45,1538.6,0,0,703.33,2241.93,Stayed,,
1241-FPMOF,Male,31,No,0,Seal Beach,90740,33.75462,-118.071128,0,52,None,Yes,21.98,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.65,1025.05,0,0,1142.96,2168.01,Stayed,,
1245-HARPS,Female,46,Yes,0,Janesville,96114,40.294034,-120.512622,0,14,None,Yes,14.61,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.4,292.4,0,0,204.54,496.94,Stayed,,
1247-QBVSH,Female,41,Yes,2,Santa Margarita,93453,35.303926,-120.256567,1,43,Offer B,Yes,14.64,No,Yes,DSL,19,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,50.2,2169.4,0,0,629.52,2798.92,Stayed,,
1248-DYXUB,Male,42,Yes,3,Lemon Grove,91945,32.733564,-117.033713,1,52,Offer B,Yes,40.33,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.8,1229.1,0,0,2097.16,3326.26,Stayed,,
1251-KRREG,Male,22,No,0,North Hollywood,91601,34.1692,-118.372498,0,2,None,Yes,44.31,Yes,Yes,DSL,73,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,54.4,114.1,0,0,88.62,202.72,Churned,Price,Price too high
1251-STYSZ,Female,66,No,0,Glenhaven,95443,39.045246,-122.743181,0,4,None,Yes,8.75,Yes,Yes,Fiber Optic,4,Yes,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,80.25,303.7,0,30,35,368.7,Stayed,,
1254-IZEYF,Female,74,No,0,Cutler,93615,36.497895,-119.285484,0,31,None,Yes,39.36,Yes,Yes,Fiber Optic,4,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,99.95,3186.65,0,0,1220.16,4406.81,Churned,Competitor,Competitor made better offer
1257-SXUXQ,Male,20,Yes,1,Jenner,95450,38.505995,-123.187019,10,5,None,Yes,8.04,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.45,86.05,0,0,40.2,126.25,Stayed,,
1258-YMZNM,Female,70,No,0,Montara,94037,37.540582,-122.509594,0,27,Offer C,Yes,35.76,Yes,Yes,Fiber Optic,4,Yes,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,110.5,2857.6,0,0,965.52,3823.12,Stayed,,
1260-TTRXI,Male,64,No,0,Planada,95365,37.329725,-120.306399,0,4,Offer E,Yes,40.15,No,Yes,DSL,19,No,No,No,No,No,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,54.3,195.3,0,80,160.6,435.9,Churned,Price,Long distance charges
1261-FWTTE,Male,78,No,0,Los Angeles,90067,34.057496,-118.413959,0,23,None,No,,,Yes,Cable,2,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,34.65,768.45,0,0,0,768.45,Stayed,,
1262-OPMFY,Female,46,Yes,0,San Diego,92130,32.957195,-117.202542,1,9,Offer E,Yes,31.75,No,Yes,Fiber Optic,25,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.75,655.9,0,0,285.75,941.65,Churned,Competitor,Competitor made better offer
1264-BYWMS,Male,40,No,0,La Grange,95329,37.666587,-120.411517,0,55,Offer B,Yes,47.38,Yes,Yes,Fiber Optic,29,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.8,5283.95,0,0,2605.9,7889.85,Churned,Competitor,Competitor offered more data
1264-FUHCX,Female,51,Yes,0,San Diego,92106,32.71346,-117.236378,1,49,Offer B,No,,,Yes,DSL,21,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,56.3,2780.6,0,0,0,2780.6,Stayed,,
1265-BCFEO,Female,30,Yes,0,Alamo,94507,37.855717,-121.994813,1,71,Offer A,Yes,26.58,Yes,Yes,Cable,27,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,80.45,5662.25,0,0,1887.18,7549.43,Stayed,,
1265-HVPZB,Male,49,Yes,0,Winnetka,91306,34.209532,-118.577563,3,59,None,Yes,16.06,No,Yes,DSL,4,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Credit Card,66.4,3958.2,0,0,947.54,4905.74,Stayed,,
1265-XTECC,Female,68,Yes,0,Madera,93638,37.004068,-119.930027,5,68,None,Yes,1.98,Yes,Yes,Fiber Optic,19,Yes,Yes,No,No,No,Yes,No,Yes,One Year,Yes,Credit Card,96.55,6581.9,0,0,134.64,6716.54,Churned,Attitude,Attitude of service provider
1265-ZFOSD,Female,33,Yes,0,Stonyford,95979,39.288127,-122.415841,6,64,None,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,Stayed,,
1266-NZYUI,Female,56,Yes,0,Lee Vining,93541,37.890145,-119.184087,6,72,Offer A,Yes,14.65,Yes,Yes,DSL,20,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,66.85,4758.8,0,0,1054.8,5813.6,Stayed,,
1268-ASBGA,Female,66,Yes,0,Huntington Park,90255,33.97803,-118.217141,1,16,Offer D,Yes,9.93,Yes,Yes,Fiber Optic,27,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,85.35,1375.15,0,0,158.88,1534.03,Churned,Dissatisfaction,Limited range of services
1269-FOYWN,Male,23,Yes,3,Phillipsville,95559,40.184094,-123.745487,2,44,None,Yes,36.86,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20,860.85,0,0,1621.84,2482.69,Stayed,,
1270-XKUCC,Female,24,Yes,1,San Diego,92122,32.85723,-117.209774,1,30,None,Yes,12.85,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.7,599.25,49.79,0,385.5,934.96,Stayed,,
1271-SJBGZ,Male,77,No,0,Forest Knolls,94933,38.010092,-122.689442,0,12,None,No,,,Yes,DSL,10,No,No,Yes,Yes,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,43.65,526.95,0,0,0,526.95,Churned,Competitor,Competitor had better devices
1271-UODNO,Male,60,No,0,San Jose,95118,37.255479,-121.889838,0,39,None,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,Stayed,,
1272-ILHFG,Male,48,Yes,3,La Habra,90631,33.940619,-117.9513,1,15,Offer D,Yes,17.28,No,No,,,,,,,,,,,One Year,No,Credit Card,19.65,332.65,0,0,259.2,591.85,Stayed,,
1273-MTETI,Female,69,No,0,Rancho Cucamonga,91737,34.245289,-117.642503,0,4,None,Yes,12.86,Yes,Yes,Fiber Optic,4,No,No,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.85,372.45,0,0,51.44,423.89,Churned,Other,Don't know
1282-IHQAC,Male,68,No,0,Sheep Ranch,95250,38.244806,-120.417301,0,70,Offer A,No,,,Yes,Cable,13,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,44.05,3011.65,0,0,0,3011.65,Stayed,,
1285-OKIPP,Male,62,No,3,Mission Hills,91345,34.266389,-118.459744,0,1,None,Yes,23.2,No,Yes,Fiber Optic,21,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,79.9,79.9,0,0,23.2,103.1,Churned,Attitude,Attitude of support person
1291-CUOCY,Male,55,Yes,0,Yorkville,95494,38.888351,-123.239647,7,72,None,Yes,4.32,Yes,Yes,Fiber Optic,18,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,110.6,7962.2,0,0,311.04,8273.24,Stayed,,
1293-BSEUN,Female,64,Yes,3,Volcano,95689,38.481902,-120.603668,9,72,None,Yes,6.9,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.7,1482.3,0,0,496.8,1979.1,Stayed,,
1293-HHSHJ,Female,61,No,0,Montrose,91020,34.2112,-118.230625,0,35,Offer C,Yes,23.77,No,No,,,,,,,,,,,One Year,No,Credit Card,21.1,741,14.23,0,831.95,1558.72,Stayed,,
1297-VQDRP,Male,80,Yes,1,Foothill Ranch,92610,33.698728,-117.67768,0,68,Offer A,Yes,32.11,Yes,Yes,Fiber Optic,12,No,No,Yes,Yes,Yes,Yes,No,No,One Year,Yes,Credit Card,107.15,7379.8,0,50,2183.48,9613.28,Stayed,,
1298-PHBTI,Male,40,Yes,3,Los Angeles,90049,34.091829,-118.491244,9,71,None,Yes,33.67,Yes,Yes,Fiber Optic,75,No,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,84.8,6152.4,0,0,2390.57,8542.97,Stayed,,
1299-AURJA,Female,43,Yes,2,Twain Harte,95383,38.107441,-120.230625,8,70,None,Yes,30.33,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.7,1685.9,0,0,2123.1,3809,Stayed,,
1301-LOPVR,Male,62,Yes,3,North Hollywood,91605,34.207295,-118.400022,6,29,None,No,,,Yes,DSL,57,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,55.35,1636.95,0,0,0,1636.95,Stayed,,
1302-TPUBN,Male,58,No,0,West Sacramento,95691,38.627951,-121.593287,0,66,None,Yes,21.23,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.35,1240.8,0,0,1401.18,2641.98,Stayed,,
1302-UHBDD,Male,70,No,0,Ladera Ranch,92694,33.569186,-117.640055,0,20,Offer D,Yes,48.46,No,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,89.95,1648.45,0,0,969.2,2617.65,Stayed,,
1303-SRDOK,Female,52,Yes,2,Rio Dell,95562,40.485849,-124.163234,3,55,Offer B,Yes,27.87,No,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,69.05,3842.6,0,0,1532.85,5375.45,Stayed,,
1304-BCCFO,Male,24,Yes,0,Redlands,92374,34.064073,-117.166158,2,9,None,Yes,14.91,No,Yes,Cable,82,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,70.05,564.4,0,0,134.19,698.59,Stayed,,
1304-NECVQ,Female,69,No,0,Somis,93066,34.297628,-119.014627,0,2,Offer E,Yes,43.96,Yes,Yes,Fiber Optic,14,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.55,149.55,0,0,87.92,237.47,Churned,Competitor,Competitor made better offer
1304-SEGFY,Female,57,Yes,0,National City,91950,32.67102,-117.095235,7,72,Offer A,Yes,2.56,Yes,Yes,Fiber Optic,24,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,97.85,6841.3,0,0,184.32,7025.62,Stayed,,
1306-RPWXZ,Female,60,No,3,Mc Farland,93250,35.666886,-119.186717,0,49,None,Yes,31.7,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.45,1024.65,0,0,1553.3,2577.95,Stayed,,
1307-ATKGB,Male,21,No,0,Santa Clara,95054,37.393554,-121.965114,0,24,None,Yes,27.91,No,Yes,Fiber Optic,59,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.55,2187.15,0,0,669.84,2856.99,Stayed,,
1307-TVUFB,Male,66,No,0,Santa Ynez,93460,34.630356,-120.032564,0,42,None,Yes,13.51,Yes,Yes,Fiber Optic,19,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,-5,3344.1,0,0,567.42,3911.52,Stayed,,
1309-BXVOQ,Male,27,Yes,0,Old Station,96071,40.656287,-121.428965,1,21,Offer D,Yes,21.83,Yes,Yes,Fiber Optic,59,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.1,2249.95,0,0,458.43,2708.38,Churned,Price,Long distance charges
1309-XGFSN,Male,72,Yes,1,Pinon Hills,92372,34.459322,-117.629729,1,52,None,Yes,7.04,Yes,Yes,DSL,22,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,80.85,4079.55,0,0,366.08,4445.63,Stayed,,
1310-QRITU,Female,40,No,0,Hinkley,92347,34.983808,-117.239306,0,18,None,Yes,38.32,Yes,Yes,DSL,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.3,913.3,0,0,689.76,1603.06,Stayed,,
1319-YLZJG,Male,62,Yes,0,Dutch Flat,95714,39.197215,-120.83679,9,12,Offer D,Yes,39,No,Yes,Fiber Optic,7,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.6,959.9,0,0,468,1427.9,Stayed,,
1320-GVNHT,Male,56,Yes,2,Glendale,91207,34.182378,-118.262922,4,72,None,Yes,27.88,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,108.4,7767.25,0,30,2007.36,9804.61,Stayed,,
1320-HTRDR,Female,30,No,0,Fellows,93224,35.215731,-119.57013,0,3,Offer E,Yes,47.51,Yes,Yes,Fiber Optic,85,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.5,220.6,0,0,142.53,363.13,Churned,Attitude,Attitude of service provider
1320-REHCS,Male,75,No,0,Inglewood,90301,33.956445,-118.358634,0,52,None,Yes,23.04,Yes,Yes,Fiber Optic,25,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.75,5832,6.26,0,1198.08,7023.82,Stayed,,
1322-AGOQM,Male,57,No,0,Mather,95655,38.549822,-121.266725,0,46,None,No,,,Yes,DSL,26,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,30.3,1380.1,0,0,0,1380.1,Churned,Dissatisfaction,Service dissatisfaction
1323-OOEPC,Female,45,Yes,0,Prather,93651,37.007238,-119.505661,1,53,None,Yes,41.74,Yes,Yes,Fiber Optic,24,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,98.4,5149.5,0,0,2212.22,7361.72,Churned,Price,Extra data charges
1324-NLTJE,Female,73,No,0,Emeryville,94608,37.83726,-122.287648,0,15,Offer D,Yes,17.19,Yes,Yes,DSL,19,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,55,757.1,0,0,257.85,1014.95,Churned,Other,Don't know
1325-USMEC,Male,58,Yes,0,Pearblossom,93553,34.445239,-117.894868,10,70,Offer A,Yes,48,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,99.35,6944.5,0,0,3360,10304.5,Stayed,,
1328-EUZHC,Female,59,Yes,0,Carson,90746,33.859171,-118.252272,4,18,None,Yes,25.54,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.1,370.5,0,0,459.72,830.22,Stayed,,
1329-VHWNP,Female,42,No,0,Grover Beach,93433,35.120833,-120.61843,0,7,None,No,,,Yes,DSL,4,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.05,189.95,0,0,0,189.95,Stayed,,
1333-PBMXB,Female,40,Yes,2,Santa Ana,92703,33.748635,-117.906125,1,54,None,Yes,28.87,Yes,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,24.75,1342.15,0,0,1558.98,2901.13,Stayed,,
1334-FJSVR,Male,64,No,0,Sequoia National Park,93262,36.527243,-118.594938,0,1,Offer E,No,,,Yes,DSL,7,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.25,24.25,0,0,0,24.25,Churned,Dissatisfaction,Lack of self-service on Website
1334-PDUKM,Female,48,Yes,0,Palomar Mountain,92060,33.309852,-116.823091,5,68,Offer A,Yes,9.76,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,No,No,No,No,One Year,No,Credit Card,86.45,5762.95,0,150,663.68,6576.63,Stayed,,
1335-HQMKX,Female,49,Yes,0,Los Angeles,90044,33.952714,-118.292061,6,72,Offer A,Yes,46.1,Yes,Yes,Fiber Optic,23,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,101.35,7323.15,0,0,3319.2,10642.35,Stayed,,
1335-MXCSE,Male,24,Yes,1,Shoshone,92384,35.924252,-116.188668,5,55,None,Yes,46.61,No,Yes,DSL,30,No,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,55.25,3119.9,0,0,2563.55,5683.45,Stayed,,
1335-NTIUC,Male,61,No,0,Pacoima,91331,34.255442,-118.421314,0,9,None,No,,,Yes,DSL,7,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.95,190.25,0,0,0,190.25,Stayed,,
1336-EZFZY,Female,33,No,0,Kings Beach,96143,39.246654,-120.029273,0,4,None,Yes,25.8,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,83.3,0,0,103.2,186.5,Stayed,,
1337-BOZWO,Male,25,Yes,2,Canby,96015,41.486953,-120.913975,2,18,None,No,,,Yes,DSL,59,No,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Credit Card,46.4,812.4,0,0,0,812.4,Stayed,,
1338-CECEE,Male,28,Yes,0,Mount Hermon,95041,37.051166,-122.056194,4,41,None,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,Stayed,,
1342-JPNKI,Male,33,No,0,Lake Forest,92630,33.644849,-117.684254,0,10,Offer D,Yes,5.92,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.05,834.1,0,0,59.2,893.3,Churned,Other,Don't know
1343-EHPYB,Male,61,Yes,0,San Diego,92122,32.85723,-117.209774,2,63,None,Yes,48.95,Yes,Yes,Fiber Optic,13,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.4,6603,0,0,3083.85,9686.85,Churned,Competitor,Competitor made better offer
1345-GKDZZ,Male,20,No,1,Riverside,92507,33.976328,-117.319786,0,6,None,Yes,17.53,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.55,128.6,0,0,105.18,233.78,Stayed,,
1345-ZUKID,Male,24,No,0,Magalia,95954,39.933852,-121.584371,0,14,Offer D,Yes,26.02,No,No,,,,,,,,,,,One Year,No,Mailed Check,19.35,324.8,0,0,364.28,689.08,Stayed,,
1346-PJWTK,Male,63,Yes,0,Corona,92880,33.918043,-117.617809,1,61,None,Yes,17.73,No,Yes,Fiber Optic,2,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,94.15,5731.85,0,0,1081.53,6813.38,Stayed,,
1346-UFHAX,Female,59,No,0,Woodbridge,95258,38.169605,-121.310964,0,13,Offer D,Yes,33.69,Yes,Yes,Fiber Optic,15,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,80,1029.35,0,0,437.97,1467.32,Stayed,,
1347-KTTTA,Male,22,Yes,0,Canyon Country,91351,34.422519,-118.420717,10,64,Offer B,Yes,40.49,No,Yes,Fiber Optic,69,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,102.45,6654.1,0,0,2591.36,9245.46,Stayed,,
1349-WXNGG,Male,57,No,0,Glendale,91207,34.182378,-118.262922,0,1,None,Yes,12,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.05,20.05,0,0,12,32.05,Churned,Attitude,Attitude of support person
1352-HNSAW,Female,26,Yes,3,Aliso Viejo,92656,33.571259,-117.731917,9,72,None,Yes,34.69,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,115.6,8220.4,0,140,2497.68,10858.08,Stayed,,
1352-VHKAJ,Male,30,Yes,2,Berkeley,94709,37.878554,-122.26609,1,27,None,Yes,13.55,Yes,Yes,Cable,59,No,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,71.6,1957.1,0,140,365.85,2462.95,Stayed,,
1353-GHZOS,Male,22,Yes,0,San Diego,92115,32.762506,-117.07245,10,22,Offer D,Yes,6.03,No,Yes,DSL,51,Yes,No,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,59.75,1374.35,0,0,132.66,1507.01,Stayed,,
1353-LJWEM,Male,23,No,0,Cottonwood,96022,40.336392,-122.448533,0,11,Offer D,Yes,28.76,No,Yes,DSL,27,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,-10,688.5,49.24,0,316.36,955.62,Stayed,,
1354-YZFNB,Male,53,Yes,3,Mad River,95552,40.390301,-123.412327,0,4,Offer E,Yes,29.09,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.55,68.8,0,0,116.36,185.16,Stayed,,
1355-KUSBG,Female,56,Yes,2,Fall River Mills,96028,41.017282,-121.468945,1,7,Offer E,Yes,9.1,Yes,Yes,DSL,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,48.8,349.8,0,0,63.7,413.5,Stayed,,
1356-MKYSK,Male,44,No,0,Castro Valley,94546,37.708327,-122.083473,0,6,Offer E,Yes,46.59,No,Yes,DSL,7,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,No,Credit Card,78.65,483.3,0,10,279.54,772.84,Stayed,,
1357-BIJKI,Male,46,Yes,0,Mission Viejo,92691,33.611945,-117.665867,10,50,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,Stayed,,
1357-MVDOZ,Male,25,Yes,1,Firebaugh,93622,36.785618,-120.625382,7,11,Offer D,Yes,21.14,No,Yes,DSL,47,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.65,683.25,0,0,232.54,915.79,Stayed,,
1360-JYXKQ,Female,68,Yes,0,South Gate,90280,33.944624,-118.192615,1,54,None,Yes,22.05,No,Yes,Fiber Optic,17,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99.1,5437.1,0,0,1190.7,6627.8,Stayed,,
1360-RCYRT,Male,45,Yes,1,Forest Knolls,94933,38.010092,-122.689442,2,23,Offer D,No,,,Yes,DSL,19,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.35,678.75,0,0,0,678.75,Stayed,,
1360-XFJMR,Female,50,Yes,0,Washington,95986,39.34128,-120.786867,6,67,None,Yes,17.72,Yes,Yes,Fiber Optic,23,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,109.7,7344.45,0,0,1187.24,8531.69,Stayed,,
1363-TXLSL,Male,80,Yes,0,San Lucas,93954,36.125529,-120.864443,0,1,Offer E,Yes,39.1,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.3,70.3,0,0,39.1,109.4,Churned,Competitor,Competitor had better devices
1370-GGAWX,Female,55,No,0,Beverly Hills,90211,34.063947,-118.383001,0,46,None,Yes,33.18,Yes,Yes,Fiber Optic,3,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,94.15,4408.45,0,0,1526.28,5934.73,Stayed,,
1371-DWPAZ,Female,64,Yes,0,Redcrest,95569,40.363446,-123.835041,2,10,None,No,,,Yes,DSL,8,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,56.05,560.5,0,0,0,560.5,Stayed,,
1371-OJCEK,Female,25,No,0,Standish,96128,40.346634,-120.386422,0,48,None,Yes,13.67,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,24.35,1133.7,0,0,656.16,1789.86,Stayed,,
1371-WEPDS,Male,71,Yes,0,Chowchilla,93610,37.100948,-120.270136,8,40,None,Yes,28.56,No,Yes,DSL,18,No,No,No,No,No,Yes,Yes,No,One Year,No,Bank Withdrawal,55.8,2283.3,0,50,1142.4,3475.7,Stayed,,
1373-ORVIZ,Female,62,Yes,0,Modesto,95351,37.621458,-121.012295,1,11,Offer D,Yes,15.69,Yes,Yes,DSL,12,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,66.35,740.8,0,0,172.59,913.39,Churned,Competitor,Competitor had better devices
1374-DMZUI,Female,65,No,0,San Ramon,94583,37.766556,-121.976784,0,4,Offer E,Yes,49.5,Yes,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.3,424.45,0,0,198,622.45,Churned,Competitor,Competitor made better offer
1376-HHBDV,Female,37,No,0,Santa Monica,90401,34.015481,-118.493231,0,30,Offer C,Yes,10.74,No,Yes,DSL,13,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,48.8,1536.75,0,0,322.2,1858.95,Stayed,,
1379-FRVEB,Male,31,No,1,San Bernardino,92401,34.105935,-117.2914,0,15,Offer D,Yes,30.22,Yes,Yes,Fiber Optic,12,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91,1430.05,0,0,453.3,1883.35,Stayed,,
1383-EZRWL,Female,62,No,0,Long Beach,90810,33.819814,-118.222416,0,7,Offer E,Yes,48.22,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.05,164.85,0,0,337.54,502.39,Churned,Other,Moved
1384-RCUXW,Male,58,No,0,French Gulch,96033,40.740138,-122.587476,0,16,None,Yes,34.18,Yes,Yes,Fiber Optic,8,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,80.55,1248.9,0,0,546.88,1795.78,Stayed,,
1385-TQOZW,Female,32,No,0,Branscomb,95417,39.710591,-123.682799,0,9,Offer E,Yes,45.99,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.45,147.55,0,0,413.91,561.46,Stayed,,
1386-ZIKUV,Male,42,No,0,Glenhaven,95443,39.045246,-122.743181,0,7,Offer E,Yes,33.18,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,18.95,130.55,0,0,232.26,362.81,Stayed,,
1389-CXMLU,Male,65,No,0,Downey,90242,33.921793,-118.140588,0,3,Offer E,Yes,26.32,Yes,Yes,Fiber Optic,8,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,91.05,289.1,0,0,78.96,368.06,Churned,Competitor,Competitor made better offer
1389-WNUIB,Female,21,Yes,3,San Diego,92154,32.578103,-117.012975,7,20,None,Yes,15.29,Yes,Yes,Cable,59,Yes,No,No,No,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,76,1588.75,7.3,70,305.8,1957.25,Stayed,,
1391-UBDAR,Male,27,No,0,Riverside,92504,33.9108,-117.398153,0,11,Offer D,Yes,18.33,No,Yes,Fiber Optic,76,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,72.9,818.45,0,0,201.63,1020.08,Stayed,,
1393-IMKZG,Female,50,No,0,Fullerton,92831,33.879983,-117.895482,0,1,None,Yes,2.7,No,Yes,Fiber Optic,14,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.85,95.85,0,0,2.7,98.55,Joined,,
1394-SUIUH,Female,70,Yes,0,Mount Shasta,96067,41.33832,-122.290756,4,44,None,Yes,44.44,No,Yes,Fiber Optic,6,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,85.15,3670.5,0,0,1955.36,5625.86,Stayed,,
1395-OFUWC,Male,44,Yes,3,Los Angeles,90067,34.057496,-118.413959,5,43,Offer B,No,,,Yes,Cable,53,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,29.3,1224.05,0,0,0,1224.05,Stayed,,
1395-WSWXR,Male,40,No,0,Weldon,93283,35.55647,-118.244914,0,24,None,Yes,47.51,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.75,487.05,0,0,1140.24,1627.29,Stayed,,
1396-QWFBJ,Female,32,Yes,0,Rancho Santa Margarita,92688,33.624654,-117.611733,1,21,None,Yes,5.07,No,Yes,Fiber Optic,26,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.05,1565.7,0,0,106.47,1672.17,Churned,Dissatisfaction,Lack of self-service on Website
1397-XKKWR,Male,47,No,0,San Jose,95112,37.343827,-121.883119,0,7,None,No,,,Yes,DSL,14,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,35.3,264.8,0,0,0,264.8,Stayed,,
1399-OUPJN,Female,43,Yes,2,Bellflower,90706,33.887676,-118.127289,3,57,None,Yes,12.26,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.75,1272.05,0,0,698.82,1970.87,Stayed,,
1399-UBQIU,Male,35,No,0,Orange,92867,33.81859,-117.821288,0,11,None,Yes,16.14,No,Yes,DSL,8,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,-3,712.25,0,0,177.54,889.79,Stayed,,
1400-MMYXY,Male,71,Yes,0,Alhambra,91801,34.090925,-118.128164,1,3,None,Yes,41.3,Yes,Yes,Fiber Optic,2,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,105.9,334.65,0,0,123.9,458.55,Churned,Attitude,Attitude of service provider
1400-WIVLL,Male,31,Yes,0,Oakdale,95361,37.785033,-120.776141,2,57,None,Yes,16.78,Yes,Yes,Fiber Optic,29,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,107.95,5969.85,0,0,956.46,6926.31,Stayed,,
1401-FTHFQ,Male,64,Yes,1,Culver City,90232,34.019323,-118.391902,2,23,Offer D,Yes,24.22,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20,445.3,0,0,557.06,1002.36,Stayed,,
1402-PTHGN,Female,22,Yes,2,Elk Grove,95624,38.434138,-121.30587,7,18,Offer D,Yes,40.36,No,Yes,DSL,51,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,61.5,1087.45,0,0,726.48,1813.93,Stayed,,
1403-GYAFU,Male,47,Yes,2,Irvine,92604,33.688546,-117.788091,5,70,Offer A,Yes,48.57,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.05,1360.25,0,0,3399.9,4760.15,Stayed,,
1403-LKLIK,Female,23,Yes,3,Olympic Valley,96146,39.191797,-120.212401,3,33,None,Yes,28.4,No,No,,,,,,,,,,,One Year,No,Credit Card,20.1,579.4,0,0,937.2,1516.6,Stayed,,
1406-PUQVY,Male,29,No,1,Madison,95653,38.674276,-121.961866,0,1,Offer E,Yes,6.35,No,Yes,DSL,76,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.9,49.9,0,0,6.35,56.25,Joined,,
1407-DIGZV,Female,32,Yes,2,Redding,96003,40.677649,-122.29467,9,3,None,Yes,45.33,No,No,,,,,,,,,,,Two Year,No,Mailed Check,19.1,52,0,0,135.99,187.99,Joined,,
1409-PHXTF,Male,77,Yes,0,Lemon Grove,91945,32.733564,-117.033713,5,54,Offer B,Yes,32.56,Yes,Yes,Fiber Optic,16,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,110.45,6077.75,0,0,1758.24,7835.99,Stayed,,
1410-RSCMR,Male,47,Yes,2,Edwards,93523,34.966777,-117.961179,3,7,None,Yes,49.98,No,Yes,Cable,25,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,71.35,515.75,0,0,349.86,865.61,Stayed,,
1414-YADCW,Male,45,Yes,0,Deer Park,94576,38.554383,-122.474773,3,70,Offer A,Yes,1.07,No,Yes,Fiber Optic,21,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,84.6,5706.2,0,0,74.9,5781.1,Stayed,,
1415-YFWLT,Female,68,No,0,Shaver Lake,93664,37.223,-119.001021,0,1,Offer E,Yes,30.23,No,Yes,Fiber Optic,30,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.3,89.3,0,0,30.23,119.53,Churned,Competitor,Competitor had better devices
1421-HCERK,Male,75,Yes,0,Lakeshore,93634,37.290606,-119.216328,6,30,None,Yes,33.48,Yes,Yes,Fiber Optic,22,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,105.7,3181.8,0,0,1004.4,4186.2,Stayed,,
1422-DGUBX,Male,64,Yes,0,Sacramento,95832,38.445939,-121.496855,4,32,None,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,Stayed,,
1423-BMPBQ,Female,62,Yes,1,Anaheim,92808,33.850452,-117.726668,1,1,Offer E,Yes,28.28,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19,19,0,0,28.28,47.28,Joined,,
1427-VERSM,Female,62,Yes,0,Shasta,96087,40.617614,-122.512861,3,56,Offer B,Yes,7,No,Yes,Fiber Optic,18,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.7,5669.5,0,0,392,6061.5,Stayed,,
1428-GTBJJ,Male,20,No,0,Jenner,95450,38.505995,-123.187019,0,11,None,Yes,5.4,No,Yes,Fiber Optic,41,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.55,824.75,0,0,59.4,884.15,Churned,Price,Long distance charges
1428-IEDPR,Male,54,No,0,Sacramento,95816,38.574856,-121.46504,0,52,None,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,Stayed,,
1429-UYJSV,Female,57,No,0,San Jose,95119,37.233226,-121.78809,0,12,Offer D,Yes,36.65,No,No,,,,,,,,,,,One Year,No,Credit Card,19.7,260.9,0,0,439.8,700.7,Stayed,,
1430-SFQSA,Male,46,No,0,Stockton,95212,38.049457,-121.21653,0,29,Offer C,No,,,Yes,DSL,8,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Mailed Check,35.6,1072.6,0,0,0,1072.6,Stayed,,
1431-AIDJQ,Male,44,Yes,1,Walnut Creek,94598,37.916648,-122.008483,1,33,Offer C,Yes,1.62,No,Yes,Cable,30,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,82.1,2603.1,0,0,53.46,2656.56,Stayed,,
1431-CYWMH,Female,35,Yes,1,Fish Camp,93623,37.483535,-119.679414,0,22,Offer D,Yes,46.45,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.05,454.05,0,0,1021.9,1475.95,Stayed,,
1432-FPAXX,Female,53,No,0,Beale Afb,95903,39.125311,-121.392283,0,29,None,No,,,Yes,DSL,7,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.6,856.35,0,0,0,856.35,Churned,Dissatisfaction,Product dissatisfaction
1436-ZMJAN,Female,62,Yes,0,Gerber,96035,40.03194,-122.176023,6,10,Offer D,Yes,37.08,No,Yes,Cable,7,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,67.8,653.15,0,0,370.8,1023.95,Stayed,,
1439-LCGVL,Female,42,Yes,0,Los Angeles,90035,34.051809,-118.383843,10,26,Offer C,Yes,1.75,No,No,,,,,,,,,,,One Year,No,Credit Card,-5,459.6,0,0,45.5,505.1,Stayed,,
1442-BQPVU,Female,33,No,0,Culver City,90230,33.993991,-118.39704,0,13,None,No,,,Yes,DSL,28,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,29.15,357.15,0,0,0,357.15,Stayed,,
1442-OKRJE,Male,40,Yes,2,Los Angeles,90021,34.029043,-118.239504,7,66,None,Yes,39.45,No,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.15,7031.3,0,0,2603.7,9635,Stayed,,
1444-VVSGW,Male,51,Yes,0,Los Molinos,96055,40.059385,-122.091481,1,70,Offer A,Yes,17.17,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Credit Card,115.65,7968.85,0,10,1201.9,9180.75,Churned,Dissatisfaction,Product dissatisfaction
1447-GIQMR,Male,54,Yes,0,Los Angeles,90062,34.003553,-118.308933,1,1,None,Yes,2.2,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.15,69.15,0,0,2.2,71.35,Churned,Competitor,Competitor offered more data
1447-PJGGA,Female,39,No,0,San Diego,92117,32.825086,-117.199424,0,57,None,Yes,17.55,No,Yes,Fiber Optic,15,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,95.25,5464.65,0,0,1000.35,6465,Churned,Competitor,Competitor made better offer
1448-CYWKC,Female,61,Yes,3,Coronado,92118,32.68674,-117.186612,2,58,None,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,Stayed,,
1448-PWKYE,Male,48,Yes,0,Shafter,93263,35.490705,-119.286833,1,1,Offer E,Yes,35.71,No,Yes,Cable,3,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,80,80,0,0,35.71,115.71,Churned,Competitor,Competitor had better devices
1449-XQEMT,Male,33,No,0,Susanville,96130,40.559177,-120.612113,0,3,Offer E,Yes,15.12,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,19.8,58.15,0,0,45.36,103.51,Churned,Price,Long distance charges
1450-GALXR,Female,33,No,0,Friant,93626,37.027663,-119.69056,0,10,None,Yes,14.53,Yes,Yes,Fiber Optic,30,No,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,98.5,1058.25,0,110,145.3,1313.55,Churned,Competitor,Competitor had better devices
1450-SKCVI,Female,22,No,0,Del Mar,92014,32.948262,-117.256086,0,56,None,Yes,35.59,No,Yes,Fiber Optic,69,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,73.85,4092.85,0,0,1993.04,6085.89,Churned,Attitude,Attitude of support person
1452-KIOVK,Male,42,No,3,Los Angeles,90007,34.027337,-118.28515,0,22,Offer D,Yes,29.54,Yes,Yes,Fiber Optic,53,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,89.1,1949.4,0,0,649.88,2599.28,Stayed,,
1452-UZOSF,Male,31,Yes,1,Guerneville,95446,38.52576,-123.013347,9,72,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,Stayed,,
1452-VOQCH,Male,61,No,0,Hinkley,92347,34.983808,-117.239306,0,1,None,Yes,4.53,Yes,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.1,75.1,0,0,4.53,79.63,Joined,,
1452-XRSJV,Female,59,Yes,2,Oakland,94612,37.809014,-122.269739,3,39,None,Yes,15.06,No,Yes,DSL,11,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,51.05,2066,0,0,587.34,2653.34,Stayed,,
1453-RZFON,Female,39,No,3,Cantua Creek,93608,36.488056,-120.407691,0,1,Offer E,Yes,9,No,Yes,Cable,53,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,49.9,49.9,0,0,9,58.9,Joined,,
1455-ESIQH,Male,44,No,0,Oakland,94619,37.787186,-122.14633,0,1,None,Yes,16.06,No,Yes,Fiber Optic,3,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.1,89.1,0,0,16.06,105.16,Churned,Other,Moved
1455-HFBXA,Male,61,Yes,0,Bethel Island,94511,38.050558,-121.646924,3,52,Offer B,Yes,18.02,Yes,Yes,Fiber Optic,3,Yes,No,Yes,Yes,No,No,No,No,Two Year,Yes,Credit Card,91.6,4627.8,0,60,937.04,5624.84,Stayed,,
1455-UGQVH,Male,35,Yes,0,Acampo,95220,38.200231,-121.235034,1,10,Offer D,Yes,1.09,Yes,Yes,Fiber Optic,18,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.5,1037.75,0,0,10.9,1048.65,Churned,Dissatisfaction,Lack of self-service on Website
1456-TWCGB,Male,34,No,0,Bakersfield,93309,35.342891,-119.064803,0,4,None,Yes,38.01,No,Yes,Cable,5,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,49.25,208.45,0,0,152.04,360.49,Stayed,,
1459-QNFQT,Male,21,Yes,0,San Jose,95122,37.32886,-121.834567,7,70,Offer A,No,,,Yes,DSL,30,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,59.5,4144.8,23.72,0,0,4121.08,Stayed,,
1460-UZPRJ,Male,39,Yes,0,Heber,92249,32.730583,-115.501083,7,60,None,Yes,30.14,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.95,1258.15,0,0,1808.4,3066.55,Stayed,,
1465-LNTLJ,Male,78,Yes,0,Santa Barbara,93109,34.406256,-119.726936,7,8,Offer E,Yes,25.57,No,Yes,Cable,12,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,64.4,581.7,0,0,204.56,786.26,Stayed,,
1465-VINDH,Female,31,Yes,0,Los Angeles,90028,34.099869,-118.326843,1,10,None,Yes,32.07,Yes,Yes,Fiber Optic,22,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,102.1,1068.85,0,0,320.7,1389.55,Churned,Competitor,Competitor offered higher download speeds
1465-WCZVT,Female,44,Yes,3,Badger,93603,36.64545,-118.924982,1,3,None,Yes,30.34,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.65,60.65,0,0,91.02,151.67,Joined,,
1468-DEFNC,Male,69,Yes,1,San Jose,95130,37.277592,-121.986477,9,64,None,Yes,37.09,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,24.4,1548.65,0,0,2373.76,3922.41,Stayed,,
1469-LBJQJ,Female,39,Yes,0,Victorville,92392,34.486835,-117.362274,6,66,Offer A,Yes,42.23,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.2,6936.85,0,0,2787.18,9724.03,Stayed,,
1470-PSXNM,Male,27,Yes,2,San Diego,92110,32.76501,-117.19938,7,49,None,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,Stayed,,
1471-GIQKQ,Female,37,No,0,Niland,92257,33.345825,-115.596574,0,1,None,Yes,44.98,No,Yes,DSL,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,49.95,49.95,0,0,44.98,94.93,Joined,,
1472-TNCWL,Male,55,No,1,El Sobrante,94803,37.963995,-122.288296,0,36,None,Yes,21.3,No,Yes,Fiber Optic,18,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.7,3512.5,0,0,766.8,4279.3,Stayed,,
1474-JUWSM,Female,24,Yes,0,Lynwood,90262,33.923573,-118.200669,8,58,None,Yes,26.99,Yes,Yes,Cable,53,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,68.4,3972.25,0,0,1565.42,5537.67,Stayed,,
1475-VWVDO,Male,55,No,0,Dos Palos,93620,37.045728,-120.630682,0,7,Offer E,Yes,34.59,No,Yes,Fiber Optic,12,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,490.55,0,0,242.13,732.68,Stayed,,
1478-VPOAD,Female,39,No,0,Calpine,96124,39.672813,-120.456699,0,1,Offer E,Yes,37.5,No,Yes,DSL,3,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,43.8,43.8,0,0,37.5,81.3,Joined,,
1480-BKXGA,Male,75,Yes,0,Mentone,92359,34.103578,-117.04054,5,72,Offer A,Yes,21.37,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,116.05,8404.9,0,120,1538.64,10063.54,Stayed,,
1480-IVEVR,Male,76,Yes,0,Montara,94037,37.540582,-122.509594,2,35,None,Yes,4.16,Yes,Yes,Fiber Optic,28,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,81.6,2815.25,0,0,145.6,2960.85,Stayed,,
1481-ZUWZA,Male,52,No,0,Klamath,95548,41.572813,-124.035011,0,28,None,Yes,35.52,Yes,Yes,Fiber Optic,26,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.5,2659.4,0,0,994.56,3653.96,Churned,Dissatisfaction,Service dissatisfaction
1482-OXZSY,Male,45,No,0,Freedom,95019,36.936228,-121.785559,0,30,Offer C,Yes,17.26,Yes,Yes,Fiber Optic,19,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.4,2936.25,0,0,517.8,3454.05,Stayed,,
1485-YDHMM,Male,49,Yes,1,San Ardo,93450,35.996008,-120.85305,1,52,None,Yes,11.3,Yes,Yes,Fiber Optic,10,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.25,4631.7,0,0,587.6,5219.3,Stayed,,
1488-PBLJN,Female,63,Yes,1,San Diego,92124,32.827238,-117.089287,1,72,Offer A,Yes,31.83,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,116.85,8477.7,0,0,2291.76,10769.46,Stayed,,
1488-SYSFC,Male,31,Yes,1,Arcadia,91007,34.128284,-118.047732,10,31,None,Yes,9.56,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.65,702.05,43.76,0,296.36,954.65,Stayed,,
1492-KGETH,Male,25,Yes,1,Ojai,93023,34.581308,-118.931948,2,70,Offer A,Yes,35.9,Yes,Yes,Cable,59,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,78.35,5445.95,0,0,2513,7958.95,Stayed,,
1492-QGCLU,Male,51,Yes,2,San Diego,92109,32.787836,-117.232376,5,53,None,Yes,26.84,Yes,Yes,Cable,12,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,85.7,4616.1,0,0,1422.52,6038.62,Stayed,,
1493-AMTIE,Male,28,No,0,Ivanhoe,93235,36.385818,-119.224243,0,1,Offer E,Yes,10.98,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.2,20.2,0,0,10.98,31.18,Churned,Price,Long distance charges
1494-EJZDW,Female,51,Yes,3,Nice,95464,39.12334,-122.838198,1,10,None,Yes,18.62,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.15,220.8,0,0,186.2,407,Stayed,,
1496-GGSUK,Female,68,No,0,Fulton,95439,38.493888,-122.777141,0,1,None,No,,,Yes,Cable,9,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,25.7,25.7,0,0,0,25.7,Churned,Attitude,Attitude of service provider
1498-DQNRX,Female,46,Yes,0,Westwood,96137,40.271535,-121.018087,0,29,None,Yes,5.69,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.85,573.05,0,0,165.01,738.06,Stayed,,
1498-NHTLT,Male,21,Yes,3,Citrus Heights,95621,38.69549,-121.307864,4,59,Offer B,Yes,42.37,No,Yes,Cable,73,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,86.75,5186,0,150,2499.83,7835.83,Stayed,,
1501-SGHBW,Male,34,No,0,Guatay,91931,32.857946,-116.561917,0,2,None,Yes,19.52,No,Yes,Cable,16,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.85,81,0,0,39.04,120.04,Churned,Competitor,Competitor made better offer
1502-XFCVR,Female,57,No,0,Los Angeles,90038,34.088017,-118.327168,0,58,Offer B,Yes,14.99,No,Yes,Fiber Optic,12,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.45,6145.85,0,0,869.42,7015.27,Churned,Competitor,Competitor offered higher download speeds
1506-YJTYT,Male,21,Yes,1,Oakley,94561,37.999406,-121.686241,9,45,Offer B,Yes,25.69,Yes,Yes,DSL,26,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,73.85,3371,0,0,1156.05,4527.05,Stayed,,
1508-DFXCU,Male,32,No,0,Riverside,92501,33.994676,-117.372498,0,12,None,Yes,11.04,No,Yes,Fiber Optic,16,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.45,912,0,0,132.48,1044.48,Stayed,,
1513-XNPPH,Female,36,No,0,Los Angeles,90037,34.002642,-118.287596,0,12,Offer D,Yes,17.46,No,Yes,Fiber Optic,9,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.4,1095.65,0,0,209.52,1305.17,Churned,Dissatisfaction,Product dissatisfaction
1518-OMDIK,Male,23,Yes,0,Rohnert Park,94928,38.34719,-122.697822,6,33,Offer C,Yes,48.49,No,Yes,DSL,51,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.55,1462.6,0,0,1600.17,3062.77,Stayed,,
1518-VOWAV,Female,31,No,0,Fallbrook,92028,33.362575,-117.299644,0,9,Offer E,Yes,36.43,No,Yes,DSL,16,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,74.65,703.55,0,0,327.87,1031.42,Churned,Competitor,Competitor made better offer
1522-VVDMG,Male,25,Yes,0,Oakland,94611,37.828416,-122.216005,1,7,None,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,Churned,Dissatisfaction,Poor expertise of online support
1525-LNLOJ,Male,34,Yes,0,Bakersfield,93305,35.391733,-118.984109,5,66,None,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,Stayed,,
1527-SXDPN,Male,63,Yes,0,San Diego,92109,32.787836,-117.232376,1,52,None,Yes,46.59,Yes,Yes,Fiber Optic,26,No,No,Yes,Yes,No,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,96.25,4990.25,0,120,2422.68,7532.93,Churned,Competitor,Competitor made better offer
1530-ZTDOZ,Female,57,Yes,0,Studio City,91604,34.139082,-118.39275,6,49,None,No,,,Yes,Cable,11,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,40.65,2070.75,0,0,0,2070.75,Stayed,,
1534-OULXE,Female,34,Yes,2,Atherton,94027,37.454924,-122.203168,2,61,Offer B,Yes,42.85,No,Yes,DSL,11,Yes,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,49.7,2961.4,0,0,2613.85,5575.25,Stayed,,
1535-VTJOQ,Female,19,No,0,Thornton,95686,38.157794,-121.520223,0,24,None,Yes,26.64,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.15,553,0,0,639.36,1192.36,Stayed,,
1536-HBSWP,Female,33,No,0,Terra Bella,93270,35.939068,-119.043666,0,1,None,Yes,14.93,No,Yes,DSL,4,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.9,49.9,0,0,14.93,64.83,Joined,,
1536-YHDOE,Male,58,Yes,3,Round Mountain,96084,40.923558,-122.059933,10,17,None,Yes,32.27,Yes,Yes,Cable,28,Yes,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,62.1,1096.65,0,0,548.59,1645.24,Stayed,,
1539-LNKHM,Female,53,No,0,Orange Cove,93646,36.633498,-119.298895,0,12,Offer D,Yes,23.2,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.4,266.6,0,0,278.4,545,Stayed,,
1541-ETJZO,Male,58,No,0,Wheatland,95692,39.043387,-121.409837,0,1,Offer E,Yes,47.83,Yes,Yes,DSL,12,No,No,Yes,Yes,No,No,No,No,Month-to-Month,No,Mailed Check,62.05,62.05,0,10,47.83,119.88,Churned,Other,Moved
1543-LLLFT,Male,77,Yes,0,Waterford,95386,37.669516,-120.626964,2,61,None,Yes,2.19,Yes,Yes,Fiber Optic,8,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,98.3,6066.55,0,0,133.59,6200.14,Stayed,,
1544-JJMYL,Male,19,No,0,San Jose,95119,37.233226,-121.78809,0,27,None,Yes,36.39,No,Yes,DSL,26,Yes,No,Yes,Yes,Yes,No,Yes,Yes,One Year,No,Credit Card,69.35,1927.3,0,0,982.53,2909.83,Stayed,,
1545-ACTAS,Female,53,Yes,2,West Covina,91791,34.061634,-117.893169,2,48,Offer B,Yes,36.18,No,Yes,Fiber Optic,29,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99.7,4977.2,0,0,1736.64,6713.84,Stayed,,
1545-JFUML,Male,50,Yes,0,San Diego,92111,32.805518,-117.169052,5,71,None,Yes,44.06,Yes,Yes,Fiber Optic,6,Yes,Yes,Yes,No,Yes,No,No,No,Two Year,Yes,Bank Withdrawal,99,6994.6,0,40,3128.26,10162.86,Stayed,,
1548-ARAGG,Female,28,Yes,3,Cedar Glen,92321,34.255203,-117.175654,9,4,None,Yes,35.2,Yes,Yes,DSL,52,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,58.5,224.85,0,0,140.8,365.65,Stayed,,
1548-FEHVL,Male,40,Yes,0,Weed,96094,41.465121,-122.380947,6,61,None,Yes,27.66,Yes,Yes,Fiber Optic,29,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.2,6375.2,0,0,1687.26,8062.46,Stayed,,
1550-EENBN,Female,23,No,0,Concord,94519,37.990118,-122.012188,0,31,None,Yes,45.71,Yes,Yes,Fiber Optic,58,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,104.35,3205.6,0,0,1417.01,4622.61,Stayed,,
1550-LOAHA,Female,53,Yes,0,Orangevale,95662,38.689174,-121.218435,1,32,None,Yes,37.48,No,Yes,Fiber Optic,13,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,84.15,2585.95,0,0,1199.36,3785.31,Churned,Dissatisfaction,Limited range of services
1552-AAGRX,Female,22,No,0,Visalia,93277,36.303793,-119.375646,0,30,None,Yes,42.49,Yes,Yes,Fiber Optic,73,Yes,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,106.4,3211.9,0,60,1274.7,4546.6,Stayed,,
1552-CZCLL,Female,31,Yes,1,Descanso,91916,32.912664,-116.635387,4,55,Offer B,Yes,31.3,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20,1087.25,0,0,1721.5,2808.75,Stayed,,
1552-TKMXS,Female,37,Yes,0,Fresno,93705,36.78724,-119.827813,0,42,Offer B,Yes,5.95,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.35,869.9,0,0,249.9,1119.8,Stayed,,
1555-DJEQW,Female,21,Yes,0,Cupertino,95014,37.306612,-122.080621,1,70,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,Churned,Price,Price too high
1555-HAPSU,Female,25,Yes,2,Fresno,93727,36.751489,-119.68072,1,71,Offer A,Yes,29.41,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,23.9,1663.5,0,0,2088.11,3751.61,Stayed,,
1557-EMYVT,Female,25,No,0,Tecate,91980,32.587557,-116.636816,0,43,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,Stayed,,
1559-DTODC,Male,37,No,0,Santa Barbara,93111,34.460197,-119.802602,0,19,Offer D,No,,,Yes,DSL,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.15,468.35,0,0,0,468.35,Stayed,,
1561-BWHIN,Male,33,Yes,1,Maywood,90270,33.988572,-118.186565,1,19,Offer D,Yes,13.13,No,No,,,,,,,,,,,One Year,No,Credit Card,19.8,344.5,0,0,249.47,593.97,Stayed,,
1563-IWQEX,Female,43,No,0,Chula Vista,91913,32.64164,-116.985026,0,12,None,Yes,18.71,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.7,220.35,0,0,224.52,444.87,Stayed,,
1564-HJUVY,Male,53,No,0,Modesto,95354,37.639029,-120.964772,0,4,None,Yes,3.03,No,Yes,DSL,11,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,63.75,226.2,0,0,12.12,238.32,Stayed,,
1564-NTYXF,Female,79,No,0,San Marcos,92078,33.119028,-117.166036,0,13,None,Yes,4.45,Yes,Yes,Fiber Optic,25,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,82,1127.2,0,0,57.85,1185.05,Churned,Attitude,Attitude of support person
1565-RHDJD,Female,21,No,0,Palo Cedro,96073,40.582399,-122.195512,0,4,None,Yes,41.72,Yes,Yes,Fiber Optic,69,No,Yes,Yes,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,84.05,333.55,0,0,166.88,500.43,Churned,Competitor,Competitor offered higher download speeds
1567-DSCIC,Male,59,No,0,San Mateo,94401,37.590421,-122.306467,0,8,None,Yes,23.89,Yes,Yes,Fiber Optic,14,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94,773.65,0,0,191.12,964.77,Churned,Dissatisfaction,Product dissatisfaction
1568-BEKZM,Male,65,Yes,0,Baldwin Park,91706,34.098275,-117.967399,7,70,None,Yes,12.07,Yes,Yes,DSL,17,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,90.05,6333.4,0,0,844.9,7178.3,Stayed,,
1568-LJSZU,Male,39,Yes,0,Harbor City,90710,33.798266,-118.300237,4,68,Offer A,Yes,38.38,Yes,Yes,DSL,20,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,92.2,6392.85,0,0,2609.84,9002.69,Stayed,,
1569-TTNYJ,Male,55,Yes,0,Richmond,94805,37.941456,-122.320968,1,5,None,Yes,1.16,Yes,Yes,Fiber Optic,7,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,78.75,412.1,0,10,5.8,427.9,Churned,Other,Don't know
1571-SAVHK,Male,20,No,0,Meadow Vista,95722,39.003358,-121.022539,0,12,None,Yes,28.16,Yes,Yes,Fiber Optic,42,No,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,99.95,1132.75,0,120,337.92,1590.67,Churned,Competitor,Competitor had better devices
1573-LGXBA,Male,26,Yes,3,Soledad,93960,36.414216,-121.360597,1,57,None,Yes,4.18,No,Yes,Fiber Optic,73,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,97.55,5598,0,0,238.26,5836.26,Stayed,,
1574-DYCWE,Female,60,Yes,1,Escondido,92027,33.141265,-116.967221,10,51,Offer B,Yes,14.54,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.95,1028.75,0,0,741.54,1770.29,Stayed,,
1575-KRZZE,Female,64,No,0,Murphys,95247,38.147852,-120.440124,0,4,Offer E,Yes,7.49,No,Yes,Cable,17,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55.2,220.65,0,0,29.96,250.61,Stayed,,
1576-PFZIW,Male,70,Yes,0,Bakersfield,93301,35.383937,-119.020428,2,70,Offer A,Yes,14.48,No,Yes,Fiber Optic,7,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,105.35,7511.9,0,0,1013.6,8525.5,Stayed,,
1577-HKTFG,Female,42,Yes,0,Elk Grove,95624,38.434138,-121.30587,1,30,None,Yes,15.36,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.65,655.85,0,0,460.8,1116.65,Churned,Attitude,Attitude of support person
1579-KLYDT,Male,31,No,0,Hickman,95323,37.605926,-120.69955,0,7,Offer E,Yes,35.91,Yes,Yes,Fiber Optic,27,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.45,593.45,0,0,251.37,844.82,Churned,Competitor,Competitor made better offer
1580-BMCMR,Male,66,No,0,Tehachapi,93561,35.073777,-118.652112,0,19,None,Yes,29.8,No,Yes,Fiber Optic,16,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,87.3,1637.3,0,0,566.2,2203.5,Stayed,,
1582-RAFML,Male,26,No,0,Sacramento,95821,38.625096,-121.383658,0,1,Offer E,Yes,23.63,Yes,Yes,Cable,85,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,60.1,60.1,0,0,23.63,83.73,Churned,Competitor,Competitor had better devices
1583-IHQZE,Male,60,No,0,Camarillo,93010,34.227846,-119.079903,0,12,None,Yes,16.45,Yes,Yes,Cable,23,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,112.95,1384.75,0,0,197.4,1582.15,Churned,Attitude,Attitude of support person
1585-MQSSU,Male,36,No,0,Santa Rosa,95404,38.526941,-122.709096,0,17,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,Churned,Dissatisfaction,Lack of self-service on Website
1587-FKLZB,Male,79,Yes,0,Santa Barbara,93101,34.419203,-119.710008,1,66,Offer A,Yes,28.86,Yes,Yes,Fiber Optic,25,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,99.5,6822.15,0,0,1904.76,8726.91,Churned,Competitor,Competitor had better devices
1589-AGTLK,Male,26,No,0,San Diego,92129,32.961064,-117.134917,0,3,None,Yes,36.48,No,Yes,DSL,59,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.35,141.5,0,0,109.44,250.94,Churned,Other,Don't know
1591-MQJTP,Male,76,Yes,0,Long Beach,90804,33.783047,-118.1486,7,51,Offer B,Yes,2.21,Yes,Yes,Fiber Optic,10,Yes,No,Yes,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,93.65,4839.15,0,0,112.71,4951.86,Stayed,,
1591-NFNLQ,Male,38,No,0,Fallbrook,92028,33.362575,-117.299644,0,51,None,Yes,5.62,Yes,Yes,Fiber Optic,16,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,80,4242.35,0,0,286.62,4528.97,Churned,Dissatisfaction,Poor expertise of online support
1591-XWLGB,Female,44,Yes,0,El Cajon,92021,32.832706,-116.873258,10,71,None,Yes,18.41,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.85,1379.6,0,0,1307.11,2686.71,Stayed,,
1596-BBVTG,Male,53,No,0,San Dimas,91773,34.102119,-117.815532,0,35,Offer C,Yes,25.04,Yes,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,75.35,2636.05,0,0,876.4,3512.45,Churned,Dissatisfaction,Poor expertise of online support
1596-OQSPS,Female,64,No,0,Pasadena,91104,34.165383,-118.123752,0,11,None,Yes,2.95,No,Yes,DSL,21,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,51.1,531.15,0,0,32.45,563.6,Stayed,,
1597-FZREH,Female,39,No,0,Shoshone,92384,35.924252,-116.188668,0,2,Offer E,Yes,41.64,No,Yes,DSL,25,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,76.4,160.8,0,0,83.28,244.08,Churned,Price,Lack of affordable download/upload speed
1597-LHYNC,Female,74,No,0,Auburn,95602,38.99003,-121.114408,0,26,None,Yes,47.63,Yes,Yes,Fiber Optic,26,Yes,Yes,No,No,No,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,95,2497.2,0,60,1238.38,3795.58,Churned,Price,Price too high
1599-EAHXY,Male,37,Yes,2,Gold Run,95717,39.170376,-120.838404,1,60,None,Yes,28.45,Yes,No,,,,,,,,,,,One Year,No,Credit Card,23.95,1506.4,0,0,1707,3213.4,Stayed,,
1599-MMYRQ,Male,27,Yes,3,Forestville,95436,38.499302,-122.92444,1,62,None,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,Stayed,,
1600-DILPE,Female,47,No,0,Richvale,95974,39.495768,-121.747472,0,12,None,Yes,36.11,No,Yes,DSL,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45,524.35,0,0,433.32,957.67,Stayed,,
1602-IJQQE,Female,42,No,0,Whittier,90602,33.972119,-118.020188,0,4,Offer E,Yes,29.11,Yes,Yes,Fiber Optic,9,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.35,338.1,0,0,116.44,454.54,Churned,Competitor,Competitor had better devices
1608-GMEWB,Male,76,No,0,Stockton,95215,37.946282,-121.139499,0,45,Offer B,Yes,15.65,Yes,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,93.9,4200.25,0,0,704.25,4904.5,Stayed,,
1612-EOHDH,Female,29,No,0,Pacoima,91331,34.255442,-118.421314,0,1,Offer E,Yes,30.92,No,Yes,DSL,69,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,45.15,45.15,0,0,30.92,76.07,Churned,Attitude,Attitude of support person
1614-JBEBI,Female,59,No,0,Georgetown,95634,38.9386,-120.785514,0,8,Offer E,Yes,26.47,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,20.7,137.6,0,0,211.76,349.36,Stayed,,
1618-CFHME,Female,30,No,0,Riverbank,95367,37.734971,-120.954271,0,2,None,Yes,26.87,Yes,Yes,Fiber Optic,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.9,143.35,0,0,53.74,197.09,Churned,Other,Don't know
1619-YWUBB,Female,38,Yes,0,Avery,95224,38.208336,-120.339938,2,68,Offer A,Yes,26.64,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.95,1614.9,0,0,1811.52,3426.42,Stayed,,
1621-YNCJH,Female,54,Yes,0,Sacramento,95823,38.475465,-121.443625,4,36,None,Yes,19.24,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Two Year,Yes,Credit Card,106.05,3834.4,0,50,692.64,4577.04,Stayed,,
1622-HSHSF,Female,44,No,0,Biggs,95917,39.457388,-121.818201,0,1,None,Yes,10.2,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.55,19.55,0,0,10.2,29.75,Joined,,
1623-NLDOT,Female,55,Yes,0,Lancaster,93534,34.727529,-118.153098,1,42,Offer B,No,,,Yes,Cable,5,No,Yes,No,Yes,No,No,No,No,One Year,No,Mailed Check,33.55,1445.3,0,50,0,1495.3,Churned,Competitor,Competitor had better devices
1624-NALOJ,Male,75,No,0,North Hollywood,91605,34.207295,-118.400022,0,5,None,Yes,36.36,Yes,Yes,Fiber Optic,12,No,Yes,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.8,502.6,0,0,181.8,684.4,Churned,Other,Moved
1624-WOIWJ,Female,40,No,0,Nicasio,94946,38.065359,-122.665566,0,10,None,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,Churned,Competitor,Competitor had better devices
1625-JAIIY,Female,42,Yes,0,Torrance,90505,33.807882,-118.347957,1,68,None,Yes,44.24,Yes,Yes,Fiber Optic,5,No,No,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,83,5685.8,0,0,3008.32,8694.12,Churned,Dissatisfaction,Product dissatisfaction
1626-ERCMM,Male,75,Yes,0,Camp Nelson,93208,36.057458,-118.591951,7,20,None,Yes,5.31,Yes,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.55,1899.65,0,0,106.2,2005.85,Churned,Competitor,Competitor had better devices
1627-AFWVJ,Female,30,No,0,Tahoe Vista,96148,39.24124,-120.054765,0,29,None,Yes,15.06,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.4,554.25,0,0,436.74,990.99,Stayed,,
1628-BIZYP,Male,60,No,0,Brentwood,94513,37.908242,-121.682472,0,1,None,Yes,15.2,No,Yes,Fiber Optic,2,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85,85,0,0,15.2,100.2,Joined,,
1629-DQQVB,Female,19,No,0,Keeler,93530,36.560498,-117.962461,0,14,None,Yes,36.22,No,Yes,Cable,59,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.1,709.5,0,0,507.08,1216.58,Stayed,,
1635-FJFCC,Female,46,No,0,Acton,93510,34.501452,-118.207862,0,5,None,Yes,10.99,No,Yes,DSL,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.05,202.15,0,0,54.95,257.1,Stayed,,
1635-HDGFT,Female,29,No,1,Manton,96059,40.426679,-121.850421,0,19,Offer D,Yes,35.45,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.5,398.55,24.07,0,673.55,1048.03,Stayed,,
1635-NZATJ,Male,80,Yes,0,Alameda,94501,37.774633,-122.274434,3,71,Offer A,Yes,37.25,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.45,1789.65,0,0,2644.75,4434.4,Stayed,,
1636-NTNCO,Male,72,No,0,Valley Village,91607,34.165783,-118.399795,0,4,None,No,,,Yes,DSL,10,No,Yes,No,No,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,50.95,207.35,0,0,0,207.35,Stayed,,
1640-PLFMP,Female,20,No,0,Los Angeles,90026,34.078991,-118.263804,0,1,None,Yes,10.05,No,Yes,Fiber Optic,51,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.25,70.25,0,10,10.05,90.3,Joined,,
1641-BYBTK,Male,38,No,2,Stockton,95205,37.965695,-121.260051,0,6,None,Yes,16.91,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.2,98.35,0,0,101.46,199.81,Stayed,,
1641-RQDAY,Female,77,Yes,2,Wallace,95254,38.192608,-120.957842,1,32,Offer C,Yes,49.21,Yes,Yes,Fiber Optic,19,No,Yes,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,100.4,3217.65,0,0,1574.72,4792.37,Stayed,,
1642-HMARX,Female,45,Yes,0,Topanga,90290,34.115192,-118.61017,10,68,Offer A,Yes,15.65,Yes,Yes,DSL,5,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,91.7,6424.7,0,0,1064.2,7488.9,Stayed,,
1644-IRKSF,Female,48,Yes,0,La Palma,90623,33.850504,-118.039892,5,33,None,Yes,20.02,No,Yes,Fiber Optic,27,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,93.8,3124.5,0,0,660.66,3785.16,Churned,Attitude,Attitude of support person
1656-DRSMG,Female,40,No,0,Chico,95973,39.903272,-121.843567,0,63,Offer B,Yes,19.01,Yes,Yes,Fiber Optic,20,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,109.85,7002.95,0,0,1197.63,8200.58,Stayed,,
1657-DYMBM,Male,35,Yes,0,Temecula,92591,33.540604,-117.10909,8,53,Offer B,Yes,34.46,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.9,1110.05,0,0,1826.38,2936.43,Stayed,,
1658-BYGOY,Male,71,No,3,Los Angeles,90065,34.108833,-118.229715,0,18,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,Churned,Competitor,Competitor made better offer
1658-TJVOA,Female,65,No,0,Cazadero,95421,38.578807,-123.19338,0,6,None,Yes,12.67,No,Yes,Fiber Optic,20,Yes,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74.1,450.9,0,0,76.02,526.92,Stayed,,
1658-XUHBX,Female,75,Yes,1,Modesto,95357,37.670526,-120.877572,3,59,None,Yes,16.15,Yes,Yes,Fiber Optic,26,No,No,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,88.75,5348.65,0,0,952.85,6301.5,Stayed,,
1660-HSOOQ,Male,60,No,0,Santa Barbara,93105,34.037342,-119.80079,0,1,None,Yes,4.18,No,Yes,DSL,8,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Credit Card,49.65,49.65,0,40,4.18,93.83,Churned,Dissatisfaction,Lack of self-service on Website
1661-CZBAU,Male,50,No,0,Carlotta,95528,40.497283,-123.93037,0,48,Offer B,Yes,44.76,Yes,Yes,DSL,18,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,70.95,3629.2,0,0,2148.48,5777.68,Stayed,,
1663-MHLHE,Male,33,No,0,Duarte,91010,34.145695,-117.95982,0,1,None,Yes,35.88,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.2,19.2,0,0,35.88,55.08,Joined,,
1666-JXLKU,Female,64,No,0,Shingle Springs,95682,38.598936,-120.963092,0,37,Offer C,Yes,17.46,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.05,3810.55,0,0,646.02,4456.57,Stayed,,
1666-JZPZT,Male,61,No,0,Twin Bridges,95735,38.805481,-120.13287,0,27,None,Yes,2.69,Yes,Yes,Cable,15,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,49,1291.35,0,0,72.63,1363.98,Stayed,,
1670-SVOWZ,Female,57,Yes,0,Mira Loma,91752,33.999992,-117.535395,1,14,Offer D,Yes,7.62,No,Yes,Fiber Optic,3,No,Yes,No,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,89.65,1208.35,0,120,106.68,1435.03,Churned,Competitor,Competitor had better devices
1676-MQAOA,Male,32,No,0,North Hollywood,91606,34.187599,-118.387125,0,72,Offer A,Yes,15.03,No,Yes,Cable,22,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,75.1,5336.35,0,0,1082.16,6418.51,Stayed,,
1678-FYZOW,Female,28,No,0,Sacramento,95835,38.685069,-121.543709,0,3,Offer E,Yes,46.6,No,Yes,Fiber Optic,76,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.4,244.65,0,0,139.8,384.45,Churned,Competitor,Competitor offered higher download speeds
1679-JRFBR,Female,27,Yes,0,Long Beach,90805,33.864622,-118.179626,4,70,Offer A,Yes,5.77,Yes,Yes,Fiber Optic,48,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,108.15,7930.55,0,0,403.9,8334.45,Stayed,,
1680-VDCWW,Male,45,Yes,0,Los Angeles,90023,34.017697,-118.200577,10,12,Offer D,Yes,11.04,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.8,202.25,0,0,132.48,334.73,Stayed,,
1682-VCOIO,Male,56,No,0,Sacramento,95816,38.574856,-121.46504,0,23,Offer D,Yes,46.17,No,No,,,,,,,,,,,One Year,No,Credit Card,20.45,481.1,0,0,1061.91,1543.01,Stayed,,
1684-FLBGS,Female,60,Yes,1,San Diego,92139,32.677716,-117.047666,6,23,None,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,Stayed,,
1685-BQULA,Female,54,No,0,La Quinta,92253,33.695532,-116.310571,0,40,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,Stayed,,
1685-VAYJF,Male,44,No,0,Salinas,93907,36.77462,-121.664714,0,11,Offer D,Yes,40.59,No,Yes,DSL,22,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,45.2,492,0,150,446.49,1088.49,Stayed,,
1686-STUHN,Male,55,No,0,Creston,93432,35.480896,-120.469476,0,42,None,Yes,38.74,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.8,849.9,0,0,1627.08,2476.98,Stayed,,
1689-MRZQR,Male,36,Yes,0,Turlock,95382,37.529656,-120.854357,1,34,None,Yes,13.45,No,Yes,Fiber Optic,12,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,78.3,2564.3,0,0,457.3,3021.6,Churned,Other,Don't know
1689-YQBYY,Female,43,No,1,Los Gatos,95030,37.222842,-121.988727,0,12,Offer D,Yes,26.13,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.6,893,0,0,313.56,1206.56,Stayed,,
1696-HXOWK,Female,53,Yes,0,Riverside,92506,33.930931,-117.361788,6,71,Offer A,Yes,5.22,Yes,Yes,Fiber Optic,10,Yes,Yes,No,No,Yes,No,No,Yes,One Year,No,Credit Card,95.65,6856.95,0,0,370.62,7227.57,Stayed,,
1696-MZVAU,Male,27,Yes,0,Los Angeles,90043,33.988543,-118.334081,8,39,None,No,,,Yes,DSL,48,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,25.25,947.75,0,0,0,947.75,Stayed,,
1697-BCSHV,Female,44,Yes,1,Guinda,95637,38.830739,-122.196202,2,58,Offer B,Yes,44.1,Yes,Yes,DSL,19,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,66.8,3970.4,0,0,2557.8,6528.2,Stayed,,
1697-LYYYX,Female,21,Yes,1,Cotati,94931,38.326215,-122.718742,8,61,None,Yes,42.11,No,No,,,,,,,,,,,One Year,No,Credit Card,19.1,1143.8,0,0,2568.71,3712.51,Stayed,,
1697-NVVGY,Male,71,Yes,0,Fresno,93728,36.757345,-119.818274,1,19,None,Yes,30.44,No,Yes,DSL,26,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,66.4,1286.05,0,0,578.36,1864.41,Stayed,,
1698-XFZCI,Male,30,No,0,Artesia,90701,33.867593,-118.080637,0,61,Offer B,Yes,42.4,Yes,Yes,Fiber Optic,71,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,107.75,6521.9,0,0,2586.4,9108.3,Stayed,,
1699-HPSBG,Male,44,No,0,Palm Springs,92264,33.745746,-116.514215,0,12,Offer D,Yes,9.6,No,Yes,Cable,23,No,No,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,59.8,727.8,0,0,115.2,843,Churned,Competitor,Competitor offered higher download speeds
1699-TLDLZ,Female,44,Yes,2,Los Angeles,90046,34.108455,-118.362081,10,16,Offer D,Yes,7.14,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.7,301.55,0,0,114.24,415.79,Stayed,,
1699-UOTXU,Male,24,No,0,Big Oak Flat,95305,37.818589,-120.256995,0,60,Offer B,Yes,30.92,No,Yes,DSL,26,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,61.4,3638.25,0,0,1855.2,5493.45,Stayed,,
1702-CCFNJ,Male,39,Yes,0,Los Angeles,90077,34.102084,-118.451629,3,52,None,Yes,44.65,Yes,Yes,Cable,3,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,61.35,3169.55,0,0,2321.8,5491.35,Stayed,,
1703-MGIAB,Female,53,No,0,Van Nuys,91406,34.195685,-118.490752,0,17,None,Yes,5.49,Yes,Yes,DSL,14,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,69,1108,33.67,0,93.33,1167.66,Stayed,,
1704-NRWYE,Female,79,No,0,Point Reyes Station,94956,38.060264,-122.830646,0,9,None,Yes,43.34,No,Yes,Fiber Optic,2,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.85,751.65,0,0,390.06,1141.71,Churned,Attitude,Attitude of support person
1705-GUHPV,Female,64,No,0,Los Angeles,90056,33.987945,-118.370442,0,63,Offer B,Yes,26.74,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.2,1618.2,0,0,1684.62,3302.82,Stayed,,
1707-HABPF,Female,65,No,0,Santa Barbara,93103,34.438581,-119.685368,0,46,Offer B,Yes,11.93,No,Yes,Fiber Optic,26,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,91.3,4126.35,0,0,548.78,4675.13,Stayed,,
1708-PBBOA,Female,51,No,0,Banning,92220,33.936298,-116.849577,0,42,None,No,,,Yes,DSL,13,Yes,Yes,Yes,Yes,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,54.75,2348.45,0,80,0,2428.45,Stayed,,
1709-EJDOX,Female,33,Yes,3,San Francisco,94134,37.721052,-122.413573,10,47,Offer B,Yes,41.54,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.75,948.9,0,0,1952.38,2901.28,Stayed,,
1710-RCXUS,Male,53,Yes,0,Orange,92866,33.784597,-117.844535,0,51,None,Yes,9.21,Yes,Yes,Fiber Optic,30,No,Yes,No,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,90.35,4614.55,0,0,469.71,5084.26,Stayed,,
1716-LSAMB,Male,21,Yes,1,Santa Ana,92701,33.748478,-117.858918,1,45,None,Yes,45.21,No,Yes,Cable,59,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,54.65,2553.7,0,0,2034.45,4588.15,Stayed,,
1722-LDZJS,Male,38,Yes,3,Sanger,93657,36.819628,-119.440414,1,53,None,Yes,20.44,No,No,,,,,,,,,,,One Year,No,Credit Card,20.2,1068.15,0,0,1083.32,2151.47,Stayed,,
1723-HKXJQ,Male,64,No,0,San Diego,92120,32.807867,-117.060993,0,42,None,Yes,18.79,Yes,Yes,Fiber Optic,16,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.75,4273.45,0,0,789.18,5062.63,Churned,Other,Don't know
1724-BQUHA,Male,67,No,0,Los Gatos,95032,37.233034,-121.947427,0,5,None,Yes,45.72,No,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.5,477.7,0,0,228.6,706.3,Churned,Attitude,Attitude of support person
1724-IQWNM,Male,37,No,1,Burbank,91504,34.213049,-118.317651,0,1,Offer E,Yes,8.66,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.3,19.3,0,0,8.66,27.96,Joined,,
1725-IQNIY,Male,34,Yes,0,San Bernardino,92401,34.105935,-117.2914,1,54,None,Yes,42.09,No,Yes,Fiber Optic,9,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,109.75,6110.2,0,0,2272.86,8383.06,Churned,Competitor,Competitor had better devices
1725-MIMXW,Male,42,No,0,Honeydew,95545,40.342928,-124.063329,0,1,Offer E,Yes,48.96,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.45,19.45,0,0,48.96,68.41,Churned,Dissatisfaction,Poor expertise of phone support
1728-BQDMA,Female,22,No,0,Penryn,95663,38.859093,-121.182872,0,2,Offer E,Yes,18.7,No,Yes,DSL,59,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.45,82.7,0,0,37.4,120.1,Joined,,
1728-CXQBE,Male,79,Yes,0,Glenn,95943,39.597975,-122.032248,9,64,Offer B,Yes,23.33,Yes,Yes,Fiber Optic,29,No,Yes,Yes,No,No,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,94.25,6081.4,0,0,1493.12,7574.52,Stayed,,
1729-VLAZJ,Female,52,No,5,Santa Barbara,93101,34.419203,-119.710008,0,10,Offer D,No,,,Yes,DSL,57,Yes,Yes,No,Yes,No,No,No,No,One Year,No,Credit Card,40.25,411.45,17.96,30,0,423.49,Stayed,,
1730-VFMWO,Female,33,Yes,0,Petaluma,94952,38.237018,-122.77872,6,34,None,Yes,40.67,No,Yes,DSL,7,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.2,1815.3,0,0,1382.78,3198.08,Stayed,,
1730-ZMAME,Female,74,No,0,Ontario,91762,34.057256,-117.667677,0,32,None,Yes,48.62,No,Yes,Fiber Optic,12,No,No,No,No,No,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,79.5,2665,0,0,1555.84,4220.84,Stayed,,
1731-TVIUK,Female,47,No,0,Temecula,92592,33.507255,-117.029473,0,4,Offer E,Yes,7.39,Yes,Yes,Fiber Optic,4,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.5,362.2,0,0,29.56,391.76,Churned,Competitor,Competitor made better offer
1732-FEKLD,Female,30,No,0,Newport Beach,92662,33.606336,-117.893042,0,54,Offer B,Yes,37.65,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,No,No,No,One Year,Yes,Bank Withdrawal,94.75,5121.75,0,70,2033.1,7224.85,Stayed,,
1732-VHUBQ,Female,73,Yes,0,Escondido,92027,33.141265,-116.967221,1,47,None,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,Churned,Competitor,Competitor made better offer
1734-ZMNTZ,Female,50,Yes,2,Eureka,95501,40.796621,-124.15428,1,11,None,Yes,15.04,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25,300.7,0,0,165.44,466.14,Stayed,,
1735-XMJVH,Male,51,Yes,3,Sacramento,95818,38.556306,-121.495817,0,8,Offer E,Yes,34.87,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,19.35,152.6,0,0,278.96,431.56,Stayed,,
1740-CSDJP,Male,53,No,0,Oakhurst,93644,37.648647,-119.231447,0,1,None,No,,,Yes,DSL,9,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,35.25,35.25,0,0,0,35.25,Churned,Price,Lack of affordable download/upload speed
1741-WTPON,Male,42,Yes,3,Westport,95488,39.724433,-123.767578,8,56,Offer B,Yes,40.86,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,115.85,6567.9,0,0,2288.16,8856.06,Stayed,,
1744-JHKYS,Female,49,Yes,0,Pasadena,91105,34.13946,-118.166649,5,34,Offer C,Yes,11.52,Yes,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,24.7,780.2,0,0,391.68,1171.88,Stayed,,
1746-TGTWV,Male,32,Yes,0,Whittier,90604,33.929704,-118.01208,1,1,Offer E,Yes,38.89,No,Yes,Fiber Optic,9,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,75.35,75.35,0,0,38.89,114.24,Joined,,
1750-CSKKM,Male,40,No,3,Imperial Beach,91932,32.579134,-117.119009,0,9,Offer E,Yes,41.02,No,Yes,DSL,27,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55.35,449.75,0,0,369.18,818.93,Churned,Competitor,Competitor had better devices
1751-NCDLI,Male,74,Yes,0,Castroville,95012,36.784481,-121.759054,6,46,None,Yes,4.2,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,98.85,4564.9,0,0,193.2,4758.1,Stayed,,
1752-OZXFY,Male,39,Yes,0,Lockwood,93932,35.989792,-121.055933,6,60,Offer B,Yes,15.24,No,Yes,DSL,16,Yes,No,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,59.8,3561.15,0,0,914.4,4475.55,Stayed,,
1754-GKYPY,Male,65,Yes,0,Carson,90746,33.859171,-118.252272,8,22,None,Yes,22.38,No,Yes,Fiber Optic,14,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.75,1938.9,0,0,492.36,2431.26,Stayed,,
1755-FZQEC,Male,26,No,0,Ventura,93001,34.360261,-119.306383,0,39,Offer C,Yes,48.02,No,No,,,,,,,,,,,One Year,No,Credit Card,19.9,791.15,20.17,0,1872.78,2643.76,Stayed,,
1755-RMCXH,Male,37,Yes,2,San Dimas,91773,34.102119,-117.815532,5,2,Offer E,Yes,7.27,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.3,40.25,0,0,14.54,54.79,Joined,,
1757-TCATG,Male,24,Yes,1,Huntington Beach,92649,33.721917,-118.043237,4,35,Offer C,Yes,41.02,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.05,746.75,0,0,1435.7,2182.45,Stayed,,
1760-CAZHT,Male,55,No,3,Glendale,91202,34.167926,-118.267539,0,25,None,Yes,3.07,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.8,460.2,21.81,0,76.75,515.14,Stayed,,
1761-AEZZR,Male,59,No,0,Guinda,95637,38.830739,-122.196202,0,1,None,Yes,4.04,No,Yes,Fiber Optic,6,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.55,79.55,0,0,4.04,83.59,Churned,Other,Don't know
1763-KUAAW,Female,77,No,0,Junction City,96048,40.913192,-123.06597,0,18,Offer D,Yes,37.53,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.35,369.6,0,0,675.54,1045.14,Stayed,,
1763-WQFUK,Male,45,No,0,Riverside,92503,33.890046,-117.455583,0,3,None,Yes,26.38,No,Yes,DSL,25,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,50.5,147.75,0,0,79.14,226.89,Joined,,
1764-VUUMT,Male,63,No,1,Spreckels,93962,36.624641,-121.647195,0,66,None,Yes,37.94,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.95,1269.1,0,0,2504.04,3773.14,Stayed,,
1766-GKNMI,Male,56,No,0,Bakersfield,93307,35.280113,-118.962329,0,29,None,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,Stayed,,
1767-CJKBA,Male,39,No,0,Richmond,94804,37.921034,-122.341798,0,66,Offer A,Yes,49.13,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.1,1697.7,0,0,3242.58,4940.28,Stayed,,
1767-TGTKO,Female,30,Yes,2,Dana Point,92629,33.477923,-117.705314,0,8,Offer E,Yes,5.09,No,Yes,DSL,51,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.45,411.75,0,0,40.72,452.47,Stayed,,
1768-HNVGJ,Female,80,No,0,Mountain View,94043,37.419725,-122.062947,0,45,Offer B,Yes,18.46,Yes,Yes,Cable,3,Yes,No,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,70.05,3062.45,0,0,830.7,3893.15,Stayed,,
1768-ZAIFU,Female,74,No,0,Rio Dell,95562,40.485849,-124.163234,0,1,None,No,,,Yes,Cable,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.2,25.2,0,0,0,25.2,Churned,Competitor,Competitor made better offer
1769-GRUIK,Female,19,No,0,Gridley,95948,39.346898,-121.759537,0,18,Offer D,Yes,2.76,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,71.1,1247.75,0,150,49.68,1447.43,Stayed,,
1771-OADNZ,Male,70,Yes,0,Pauma Valley,92061,33.313828,-116.940501,1,29,Offer C,Yes,35.38,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,95.9,2745.2,0,50,1026.02,3821.22,Churned,Price,Extra data charges
1775-KWJKQ,Male,41,Yes,0,Santa Barbara,93105,34.037342,-119.80079,5,72,None,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,Stayed,,
1776-SPBWV,Female,43,Yes,1,Salinas,93907,36.77462,-121.664714,1,34,Offer C,Yes,41.72,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,20.1,682.1,0,0,1418.48,2100.58,Stayed,,
1777-JYQPJ,Male,19,No,0,Colfax,95713,39.084645,-120.894014,0,2,Offer E,No,,,Yes,DSL,59,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,24.3,38.45,0,0,0,38.45,Joined,,
1779-PWPMG,Female,73,Yes,0,San Jose,95139,37.218705,-121.762429,1,72,Offer A,Yes,4.59,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,114.65,8333.95,0,0,330.48,8664.43,Stayed,,
1784-BXEFA,Female,63,No,0,Vacaville,95688,38.419088,-122.024568,0,10,None,Yes,4.76,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,20.55,187.35,0,0,47.6,234.95,Stayed,,
1784-EZDKJ,Male,31,Yes,0,Hemet,92544,33.644585,-116.871544,3,51,Offer B,Yes,29.4,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,106.8,5498.8,0,140,1499.4,7138.2,Stayed,,
1785-BPHTP,Male,64,Yes,2,Santa Monica,90403,34.031529,-118.491156,6,28,None,Yes,3.18,No,Yes,Fiber Optic,12,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,85.45,2289.9,0,0,89.04,2378.94,Stayed,,
1790-NESIO,Female,23,No,0,Concord,94518,37.950248,-122.022455,0,13,None,Yes,6.56,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.4,261.3,0,0,85.28,346.58,Stayed,,
1791-PQHBB,Female,28,No,2,El Dorado,95623,38.63153,-120.842609,0,2,Offer E,Yes,32.06,No,Yes,Cable,52,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,61.2,125.95,0,0,64.12,190.07,Joined,,
1792-UXAFY,Female,80,No,0,San Jose,95110,37.34667,-121.910019,0,17,Offer D,Yes,30.37,No,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.15,1496.9,0,0,516.29,2013.19,Churned,Dissatisfaction,Service dissatisfaction
1794-HBQTJ,Female,22,No,0,Corcoran,93212,36.04533,-119.532424,0,1,Offer E,Yes,6.54,No,Yes,Cable,52,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,48.6,48.6,0,0,6.54,55.14,Churned,Dissatisfaction,Poor expertise of phone support
1794-SWWKL,Male,22,Yes,2,Dorris,96023,41.949216,-122.050062,6,15,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,Stayed,,
1796-JANOW,Female,33,No,0,Fiddletown,95629,38.513484,-120.704613,0,2,Offer E,Yes,34.57,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.95,38.15,0,0,69.14,107.29,Joined,,
1803-BGNBD,Female,59,No,0,Santa Monica,90402,34.035849,-118.503508,0,12,Offer D,Yes,37.63,No,Yes,DSL,26,No,Yes,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,54.3,654.5,0,130,451.56,1236.06,Stayed,,
1809-DMJHQ,Female,56,No,1,Newport Beach,92660,33.634626,-117.874882,0,5,None,Yes,23.89,No,Yes,DSL,14,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,46,221.7,0,0,119.45,341.15,Churned,Competitor,Competitor had better devices
1810-BOHSY,Male,63,Yes,0,Vacaville,95687,38.333133,-121.920151,7,51,Offer B,Yes,35,Yes,Yes,Fiber Optic,8,Yes,Yes,No,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,96.4,4911.05,0,0,1785,6696.05,Stayed,,
1810-MVMAI,Male,31,Yes,1,San Jose,95113,37.333851,-121.891147,4,30,Offer C,Yes,48.04,Yes,Yes,Cable,19,Yes,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,67.6,2000.2,0,0,1441.2,3441.4,Stayed,,
1813-JLKWR,Female,47,Yes,0,Orange,92868,33.787796,-117.875928,7,64,None,Yes,23.25,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.8,1336.65,0,0,1488,2824.65,Stayed,,
1813-JYWTO,Female,59,Yes,0,Shandon,93461,35.634488,-120.293534,4,72,None,Yes,6.23,Yes,Yes,Fiber Optic,27,Yes,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,80.45,5737.6,0,130,448.56,6316.16,Stayed,,
1814-DKOLC,Female,63,No,0,Loma Linda,92354,34.049315,-117.255974,0,5,None,Yes,5.41,Yes,No,,,,,,,,,,,Month-to-Month,No,Credit Card,25.45,134.75,0,0,27.05,161.8,Stayed,,
1814-WFGVS,Male,53,Yes,3,Richvale,95974,39.495768,-121.747472,3,72,None,No,,,Yes,DSL,53,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Mailed Check,48.9,3527,34.44,0,0,3492.56,Stayed,,
1816-FLZDK,Male,34,No,0,Fawnskin,92333,34.274846,-116.937581,0,1,None,No,,,Yes,DSL,22,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,29.15,29.15,0,0,0,29.15,Joined,,
1818-ESQMW,Female,31,No,0,San Joaquin,93660,36.600193,-120.153393,0,27,Offer C,Yes,39.62,No,Yes,Fiber Optic,2,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.2,2383.6,0,0,1069.74,3453.34,Stayed,,
1820-DJFPH,Female,59,Yes,3,Orick,95555,41.336354,-124.044354,4,72,None,Yes,48.29,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,24.05,1709.15,0,0,3476.88,5186.03,Stayed,,
1820-TQVEV,Male,27,No,0,Madera,93638,37.004068,-119.930027,0,1,Offer E,Yes,49.43,No,Yes,Fiber Optic,48,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.55,69.55,0,0,49.43,118.98,Churned,Attitude,Attitude of support person
1821-BUCWY,Male,35,No,0,Valyermo,93563,34.39583,-117.734568,0,30,Offer C,Yes,47.06,No,Yes,Cable,24,Yes,No,Yes,No,No,No,No,Yes,Two Year,Yes,Mailed Check,55.65,1653.85,0,0,1411.8,3065.65,Stayed,,
1830-GGFNM,Male,35,Yes,2,Somerset,95684,38.606703,-120.586659,6,65,Offer B,Yes,19.53,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,94.55,6078.75,0,0,1269.45,7348.2,Stayed,,
1830-IPXVJ,Female,44,Yes,2,Lafayette,94549,37.907777,-122.127161,6,61,Offer B,Yes,25.4,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.75,1311.6,0,0,1549.4,2861,Stayed,,
1832-PEUTS,Male,23,Yes,2,San Bernardino,92410,34.106922,-117.297553,4,62,Offer B,Yes,37.75,Yes,Yes,Fiber Optic,73,No,No,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,89.1,5411.65,0,0,2340.5,7752.15,Stayed,,
1833-TCXKK,Male,50,Yes,0,San Bernardino,92408,34.084909,-117.258107,0,45,Offer B,Yes,29.81,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,107.75,4882.8,0,0,1341.45,6224.25,Stayed,,
1833-VGRUM,Female,70,No,0,Perris,92570,33.787298,-117.320676,0,1,Offer E,Yes,48.95,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.2,74.2,0,0,48.95,123.15,Churned,Price,Price too high
1834-ABKHQ,Female,59,Yes,2,Upper Lake,95485,39.220368,-122.907693,2,52,Offer B,Yes,10.03,No,Yes,Cable,29,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,50.95,2610.65,0,0,521.56,3132.21,Stayed,,
1834-WULEG,Male,61,Yes,2,Nevada City,95959,39.333737,-120.858667,5,24,Offer C,Yes,40.81,No,No,,,,,,,,,,,One Year,No,Mailed Check,20.25,439.75,0,0,979.44,1419.19,Stayed,,
1837-YQUCE,Female,54,No,0,Buena Park,90620,33.845706,-118.012204,0,70,Offer A,No,,,Yes,DSL,13,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,58.35,4214.25,0,0,0,4214.25,Stayed,,
1839-FBNFR,Female,35,Yes,1,Georgetown,95634,38.9386,-120.785514,3,39,None,Yes,32.57,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,19.85,854.8,0,0,1270.23,2125.03,Stayed,,
1839-UMACK,Male,20,No,0,Pasadena,91106,34.139402,-118.128658,0,42,None,Yes,27.64,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,25.05,949.85,0,0,1160.88,2110.73,Stayed,,
1840-BIUOG,Male,23,No,0,Hayward,94545,37.62984,-122.120843,0,20,None,Yes,32.5,Yes,Yes,DSL,52,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,68.7,1416.2,0,0,650,2066.2,Stayed,,
1841-YSJGV,Male,58,Yes,0,South El Monte,91733,34.04622,-118.053753,9,72,Offer A,Yes,40.78,Yes,Yes,Fiber Optic,22,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,109.95,7852.4,0,0,2936.16,10788.56,Stayed,,
1842-EZJMK,Male,28,Yes,0,Orangevale,95662,38.689174,-121.218435,1,50,Offer B,Yes,34.14,Yes,Yes,Fiber Optic,69,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,103.7,5071.05,36.61,0,1707,6741.44,Churned,Competitor,Competitor had better devices
1843-TLSGD,Female,56,Yes,3,Standish,96128,40.346634,-120.386422,6,13,None,Yes,27.62,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.85,272.35,0,0,359.06,631.41,Stayed,,
1845-CSBRZ,Female,71,Yes,1,Pomona,91766,34.042286,-117.756106,7,22,Offer D,Yes,40.19,Yes,Yes,Fiber Optic,27,No,No,No,No,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,85.35,1961.6,0,0,884.18,2845.78,Stayed,,
1845-ZLLIG,Male,45,No,0,Woodbridge,95258,38.169605,-121.310964,0,1,Offer E,Yes,20.3,No,Yes,DSL,16,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.15,50.15,0,0,20.3,70.45,Joined,,
1846-XWOQN,Female,80,No,0,Bradley,93426,35.842889,-121.004862,0,1,None,Yes,47.97,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.15,70.15,0,0,47.97,118.12,Churned,Competitor,Competitor made better offer
1848-LBZHY,Female,19,Yes,0,Downey,90242,33.921793,-118.140588,7,7,None,Yes,33.24,No,Yes,DSL,53,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.3,355.1,0,0,232.68,587.78,Stayed,,
1849-RJYIG,Female,43,No,0,Sunnyvale,94087,37.3511,-122.037311,0,8,None,Yes,46.78,No,Yes,DSL,24,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,60,487.75,0,0,374.24,861.99,Stayed,,
1850-AKQEP,Male,61,No,1,Santa Cruz,95064,37.007882,-122.065975,0,8,None,Yes,14.37,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.35,178.7,0,0,114.96,293.66,Stayed,,
1852-QSWCD,Male,62,Yes,1,Palo Verde,92266,33.3249,-114.758334,1,64,None,Yes,35.25,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.8,1514.85,0,0,2256,3770.85,Stayed,,
1852-XEMDW,Male,20,No,0,Mad River,95552,40.390301,-123.412327,0,22,Offer D,Yes,43.78,Yes,Yes,DSL,47,Yes,Yes,Yes,No,No,No,No,No,Month-to-Month,No,Credit Card,65.05,1427.55,0,10,963.16,2400.71,Stayed,,
1853-ARAAQ,Female,47,No,0,Cayucos,93430,35.511833,-120.918713,0,26,None,No,,,Yes,DSL,7,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,50.35,1277.5,0,0,0,1277.5,Stayed,,
1853-UDXBW,Male,38,Yes,0,Samoa,95564,40.809636,-124.189977,1,1,None,Yes,38.8,No,Yes,Fiber Optic,4,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70,70,0,0,38.8,108.8,Churned,Price,Price too high
1855-AGAWH,Male,27,Yes,0,Bell,90201,33.970343,-118.171368,2,31,None,Yes,36.69,No,Yes,Fiber Optic,52,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,93.8,2939.8,0,0,1137.39,4077.19,Stayed,,
1855-CFULU,Female,65,No,0,Oakland,94619,37.787186,-122.14633,0,4,None,Yes,41.98,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.05,91.45,0,0,167.92,259.37,Stayed,,
1862-QRWPE,Female,24,Yes,0,Pacific Palisades,90272,34.079449,-118.548306,10,48,None,Yes,37.96,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.65,1057,0,0,1822.08,2879.08,Stayed,,
1862-SKORY,Female,66,Yes,0,Los Angeles,90029,34.089953,-118.294824,1,40,None,No,,,Yes,Cable,3,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,39.3,1637.4,0,0,0,1637.4,Churned,Competitor,Competitor offered higher download speeds
1866-DIOQZ,Female,23,Yes,0,Forestville,95436,38.499302,-122.92444,10,71,None,No,,,Yes,Cable,85,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,66.8,4689.15,0,0,0,4689.15,Stayed,,
1866-NXPSP,Female,48,No,0,Arcata,95521,40.839958,-124.003757,0,36,None,Yes,32,No,Yes,Cable,23,Yes,Yes,Yes,Yes,No,Yes,Yes,No,One Year,Yes,Credit Card,75.55,2680.15,0,100,1152,3932.15,Stayed,,
1866-OBPNR,Male,28,Yes,1,Sacramento,95833,38.619049,-121.517552,5,1,None,Yes,42.99,No,Yes,Fiber Optic,59,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,74.6,74.6,0,0,42.99,117.59,Joined,,
1866-RZZQS,Male,77,No,0,Redlands,92373,34.003243,-117.138286,0,41,Offer B,Yes,42.06,Yes,Yes,Fiber Optic,21,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,98.4,4187.75,0,0,1724.46,5912.21,Churned,Competitor,Competitor had better devices
1866-ZSLJM,Male,31,No,0,Valley Ford,94972,38.339996,-122.935056,0,21,Offer D,Yes,32.89,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.5,402.85,0,0,690.69,1093.54,Stayed,,
1867-BDVFH,Male,35,Yes,0,Los Angeles,90056,33.987945,-118.370442,1,11,Offer D,Yes,9.14,Yes,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.35,834.2,0,0,100.54,934.74,Churned,Competitor,Competitor made better offer
1867-TJHTS,Female,47,No,0,Sacramento,95817,38.550722,-121.457314,0,58,None,Yes,22.71,Yes,Yes,Fiber Optic,14,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.8,4526.85,0,0,1317.18,5844.03,Stayed,,
1871-MOWRM,Male,57,Yes,0,Woodacre,94973,38.005839,-122.638155,3,12,None,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,Churned,Competitor,Competitor offered more data
1872-EBWSC,Female,28,No,0,Berkeley,94702,37.866009,-122.286228,0,29,None,Yes,21.19,No,No,,,,,,,,,,,One Year,No,Mailed Check,20.35,617.35,0,0,614.51,1231.86,Stayed,,
1875-QIVME,Female,26,Yes,3,Tujunga,91042,34.296574,-118.244839,1,2,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,Churned,Attitude,Attitude of support person
1877-HKBQX,Female,21,No,0,Cerritos,90703,33.8681,-118.067402,0,11,Offer D,Yes,1.16,No,Yes,DSL,41,Yes,No,No,Yes,No,No,No,Yes,One Year,Yes,Mailed Check,54.6,617.85,0,0,12.76,630.61,Stayed,,
1891-FZYSA,Male,65,Yes,0,Piercy,95587,39.955587,-123.681175,1,69,None,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,Churned,Competitor,Competitor had better devices
1891-QRQSA,Male,71,Yes,0,Downey,90241,33.940884,-118.128628,9,64,Offer B,Yes,16.33,Yes,Yes,Fiber Optic,10,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,111.6,7099,0,0,1045.12,8144.12,Stayed,,
1891-UAWWU,Female,79,Yes,0,Johannesburg,93528,35.363339,-117.637641,1,20,None,Yes,4.77,Yes,Yes,Fiber Optic,17,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,90.8,1951,0,0,95.4,2046.4,Churned,Competitor,Competitor had better devices
1894-IGFSG,Female,38,No,0,Lancaster,93535,34.712708,-117.889656,0,22,None,Yes,18.01,No,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,89.25,1907.85,0,0,396.22,2304.07,Churned,Competitor,Competitor had better devices
1895-QTKDO,Female,38,No,0,San Jacinto,92583,33.796568,-116.924723,0,1,None,Yes,45.59,No,Yes,DSL,5,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,43.95,43.95,0,0,45.59,89.54,Joined,,
1897-OKVMW,Female,44,Yes,1,Lathrop,95330,37.80821,-121.308401,3,64,None,Yes,37,Yes,Yes,DSL,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Mailed Check,90.6,5817.45,0,0,2368,8185.45,Stayed,,
1897-RCFUM,Female,31,Yes,2,Point Arena,95468,38.911299,-123.609588,1,39,None,Yes,5.88,Yes,No,,,,,,,,,,,One Year,Yes,Credit Card,24.2,914.6,0,0,229.32,1143.92,Stayed,,
1898-JSNDC,Female,23,No,0,Elk Grove,95758,38.35363,-121.44195,0,39,Offer C,Yes,48.17,No,Yes,DSL,58,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,58.6,2224.5,0,0,1878.63,4103.13,Stayed,,
1899-VXWXM,Male,55,No,0,San Diego,92130,32.957195,-117.202542,0,48,None,Yes,24.73,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,106.1,5082.8,0,0,1187.04,6269.84,Churned,Other,Don't know
1902-XBTFB,Male,39,No,0,North Hollywood,91605,34.207295,-118.400022,0,22,Offer D,Yes,39.58,No,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.4,2001.5,0,0,870.76,2872.26,Churned,Dissatisfaction,Lack of self-service on Website
1904-WAJAA,Female,23,Yes,3,Coronado,92118,32.68674,-117.186612,0,24,Offer C,Yes,46.54,Yes,Yes,DSL,85,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,64.35,1558.65,0,0,1116.96,2675.61,Stayed,,
1905-OEILC,Female,42,No,0,Pebble Beach,93953,36.587497,-121.944815,0,1,Offer E,Yes,20.11,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.5,19.5,0,0,20.11,39.61,Joined,,
1907-UBQFC,Male,69,No,0,San Francisco,94108,37.791998,-122.408653,0,10,None,Yes,5.46,No,Yes,Fiber Optic,24,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,72.85,688.65,0,30,54.6,773.25,Churned,Competitor,Competitor had better devices
1907-YLNYW,Male,47,No,0,Gasquet,95543,41.867908,-123.794144,0,8,None,Yes,41.13,No,Yes,DSL,27,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,66.7,579,0,0,329.04,908.04,Stayed,,
1910-FMXJM,Female,59,Yes,0,Colton,92324,34.030915,-117.273201,8,36,None,Yes,49.33,No,Yes,Fiber Optic,23,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,80.4,2937.65,0,0,1775.88,4713.53,Stayed,,
1915-IOFGU,Female,53,No,0,Keene,93531,35.214982,-118.59049,0,1,None,Yes,41.39,No,Yes,Fiber Optic,3,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.5,70.5,0,0,41.39,111.89,Churned,Competitor,Competitor offered higher download speeds
1915-OAKWD,Female,56,No,0,Belvedere Tiburon,94920,37.885629,-122.46858,0,16,Offer D,Yes,44.05,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.3,360.35,0,0,704.8,1065.15,Stayed,,
1918-ZBFQJ,Female,48,No,3,Glendale,91206,34.162515,-118.203869,0,13,None,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,Churned,Competitor,Competitor had better devices
1919-RTPQD,Male,42,Yes,1,Fish Camp,93623,37.483535,-119.679414,7,7,Offer E,Yes,28.7,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.75,333.65,0,0,200.9,534.55,Stayed,,
1921-KYSAY,Female,36,No,0,Olivehurst,95961,39.082568,-121.55325,0,41,None,Yes,36.93,Yes,Yes,DSL,30,No,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,68.6,2877.05,0,0,1514.13,4391.18,Stayed,,
1925-GMVBW,Female,49,No,0,Oroville,95965,39.624561,-121.552866,0,5,None,Yes,24.53,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.55,96.1,0,0,122.65,218.75,Stayed,,
1925-LFCZZ,Male,71,No,0,Potrero,91963,32.619465,-116.593605,0,55,None,No,,,Yes,DSL,23,No,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,50.05,2743.45,0,0,0,2743.45,Stayed,,
1925-TIBLE,Female,62,Yes,0,Los Angeles,90049,34.091829,-118.491244,1,7,None,Yes,22.61,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,86.5,582.5,0,20,158.27,760.77,Churned,Competitor,Competitor offered higher download speeds
1926-QUZNN,Female,45,Yes,0,Carmel,93923,36.460611,-121.852507,9,72,None,Yes,49.51,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,25.25,1841.2,0,0,3564.72,5405.92,Stayed,,
1927-QEWMY,Female,51,Yes,0,Arcadia,91007,34.128284,-118.047732,6,72,Offer A,Yes,43.91,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.5,1502.25,0,0,3161.52,4663.77,Stayed,,
1928-BXYIV,Male,47,No,0,Placerville,95667,38.733714,-120.795213,0,1,Offer E,Yes,17.07,Yes,Yes,DSL,3,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,61.15,61.15,0,0,17.07,78.22,Joined,,
1929-ZCBHE,Male,27,Yes,1,Georgetown,95634,38.9386,-120.785514,7,47,Offer B,No,,,Yes,DSL,47,Yes,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,40.3,1794.8,0,0,0,1794.8,Stayed,,
1930-BZLHI,Male,31,No,0,Castroville,95012,36.784481,-121.759054,0,21,None,Yes,22.53,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.35,422.7,0,0,473.13,895.83,Stayed,,
1930-QPBVZ,Male,31,Yes,2,Laytonville,95454,39.806141,-123.531098,3,68,Offer A,Yes,9.29,No,Yes,Fiber Optic,18,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,95.1,6683.4,0,0,631.72,7315.12,Stayed,,
1930-WNXSB,Male,38,Yes,1,Covina,91724,34.08111,-117.853935,1,58,None,Yes,47.69,No,Yes,Fiber Optic,24,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92.85,5305.05,0,0,2766.02,8071.07,Stayed,,
1932-UEDCX,Male,79,Yes,0,Manchester,95459,38.966713,-123.586412,6,33,None,Yes,44.1,Yes,Yes,Fiber Optic,22,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,100.6,3270.25,0,0,1455.3,4725.55,Stayed,,
1934-MKPXS,Male,21,Yes,0,Nicolaus,95659,38.788898,-121.608624,3,33,None,Yes,49.37,No,No,,,,,,,,,,,One Year,No,Credit Card,20.1,620.55,0,0,1629.21,2249.76,Stayed,,
1934-SJVJK,Male,35,No,0,Smith River,95567,41.950683,-124.097094,0,1,Offer E,Yes,40.51,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.15,20.15,0,0,40.51,60.66,Churned,Price,Long distance charges
1935-IMVBB,Male,43,Yes,0,San Diego,92107,32.741852,-117.243453,1,56,None,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,Stayed,,
1936-CZAKF,Male,22,Yes,0,Graton,95444,38.434362,-122.86891,8,49,None,No,,,Yes,Cable,27,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,49.65,2409.9,0,0,0,2409.9,Stayed,,
1936-UAFEH,Female,43,No,0,Pioneer,95666,38.546999,-120.271114,0,68,None,Yes,48.82,Yes,Yes,Fiber Optic,17,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,110.25,7279.35,0,30,3319.76,10629.11,Stayed,,
1937-OTUKY,Female,32,Yes,0,Seaside,93955,36.625114,-121.823565,1,72,None,Yes,25.48,Yes,Yes,Fiber Optic,3,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,98.2,7015.9,0,0,1834.56,8850.46,Stayed,,
1941-HOSAM,Male,20,Yes,3,San Diego,92101,32.72523,-117.171346,1,1,None,Yes,24.33,No,Yes,Fiber Optic,59,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.1,90.1,0,0,24.33,114.43,Joined,,
1942-OQFRW,Male,62,No,0,Forest Knolls,94933,38.010092,-122.689442,0,1,Offer E,Yes,13.4,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44,44,0,0,13.4,57.4,Joined,,
1945-XISKS,Female,22,Yes,0,Sonora,95370,37.982716,-120.343732,4,67,None,Yes,33.01,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.65,1335.2,0,0,2211.67,3546.87,Stayed,,
1950-KSVVJ,Female,57,Yes,0,Monterey Park,91754,34.050322,-118.147037,1,45,Offer B,Yes,33.54,Yes,Yes,Fiber Optic,4,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Mailed Check,113.3,5032.25,0,0,1509.3,6541.55,Stayed,,
1951-IEYXM,Male,57,Yes,0,Rancho Cucamonga,91730,34.10097,-117.57882,1,72,None,Yes,34.97,Yes,Yes,Cable,11,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.6,6441.85,0,0,2517.84,8959.69,Stayed,,
1952-DVVSW,Female,23,Yes,0,Colfax,95713,39.084645,-120.894014,4,10,None,Yes,14.04,No,No,,,,,,,,,,,One Year,No,Credit Card,20.1,184.4,0,0,140.4,324.8,Stayed,,
1955-IBMMB,Male,47,No,0,Forest Knolls,94933,38.010092,-122.689442,0,59,None,Yes,47.17,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,20.2,1192.3,0,0,2783.03,3975.33,Stayed,,
1956-YIFGE,Male,36,Yes,3,Boulevard,91905,32.677097,-116.304991,10,22,None,Yes,9.05,No,Yes,Fiber Optic,57,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,100.05,2090.25,0,0,199.1,2289.35,Stayed,,
1958-RNRKS,Male,62,Yes,0,El Segundo,90245,33.917145,-118.401554,4,30,None,Yes,5.56,Yes,Yes,DSL,8,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,49.9,1441.95,0,100,166.8,1708.75,Stayed,,
1960-UOTYM,Male,61,Yes,2,Lakewood,90712,33.840524,-118.148403,5,52,None,Yes,16.53,No,Yes,DSL,12,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,79.2,4016.3,0,0,859.56,4875.86,Stayed,,
1960-UYCNN,Male,35,No,0,Julian,92036,32.980678,-116.262854,0,10,None,Yes,26.43,Yes,Yes,Fiber Optic,13,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,-7,1021.55,0,0,264.3,1285.85,Stayed,,
1963-SVUCV,Male,59,No,0,Flournoy,96029,39.84784,-122.544556,0,1,None,Yes,28.37,No,Yes,DSL,7,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,45.3,45.3,0,30,28.37,103.67,Churned,Competitor,Competitor offered higher download speeds
1963-VAUKV,Female,31,No,0,Kyburz,95720,38.766036,-120.209673,0,1,Offer E,Yes,22.12,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.4,20.4,0,0,22.12,42.52,Churned,Price,Long distance charges
1964-SVLEA,Male,59,No,0,Upland,91786,34.105493,-117.660934,0,20,Offer D,Yes,30.13,No,No,,,,,,,,,,,One Year,Yes,Mailed Check,-1,415.9,0,0,602.6,1018.5,Stayed,,
1965-AKTSX,Female,65,No,0,Byron,94514,37.83323,-121.601461,0,14,Offer D,Yes,16.36,Yes,Yes,Fiber Optic,6,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.95,1101.85,0,0,229.04,1330.89,Churned,Competitor,Competitor made better offer
1965-DDBWU,Male,37,No,0,Escondido,92027,33.141265,-116.967221,0,16,None,Yes,11.96,Yes,Yes,Fiber Optic,18,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,89.05,1448.6,0,0,191.36,1639.96,Churned,Competitor,Competitor made better offer
1970-KKFWL,Female,38,No,0,Rescue,95672,38.724322,-120.991237,0,35,None,Yes,6.52,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,23.3,797.1,0,0,228.2,1025.3,Stayed,,
1971-DTCZB,Female,52,Yes,0,Yreka,96097,41.764869,-122.671316,6,72,None,Yes,42.64,Yes,Yes,DSL,15,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,90.95,6468.6,0,0,3070.08,9538.68,Stayed,,
1972-XMUWV,Female,46,Yes,0,Miramonte,93641,36.696759,-119.024051,7,65,None,Yes,10.23,No,Yes,Cable,14,No,No,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,59.8,3808.2,0,0,664.95,4473.15,Stayed,,
1976-AZZPJ,Male,47,Yes,0,Concord,94520,38.013825,-122.039144,3,7,Offer E,No,,,Yes,DSL,17,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,34.2,256.6,0,0,0,256.6,Stayed,,
1976-CFOCS,Female,69,Yes,0,Dana Point,92629,33.477923,-117.705314,1,1,None,Yes,7.74,No,Yes,DSL,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,46,46,0,0,7.74,53.74,Churned,Competitor,Competitor had better devices
1977-STDKI,Female,72,No,0,The Sea Ranch,95497,38.696659,-123.436861,0,1,None,Yes,20.55,No,Yes,Fiber Optic,5,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73,73,0,0,20.55,93.55,Churned,Competitor,Competitor offered more data
1980-KXVPM,Female,68,No,0,El Centro,92243,32.770393,-115.60915,0,3,None,Yes,23.82,Yes,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.05,256.25,0,0,71.46,327.71,Churned,Competitor,Competitor had better devices
1981-INRFU,Female,44,No,0,San Diego,92109,32.787836,-117.232376,0,2,None,Yes,8.32,No,Yes,Fiber Optic,16,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.75,164.5,0,0,16.64,181.14,Churned,Competitor,Competitor made better offer
1982-FEBTD,Female,27,Yes,2,Newport Beach,92660,33.634626,-117.874882,1,23,None,Yes,25.54,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.6,514.75,0,0,587.42,1102.17,Stayed,,
1984-FCOWB,Female,21,Yes,0,Templeton,93465,35.536115,-120.739231,1,70,Offer A,Yes,41.88,Yes,Yes,Fiber Optic,59,No,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,109.5,7674.55,0,150,2931.6,10756.15,Churned,Attitude,Attitude of service provider
1984-GPTEH,Female,47,No,0,Burbank,91506,34.169706,-118.323548,0,29,None,Yes,4.53,Yes,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,25.15,702,0,0,131.37,833.37,Stayed,,
1985-MBRYP,Female,44,No,0,Arnold,95223,38.32153,-120.236358,0,43,Offer B,Yes,6.71,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,19.65,779.25,0,0,288.53,1067.78,Stayed,,
1986-PHGZF,Male,73,No,0,Greenwood,95635,38.921333,-120.897718,0,18,Offer D,Yes,47.34,Yes,Yes,DSL,7,Yes,Yes,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,58.4,964.9,0,0,852.12,1817.02,Stayed,,
1987-AUELQ,Female,46,Yes,0,Los Angeles,90018,34.028735,-118.317236,0,71,None,Yes,44.84,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.05,1873.7,0,0,3183.64,5057.34,Stayed,,
1989-PRJHP,Male,75,Yes,0,Pleasanton,94588,37.685052,-121.912061,1,27,None,Yes,10.6,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.5,1893.95,0,0,286.2,2180.15,Churned,Competitor,Competitor had better devices
1991-VOPLL,Female,45,No,0,San Marcos,92069,33.162624,-117.170863,0,9,Offer E,Yes,31.28,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.05,157.65,0,0,281.52,439.17,Stayed,,
1996-DBMUS,Female,72,Yes,0,Palo Verde,92266,33.3249,-114.758334,10,48,None,Yes,12.6,No,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,70.65,3545.05,0,0,604.8,4149.85,Stayed,,
1998-VHJHK,Female,36,No,0,Santa Barbara,93101,34.419203,-119.710008,0,27,None,Yes,20.18,No,No,,,,,,,,,,,One Year,No,Credit Card,19.15,501.35,0,0,544.86,1046.21,Stayed,,
2000-DHJUY,Female,67,Yes,0,Menlo Park,94025,37.449551,-122.183762,1,70,Offer A,Yes,18.67,Yes,Yes,DSL,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,92.2,6474.45,0,0,1306.9,7781.35,Stayed,,
2000-MPKCA,Female,51,No,0,San Pedro,90732,33.744119,-118.31448,0,58,Offer B,Yes,46.7,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,107.75,6332.75,0,0,2708.6,9041.35,Stayed,,
2001-EWBQU,Female,23,No,0,Stockton,95210,38.033219,-121.297433,0,60,None,Yes,35.47,Yes,Yes,Fiber Optic,51,No,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,104.7,6333.8,0,150,2128.2,8612,Stayed,,
2001-MCUUW,Male,51,No,0,Corona,92879,33.893823,-117.531446,0,46,None,Yes,37.5,Yes,Yes,Fiber Optic,22,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,108.65,4903.2,0,0,1725,6628.2,Stayed,,
2002-MZHWP,Female,24,No,0,Delhi,95315,37.422961,-120.765493,0,1,Offer E,Yes,26.12,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.5,20.5,0,0,26.12,46.62,Churned,Price,Long distance charges
2003-CKLOR,Male,62,No,0,Igo,96047,40.524535,-122.647172,0,66,Offer A,Yes,25.82,No,Yes,Cable,26,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,99.5,6710.5,0,0,1704.12,8414.62,Churned,Other,Moved
2004-OCQXK,Female,44,No,0,Merced,95348,37.40122,-120.514191,0,1,Offer E,Yes,44.94,No,Yes,Fiber Optic,16,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,81.95,81.95,0,0,44.94,126.89,Churned,Competitor,Competitor had better devices
2005-DWQZJ,Female,26,Yes,1,Stevenson Ranch,91381,34.364153,-118.615583,1,8,None,Yes,42.67,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.05,201.7,0,0,341.36,543.06,Stayed,,
2007-QVGAW,Female,51,Yes,1,Cypress,90630,33.818477,-118.038307,10,68,Offer A,Yes,46.61,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,19.35,1292.65,0,0,3169.48,4462.13,Stayed,,
2011-TRQYE,Male,59,No,0,Deer Park,94576,38.554383,-122.474773,0,18,Offer D,No,,,Yes,DSL,26,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,33.5,600,0,0,0,600,Churned,Dissatisfaction,Product dissatisfaction
2012-NWRPA,Female,78,Yes,0,Modesto,95355,37.672906,-120.946594,1,11,Offer D,Yes,1.28,Yes,Yes,Fiber Optic,14,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,99.55,1131.2,0,0,14.08,1145.28,Churned,Competitor,Competitor made better offer
2013-SGDXK,Female,27,No,0,Mariposa,95338,37.526791,-119.99437,0,1,None,Yes,1.63,No,Yes,Fiber Optic,59,No,Yes,No,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,84.3,84.3,0,10,1.63,95.93,Churned,Competitor,Competitor offered more data
2014-MKGMH,Female,45,No,0,Riverside,92508,33.885499,-117.324959,0,46,Offer B,Yes,27.97,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,101.1,4674.4,0,0,1286.62,5961.02,Stayed,,
2017-CCBLH,Female,55,No,0,Weott,95571,40.310119,-123.909449,0,8,None,Yes,23.46,No,No,,,,,,,,,,,Two Year,No,Credit Card,20,141.6,0,0,187.68,329.28,Stayed,,
2018-PZKMU,Male,32,Yes,3,Santa Ana,92701,33.748478,-117.858918,10,9,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,Stayed,,
2018-QKYGT,Male,19,Yes,3,San Gabriel,91775,34.114772,-118.089431,1,1,None,Yes,36.32,No,Yes,Fiber Optic,85,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,81.05,81.05,0,0,36.32,117.37,Joined,,
2019-HDCZY,Male,35,Yes,0,Farmersville,93223,36.29878,-119.201028,4,63,None,Yes,2.72,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,102.6,6296.75,0,0,171.36,6468.11,Stayed,,
2023-VQFDL,Male,42,No,0,Riverside,92506,33.930931,-117.361788,0,18,Offer D,Yes,33.16,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19,348.8,0,0,596.88,945.68,Stayed,,
2024-BASKD,Female,23,No,0,Exeter,93221,36.301689,-119.018233,0,1,Offer E,Yes,22.16,No,Yes,Fiber Optic,47,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,74.6,74.6,0,10,22.16,106.76,Churned,Competitor,Competitor offered more data
2025-JKFWI,Male,31,No,0,Burbank,91501,34.188339,-118.300942,0,13,None,Yes,24.14,Yes,Yes,Fiber Optic,21,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99,1301.7,0,0,313.82,1615.52,Churned,Price,Lack of affordable download/upload speed
2026-TGDHM,Female,54,No,0,Cloverdale,95425,38.801936,-122.938935,0,7,None,Yes,19.21,No,Yes,Fiber Optic,16,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,79.3,523.15,0,10,134.47,667.62,Churned,Competitor,Competitor had better devices
2027-CWDNU,Male,45,Yes,3,Venice,90291,33.991782,-118.479229,1,18,None,Yes,28.04,No,Yes,Fiber Optic,28,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.6,1601.5,0,0,504.72,2106.22,Stayed,,
2027-DNKIV,Male,28,Yes,3,Spring Valley,91977,32.726627,-116.994608,1,37,None,Yes,35.67,No,Yes,DSL,76,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,58.75,2203.1,0,0,1319.79,3522.89,Stayed,,
2027-FECZV,Male,44,No,0,Bodfish,93205,35.523991,-118.400432,0,12,None,Yes,25.19,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.7,1253.9,0,0,302.28,1556.18,Churned,Attitude,Attitude of support person
2027-OAQQC,Female,64,No,0,Aptos,95003,37.013471,-121.877877,0,43,Offer B,No,,,Yes,DSL,12,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.05,2076.2,20.29,0,0,2055.91,Churned,Competitor,Competitor offered more data
2027-WKXMW,Female,49,Yes,0,Montara,94037,37.540582,-122.509594,10,63,Offer B,Yes,20.37,Yes,Yes,Fiber Optic,26,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,108.75,6871.7,0,0,1283.31,8155.01,Stayed,,
2030-BTZRO,Male,54,Yes,3,Northridge,91325,34.236683,-118.517588,1,6,None,Yes,41.36,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.4,107.6,0,0,248.16,355.76,Stayed,,
2034-CGRHZ,Male,73,No,0,San Francisco,94104,37.791222,-122.402241,0,24,None,Yes,3.23,Yes,Yes,Fiber Optic,26,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,102.95,2496.7,0,0,77.52,2574.22,Churned,Attitude,Attitude of support person
2034-GDRCN,Female,47,No,0,San Diego,92122,32.85723,-117.209774,0,2,Offer E,Yes,10.53,No,Yes,Fiber Optic,8,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.4,168.2,0,0,21.06,189.26,Churned,Other,Don't know
2037-SGXHH,Male,25,Yes,0,Campo Seco,95226,38.233879,-120.861666,1,38,None,Yes,49.7,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.65,3624.3,0,0,1888.6,5512.9,Churned,Other,Don't know
2037-XJFUP,Male,24,Yes,0,Temecula,92592,33.507255,-117.029473,1,33,Offer C,Yes,41.8,No,Yes,Fiber Optic,41,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,95.8,3036.75,0,60,1379.4,4476.15,Churned,Competitor,Competitor made better offer
2038-LLMLM,Female,35,No,0,El Centro,92243,32.770393,-115.60915,0,48,None,Yes,10.5,Yes,Yes,Fiber Optic,12,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,-4,4946.05,0,0,504,5450.05,Stayed,,
2038-OEQZH,Male,63,No,0,Menifee,92584,33.653338,-117.178271,0,4,None,Yes,44.36,No,Yes,Fiber Optic,20,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,86.05,308.1,0,0,177.44,485.54,Stayed,,
2038-YSEZE,Female,48,No,0,Los Angeles,90046,34.108455,-118.362081,0,29,Offer C,Yes,13.74,Yes,Yes,DSL,2,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,67.45,1801.1,0,0,398.46,2199.56,Stayed,,
2039-JONDJ,Male,50,No,0,Burbank,91504,34.213049,-118.317651,0,27,None,Yes,20.29,No,Yes,DSL,21,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,55.45,1477.65,0,0,547.83,2025.48,Stayed,,
2040-LDIWQ,Male,51,Yes,0,Woodland Hills,91367,34.178068,-118.615714,8,65,Offer B,Yes,41.57,Yes,Yes,DSL,16,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.2,5324.5,0,0,2702.05,8026.55,Stayed,,
2040-OBMLJ,Male,24,No,0,Dunlap,93621,36.789213,-119.140338,0,31,None,Yes,17.18,Yes,Yes,Fiber Optic,76,No,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,81.7,2548.65,0,0,532.58,3081.23,Stayed,,
2040-VZIKE,Female,56,Yes,0,Stevinson,95374,37.316807,-120.855753,3,49,None,Yes,44.81,Yes,Yes,Fiber Optic,10,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,100.85,4847.35,0,0,2195.69,7043.04,Stayed,,
2040-XBAVJ,Male,51,Yes,1,Malibu,90263,34.037037,-118.705803,0,72,Offer A,Yes,24.95,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,114.45,8100.55,0,0,1796.4,9896.95,Stayed,,
2041-JIJCI,Female,37,No,0,Wendel,96136,40.345949,-120.081187,0,5,None,Yes,44.78,Yes,Yes,Cable,29,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,64,370.25,0,0,223.9,594.15,Stayed,,
2043-WVTQJ,Male,61,Yes,0,Westminster,92683,33.752591,-117.993661,10,1,None,Yes,17.68,No,Yes,Cable,9,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,55.7,55.7,0,0,17.68,73.38,Joined,,
2045-BMBTJ,Female,80,No,0,South El Monte,91733,34.04622,-118.053753,0,33,None,No,,,Yes,DSL,16,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,59.45,1884.65,0,0,0,1884.65,Stayed,,
2049-BAFNW,Female,60,No,0,Vallejo,94592,38.093701,-122.276589,0,1,Offer E,No,,,Yes,DSL,7,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,35.9,35.9,0,0,0,35.9,Joined,,
2050-ONYDQ,Female,48,Yes,1,Montara,94037,37.540582,-122.509594,7,65,None,Yes,2.95,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,26,1654.85,0,0,191.75,1846.6,Stayed,,
2054-PJOCK,Female,32,No,0,Corona,92881,33.833686,-117.513063,0,60,None,Yes,16.11,Yes,Yes,Cable,18,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,80.55,4847.05,0,0,966.6,5813.65,Stayed,,
2055-BFOCC,Male,65,Yes,0,Likely,96116,41.266008,-120.490731,1,63,None,Yes,40.65,No,Yes,DSL,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,84,5329.55,0,0,2560.95,7890.5,Stayed,,
2055-PDADH,Female,71,No,0,Big Bend,96011,41.096569,-121.879082,0,3,Offer E,Yes,2.26,No,Yes,Fiber Optic,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.4,204.7,0,0,6.78,211.48,Churned,Other,Don't know
2055-SIFSS,Female,75,Yes,0,Westmorland,92281,33.03679,-115.60503,5,55,None,Yes,29.53,Yes,Yes,Cable,29,No,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,51.65,2838.55,0,0,1624.15,4462.7,Stayed,,
2056-EVGZL,Male,56,Yes,2,West Covina,91790,34.066964,-117.937007,9,68,None,Yes,8.88,No,Yes,Fiber Optic,17,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,105.75,7322.5,0,0,603.84,7926.34,Stayed,,
2057-BOYKM,Female,70,Yes,0,Inglewood,90305,33.958134,-118.330905,10,72,None,Yes,28.09,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,96.6,6827.5,0,0,2022.48,8849.98,Stayed,,
2057-ZBLPD,Female,50,Yes,0,Los Gatos,95032,37.233034,-121.947427,3,21,Offer D,Yes,42.22,Yes,Yes,Fiber Optic,29,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86.5,1808.7,0,0,886.62,2695.32,Churned,Competitor,Competitor offered more data
2058-DCJBE,Male,32,No,0,Los Angeles,90012,34.065875,-118.238728,0,5,Offer E,Yes,31.14,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.75,324.6,0,0,155.7,480.3,Churned,Competitor,Competitor had better devices
2061-VVFST,Female,57,Yes,0,Whittier,90606,33.976678,-118.065875,1,37,None,Yes,45.19,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.5,805.2,0,0,1672.03,2477.23,Stayed,,
2065-MMKGR,Female,47,No,0,Diamond Springs,95619,38.683605,-120.811852,0,29,None,Yes,41.38,Yes,Yes,DSL,4,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,71,2080.1,0,0,1200.02,3280.12,Stayed,,
2067-QYTCF,Female,41,Yes,0,Los Angeles,90057,34.061918,-118.277939,4,64,None,Yes,8.6,Yes,Yes,Fiber Optic,21,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,111.15,6953.4,0,0,550.4,7503.8,Stayed,,
2068-WWXQZ,Male,61,No,0,Whittier,90604,33.929704,-118.01208,0,46,Offer B,Yes,30.25,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.05,902,0,0,1391.5,2293.5,Stayed,,
2070-FNEXE,Female,77,No,2,Pasadena,91107,34.159007,-118.087353,0,7,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,Churned,Price,Lack of affordable download/upload speed
2070-XYMFH,Female,66,No,0,Long Beach,90815,33.797638,-118.11662,0,23,None,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,Stayed,,
2072-ZVJJX,Male,47,Yes,0,Sacramento,95818,38.556306,-121.495817,5,68,Offer A,Yes,22.83,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.25,1728.2,0,0,1552.44,3280.64,Stayed,,
2073-QBVBI,Female,59,Yes,0,Los Angeles,90077,34.102084,-118.451629,10,41,None,No,,,Yes,Cable,17,No,Yes,No,Yes,No,No,No,Yes,One Year,No,Credit Card,35.45,1391.65,0,0,0,1391.65,Stayed,,
2074-GKOWZ,Male,49,Yes,0,Novato,94947,38.112166,-122.634384,1,2,Offer E,Yes,8.86,No,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.55,185.55,0,0,17.72,203.27,Churned,Competitor,Competitor had better devices
2074-GUHPQ,Female,37,No,2,Albion,95410,39.225694,-123.717354,0,17,None,Yes,49.78,Yes,Yes,Fiber Optic,19,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,92.7,1556.85,0,0,846.26,2403.11,Stayed,,
2075-PUEPR,Male,46,Yes,2,Newport Coast,92657,33.603282,-117.821841,2,55,None,Yes,24.7,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.35,1153.25,0,0,1358.5,2511.75,Stayed,,
2075-RMJIK,Female,54,Yes,3,Santa Ysabel,92070,33.174725,-116.743329,3,5,None,Yes,47.06,No,Yes,Cable,52,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,49.4,232.55,0,10,235.3,477.85,Stayed,,
2077-DDHJK,Female,48,Yes,0,Goleta,93117,34.489983,-120.091246,2,68,None,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,Stayed,,
2077-MPJQO,Male,80,Yes,0,Menlo Park,94025,37.449551,-122.183762,2,7,None,Yes,21.37,Yes,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,-10,533.05,0,0,149.59,682.64,Stayed,,
2079-FBMZK,Female,50,No,0,Antelope,95843,38.715498,-121.363411,0,6,None,Yes,39.36,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,69.25,418.4,0,0,236.16,654.56,Churned,Competitor,Competitor made better offer
2080-CAZNM,Female,78,No,0,Burbank,91502,34.177267,-118.31003,0,41,Offer B,Yes,6.33,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,104.4,4133.95,0,0,259.53,4393.48,Stayed,,
2080-GKCWQ,Male,54,No,0,San Pablo,94806,37.980269,-122.342635,0,2,None,Yes,3.76,No,Yes,Fiber Optic,16,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.95,151.75,0,0,7.52,159.27,Joined,,
2080-SRCDE,Female,21,No,1,Walnut,91789,34.018354,-117.85492,0,1,Offer E,Yes,32.73,Yes,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,25.4,25.4,0,0,32.73,58.13,Joined,,
2081-KJSQF,Male,25,No,0,Isleton,95641,38.154823,-121.601358,0,1,None,Yes,42.96,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.25,20.25,0,0,42.96,63.21,Joined,,
2081-VEYEH,Male,42,No,0,Compton,90221,33.885811,-118.206459,0,3,Offer E,Yes,12.66,No,Yes,Fiber Optic,28,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,107.95,318.6,0,0,37.98,356.58,Joined,,
2082-CEFLT,Male,31,No,0,San Diego,92109,32.787836,-117.232376,0,1,Offer E,Yes,11.73,No,Yes,DSL,24,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.6,45.6,0,0,11.73,57.33,Churned,Competitor,Competitor made better offer
2082-OJVTK,Male,25,Yes,0,San Diego,92109,32.787836,-117.232376,1,29,None,Yes,4,Yes,Yes,Fiber Optic,48,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.2,2698.35,0,0,116,2814.35,Churned,Competitor,Competitor made better offer
2085-BOJKI,Male,33,Yes,0,Long Beach,90822,33.778436,-118.118648,1,17,Offer D,Yes,28.83,No,Yes,Fiber Optic,5,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,96.65,1588.25,0,0,490.11,2078.36,Stayed,,
2085-JVGAD,Male,56,Yes,0,Ivanhoe,93235,36.385818,-119.224243,3,37,None,Yes,2.15,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.35,697.65,45.07,0,79.55,732.13,Stayed,,
2087-QAREY,Female,60,Yes,0,Sequoia National Park,93262,36.527243,-118.594938,1,22,Offer D,Yes,39.83,No,Yes,Cable,16,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.7,1178.75,0,0,876.26,2055.01,Stayed,,
2088-IEBAU,Female,63,No,0,Poway,92064,32.984395,-117.013454,0,68,None,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,Stayed,,
2091-GPPIQ,Female,56,Yes,0,Yuba City,95991,39.02741,-121.614982,10,72,Offer A,Yes,26.04,Yes,Yes,Cable,6,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,78.95,5730.15,0,0,1874.88,7605.03,Stayed,,
2091-MJTFX,Female,57,Yes,2,Auburn,95602,38.99003,-121.114408,1,30,None,No,,,Yes,DSL,12,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,51.2,1561.5,0,0,0,1561.5,Churned,Dissatisfaction,Network reliability
2091-RFFBA,Female,70,No,0,Port Costa,94569,38.035707,-122.196821,0,31,None,Yes,15.43,Yes,Yes,Fiber Optic,2,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.9,2217.15,0,0,478.33,2695.48,Churned,Attitude,Attitude of support person
2096-XOTMO,Female,40,Yes,3,Marysville,95901,39.19514,-121.503883,10,16,None,Yes,12.82,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.35,275.9,33.24,0,205.12,447.78,Stayed,,
2097-YVPKN,Male,56,No,0,Healdsburg,95448,38.618347,-122.908422,0,65,None,Yes,4.9,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.75,1654.75,41.74,0,318.5,1931.51,Stayed,,
2100-BDNSN,Female,39,Yes,0,Strawberry Valley,95981,39.58458,-121.093256,1,5,None,Yes,14.9,Yes,Yes,DSL,4,No,No,Yes,Yes,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,67.95,350.3,0,20,74.5,444.8,Churned,Price,Price too high
2101-RANCD,Female,50,No,0,El Dorado Hills,95762,38.684437,-121.055634,0,55,None,Yes,8.93,Yes,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.1,4144.9,0,0,491.15,4636.05,Stayed,,
2103-ZRXFN,Male,19,No,0,La Quinta,92253,33.695532,-116.310571,0,1,None,Yes,24.66,Yes,Yes,DSL,26,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.75,50.75,0,0,24.66,75.41,Joined,,
2105-PHWON,Female,41,Yes,0,Navarro,95463,39.182916,-123.552571,1,33,None,Yes,10.34,Yes,Yes,Fiber Optic,22,No,No,Yes,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,95,3008.15,0,60,341.22,3409.37,Stayed,,
2107-FBPTK,Female,80,No,0,Ramona,92065,33.044541,-116.833922,0,30,None,Yes,41.93,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,104.1,3121.1,0,0,1257.9,4379,Stayed,,
2108-GLPQB,Male,49,Yes,0,Los Angeles,90025,34.046174,-118.446333,7,25,Offer C,Yes,11.6,Yes,Yes,DSL,10,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,55.55,1405.3,0,0,290,1695.3,Stayed,,
2108-XWMPY,Male,29,No,0,Cabazon,92230,33.929812,-116.76058,0,3,None,No,,,Yes,DSL,85,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,35.45,106.85,0,0,0,106.85,Churned,Other,Moved
2108-YKQTY,Female,42,No,0,Santa Monica,90403,34.031529,-118.491156,0,4,None,Yes,9.81,No,Yes,DSL,30,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.7,151.3,0,0,39.24,190.54,Churned,Other,Don't know
2111-DWYHN,Male,31,No,0,Aptos,95003,37.013471,-121.877877,0,1,None,Yes,18.81,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,21.1,21.1,0,0,18.81,39.91,Joined,,
2114-MGINA,Female,57,No,0,Rio Vista,94571,38.148862,-121.737696,0,14,Offer D,Yes,10.3,No,Yes,Fiber Optic,29,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,89.8,1129.1,0,0,144.2,1273.3,Churned,Attitude,Attitude of support person
2115-BFTIW,Male,52,No,0,Clearlake Oaks,95423,39.07116,-122.598542,0,25,None,Yes,24.91,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,70.95,1767.35,0,20,622.75,2410.1,Churned,Dissatisfaction,Product dissatisfaction
2120-SMPEX,Male,43,No,0,Santa Rosa,95403,38.488431,-122.752839,0,25,Offer C,Yes,17.64,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,20.15,536.35,0,0,441,977.35,Stayed,,
2121-JAFOM,Female,23,Yes,0,Danville,94526,37.815459,-121.977203,1,72,None,Yes,1.67,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,115.55,8312.4,0,0,120.24,8432.64,Stayed,,
2122-SZZZD,Male,60,No,0,Sacramento,95834,38.646209,-121.52446,0,44,None,Yes,18.14,No,No,,,,,,,,,,,One Year,No,Credit Card,19.5,835.5,0,0,798.16,1633.66,Stayed,,
2122-YWVYA,Female,44,No,0,San Francisco,94116,37.74441,-122.486764,0,18,Offer D,Yes,15.01,No,Yes,Fiber Optic,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.4,1380.4,0,0,270.18,1650.58,Stayed,,
2123-AGEEN,Female,66,No,0,Millbrae,94030,37.601248,-122.403099,0,7,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,Stayed,,
2123-VSCOT,Female,39,Yes,0,Pomona,91767,34.083086,-117.737997,9,59,None,Yes,24.81,Yes,Yes,Cable,24,No,No,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,72.1,4194.85,0,0,1463.79,5658.64,Stayed,,
2126-GSEGL,Female,53,Yes,0,Solvang,93463,34.624399,-120.137875,7,70,None,Yes,9.28,Yes,Yes,DSL,24,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,84.8,5917.55,0,120,649.6,6687.15,Stayed,,
2129-ALKBS,Female,49,Yes,4,Needles,92363,34.711224,-114.702256,5,40,None,Yes,49.22,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,26.2,1077.5,0,0,1968.8,3046.3,Stayed,,
2133-TSRRM,Female,47,No,3,Rosemead,91770,34.065108,-118.082791,0,34,None,Yes,32.94,No,Yes,Fiber Optic,21,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,105.35,3688.6,0,110,1119.96,4918.56,Stayed,,
2135-DQWAQ,Female,37,No,0,Santa Barbara,93111,34.460197,-119.802602,0,5,Offer E,Yes,45.74,No,Yes,Fiber Optic,30,No,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,85.3,420.45,0,10,228.7,659.15,Stayed,,
2135-RXIHG,Male,63,No,0,Carson,90745,33.822295,-118.26411,0,1,Offer E,Yes,14.12,No,Yes,Cable,24,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.65,45.65,0,0,14.12,59.77,Churned,Competitor,Competitor had better devices
2137-DQMEV,Male,39,Yes,2,Tustin,92780,33.735802,-117.818805,1,68,Offer A,No,,,Yes,DSL,19,Yes,Yes,No,No,Yes,No,No,Yes,One Year,No,Credit Card,44.8,2983.65,0,0,0,2983.65,Stayed,,
2138-VFAPZ,Female,40,Yes,1,San Francisco,94130,37.820894,-122.369725,8,14,Offer D,Yes,15.33,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.7,263.65,0,0,214.62,478.27,Stayed,,
2139-FQHLM,Male,49,No,0,Corona,92879,33.893823,-117.531446,0,19,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,Stayed,,
2141-RRYGO,Female,51,No,0,Camino,95709,38.748316,-120.675512,0,4,Offer E,Yes,10.64,No,Yes,DSL,23,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,68.65,261.25,0,0,42.56,303.81,Churned,Dissatisfaction,Poor expertise of online support
2143-LJULT,Female,55,Yes,0,Fresno,93650,36.841655,-119.797113,1,67,None,Yes,35.34,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.25,1733.15,0,0,2367.78,4100.93,Stayed,,
2144-BFDSO,Female,70,Yes,0,Ranchita,92066,33.215251,-116.53633,1,50,Offer B,Yes,9.18,Yes,Yes,Fiber Optic,2,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,108.75,5431.9,0,0,459,5890.9,Stayed,,
2144-ESWKO,Male,47,No,0,San Pedro,90732,33.744119,-118.31448,0,43,None,No,,,Yes,Cable,4,Yes,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,35.2,1463.7,0,0,0,1463.7,Stayed,,
2146-EGVDT,Male,33,Yes,0,Chatsworth,91311,34.294142,-118.603883,3,59,Offer B,Yes,25.57,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.3,1192.7,0,0,1508.63,2701.33,Stayed,,
2150-OEGBV,Male,31,No,0,Oakland,94612,37.809014,-122.269739,0,27,None,Yes,33.4,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.1,562.6,0,0,901.8,1464.4,Stayed,,
2150-UWTFY,Female,21,Yes,3,San Mateo,94402,37.556634,-122.317723,1,22,Offer D,Yes,42.98,No,Yes,DSL,30,Yes,Yes,Yes,No,No,No,No,No,Month-to-Month,No,Credit Card,61.15,1422.05,0,80,945.56,2447.61,Churned,Dissatisfaction,Service dissatisfaction
2150-WLKUW,Female,27,Yes,0,Banning,92220,33.936298,-116.849577,4,40,Offer B,Yes,42.1,Yes,Yes,DSL,52,No,Yes,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,63.9,2635,0,0,1684,4319,Stayed,,
2153-MREFK,Female,55,Yes,0,Fawnskin,92333,34.274846,-116.937581,1,37,None,Yes,30.16,Yes,Yes,Fiber Optic,4,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99.2,3754.6,0,0,1115.92,4870.52,Churned,Attitude,Attitude of support person
2154-KVJFF,Female,42,No,0,Stevinson,95374,37.316807,-120.855753,0,15,Offer D,Yes,42.83,Yes,Yes,Fiber Optic,21,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.75,1111.85,0,0,642.45,1754.3,Churned,Dissatisfaction,Limited range of services
2155-AMQRX,Female,37,No,0,Norwalk,90650,33.905963,-118.08263,0,28,None,Yes,3.25,Yes,Yes,Cable,11,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.9,1505.15,0,0,91,1596.15,Stayed,,
2157-MXBJS,Male,20,Yes,0,Calistoga,94515,38.629618,-122.593216,1,13,Offer D,Yes,41.22,Yes,Yes,Cable,82,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,75.3,989.45,0,0,535.86,1525.31,Churned,Dissatisfaction,Network reliability
2159-TURXX,Male,26,No,0,Weaverville,96093,40.759401,-122.939337,0,5,None,Yes,22.16,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,95.55,0,0,110.8,206.35,Stayed,,
2160-GPFXD,Male,25,Yes,2,Davis,95618,38.544002,-121.685559,1,54,Offer B,Yes,24.59,Yes,Yes,DSL,52,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,65.65,3566.7,0,0,1327.86,4894.56,Stayed,,
2162-FRZAA,Male,45,Yes,2,Fort Irwin,92310,35.349241,-116.770281,7,63,Offer B,No,,,Yes,DSL,16,No,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,39.35,2395.05,0,0,0,2395.05,Stayed,,
2164-SOQXL,Female,31,Yes,2,Los Angeles,90043,33.988543,-118.334081,10,20,None,Yes,14.79,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,406.05,0,0,295.8,701.85,Stayed,,
2165-VOEGB,Female,23,No,0,Burbank,91501,34.188339,-118.300942,0,46,None,Yes,43.04,No,Yes,Fiber Optic,71,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.2,4822.85,0,0,1979.84,6802.69,Churned,Other,Don't know
2167-FQSTQ,Female,20,Yes,0,Hayward,94541,37.674002,-122.076796,8,72,None,Yes,37.45,Yes,Yes,DSL,48,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,92.4,6786.1,0,150,2696.4,9632.5,Stayed,,
2169-RRLFW,Female,48,Yes,0,Capay,95607,38.681651,-122.130569,3,71,None,Yes,11.18,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.6,1888.25,0,0,793.78,2682.03,Stayed,,
2171-UDMFD,Male,22,Yes,3,Chowchilla,93610,37.100948,-120.270136,5,32,Offer C,Yes,35.05,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.45,674.55,0,0,1121.6,1796.15,Stayed,,
2172-EJXVF,Female,65,No,0,Los Angeles,90047,33.958149,-118.308441,0,71,None,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,Stayed,,
2176-LVPNX,Female,69,No,0,San Jose,95113,37.333851,-121.891147,0,71,Offer A,Yes,37.39,Yes,Yes,DSL,22,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Two Year,No,Credit Card,89.85,6293.45,0,140,2654.69,9088.14,Stayed,,
2176-OSJUV,Male,29,Yes,0,Anaheim,92801,33.844983,-117.952151,2,71,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,Stayed,,
2178-PMGCJ,Male,22,No,0,Long Beach,90802,33.752524,-118.210737,0,22,Offer D,Yes,15.77,No,Yes,Fiber Optic,42,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.7,1490.4,0,0,346.94,1837.34,Stayed,,
2180-DXNEG,Female,46,No,0,Harbor City,90710,33.798266,-118.300237,0,12,None,Yes,25.54,No,Yes,Fiber Optic,27,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96,1062.1,0,0,306.48,1368.58,Churned,Dissatisfaction,Product dissatisfaction
2181-TIDSV,Male,47,Yes,3,Glen Ellen,95442,38.368744,-122.522642,4,68,Offer A,Yes,19.75,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,19.95,1303.25,0,0,1343,2646.25,Stayed,,
2181-UAESM,Male,30,No,0,Angelus Oaks,92305,34.1678,-116.86433,0,2,None,Yes,12.59,No,Yes,Cable,76,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,53.45,119.5,0,0,25.18,144.68,Joined,,
2186-QZEYA,Female,68,No,0,San Leandro,94579,37.687264,-122.15728,0,29,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,Stayed,,
2187-LZGPL,Female,36,No,0,Walnut Creek,94596,37.900662,-122.052782,0,7,None,No,,,Yes,DSL,19,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,40.1,293.3,0,0,0,293.3,Churned,Attitude,Attitude of service provider
2187-PKZAY,Male,23,No,0,Stevinson,95374,37.316807,-120.855753,0,12,None,Yes,40.06,No,Yes,Fiber Optic,41,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.95,1043.4,0,0,480.72,1524.12,Stayed,,
2188-SXWVT,Female,31,No,0,Chilcoot,96105,39.872961,-120.198876,0,34,Offer C,Yes,43.17,No,Yes,DSL,8,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,55,1885.15,0,0,1467.78,3352.93,Stayed,,
2189-UXTKY,Female,27,Yes,0,La Quinta,92253,33.695532,-116.310571,1,22,None,Yes,13.11,Yes,Yes,DSL,51,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.2,1742.75,0,0,288.42,2031.17,Churned,Dissatisfaction,Product dissatisfaction
2189-WWOEW,Female,37,No,0,Keene,93531,35.214982,-118.59049,0,15,None,Yes,24.63,No,Yes,Fiber Optic,13,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.9,1269.55,0,0,369.45,1639,Churned,Other,Don't know
2190-BCXEC,Female,61,Yes,0,Death Valley,92328,36.27688,-117.033326,10,40,None,Yes,39.97,Yes,Yes,Fiber Optic,17,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,78.85,3126.85,0,0,1598.8,4725.65,Stayed,,
2190-PHBHR,Female,22,Yes,0,Hume,93628,36.807595,-118.901544,5,72,Offer A,Yes,22.74,Yes,Yes,Fiber Optic,48,Yes,Yes,No,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,94.45,6921.7,0,0,1637.28,8558.98,Stayed,,
2192-CKRLV,Female,57,Yes,0,Wilton,95693,38.392559,-121.225093,2,72,Offer A,No,,,Yes,DSL,15,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,49.2,3580.95,0,0,0,3580.95,Stayed,,
2192-OZITF,Female,60,No,0,San Leandro,94577,37.717196,-122.159338,0,45,Offer B,Yes,44.29,Yes,Yes,DSL,15,Yes,No,No,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,73.55,3349.1,0,0,1993.05,5342.15,Stayed,,
2193-SFWQW,Male,47,Yes,1,San Rafael,94903,38.018065,-122.546024,9,72,None,Yes,24.08,No,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,111.95,8033.1,0,0,1733.76,9766.86,Stayed,,
2194-IIQOF,Female,38,Yes,0,Sunnyvale,94087,37.3511,-122.037311,7,71,Offer A,Yes,19.9,Yes,Yes,DSL,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,89.3,6388.65,0,0,1412.9,7801.55,Stayed,,
2195-VVRJF,Male,74,Yes,0,Los Angeles,90018,34.028735,-118.317236,6,18,None,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,Stayed,,
2195-ZRVAX,Female,40,Yes,0,Rodeo,94572,38.027218,-122.23463,1,47,None,Yes,44.26,No,Yes,Cable,23,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.3,4045.65,0,0,2080.22,6125.87,Churned,Other,Don't know
2197-OMWGI,Female,65,Yes,1,Los Angeles,90014,34.043144,-118.251977,4,68,None,No,,,Yes,DSL,23,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,53,3656.25,0,0,0,3656.25,Stayed,,
2200-DSAAL,Female,52,No,0,Greenbrae,94904,37.946617,-122.563571,0,68,None,Yes,20.3,Yes,Yes,DSL,13,No,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,80.65,5330.2,0,90,1380.4,6800.6,Stayed,,
2202-CUYXZ,Male,25,No,0,Dublin,94568,37.713926,-121.928425,0,1,None,Yes,36.07,No,Yes,Fiber Optic,41,No,No,Yes,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.85,84.85,0,0,36.07,120.92,Churned,Competitor,Competitor had better devices
2202-OUTMO,Female,59,Yes,0,Caruthers,93609,36.5276,-119.865999,5,34,None,Yes,12.3,Yes,Yes,DSL,26,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,60.85,2003.6,0,0,418.2,2421.8,Stayed,,
2203-GHNWN,Female,24,Yes,0,Julian,92036,32.980678,-116.262854,2,24,None,Yes,44.93,Yes,Yes,Fiber Optic,82,No,No,Yes,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,79.65,1928.7,0,0,1078.32,3007.02,Stayed,,
2205-LPVGL,Male,71,Yes,1,Colusa,95932,39.273096,-122.050763,1,58,Offer B,Yes,18.43,Yes,Yes,Fiber Optic,10,Yes,Yes,No,Yes,No,No,No,No,One Year,Yes,Bank Withdrawal,89.85,5125.75,0,130,1068.94,6324.69,Stayed,,
2205-YMZZJ,Male,75,No,0,Clovis,93612,36.814539,-119.711868,0,7,None,Yes,39.51,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,84.8,546.95,0,0,276.57,823.52,Churned,Competitor,Competitor made better offer
2207-NHRJK,Male,58,No,0,Carmel,93923,36.460611,-121.852507,0,1,Offer E,Yes,1.28,No,Yes,DSL,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.8,50.8,0,0,1.28,52.08,Churned,Competitor,Competitor had better devices
2207-OBZNX,Male,56,No,0,Aguanga,92536,33.482243,-116.827173,0,7,None,Yes,34.49,No,Yes,Cable,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,51,354.05,0,0,241.43,595.48,Churned,Attitude,Attitude of service provider
2207-QPJED,Female,66,Yes,0,Somes Bar,95568,41.444606,-123.471895,8,37,None,Yes,15.6,No,Yes,Fiber Optic,19,No,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,90,3371.75,0,0,577.2,3948.95,Stayed,,
2207-RYYRL,Male,34,Yes,1,Grass Valley,95945,39.194539,-120.988066,6,52,Offer B,Yes,29.55,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.55,1331.05,0,0,1536.6,2867.65,Stayed,,
2208-MPXIO,Female,42,Yes,2,Escondido,92029,33.079834,-117.134275,9,45,None,Yes,21.73,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,20,886.4,0,0,977.85,1864.25,Stayed,,
2208-NKVVH,Male,60,Yes,2,Costa Mesa,92626,33.678591,-117.905471,4,43,None,Yes,2.81,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.25,1077.95,0,0,120.83,1198.78,Stayed,,
2208-NQBCT,Female,23,Yes,3,San Jose,95138,37.246064,-121.749494,10,26,None,Yes,42.95,No,Yes,Fiber Optic,27,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,81.95,2070.05,0,0,1116.7,3186.75,Stayed,,
2208-UGTGR,Male,62,No,0,Sultana,93666,36.545353,-119.338535,0,56,Offer B,Yes,10.99,Yes,Yes,Fiber Optic,28,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,98.6,5581.05,0,0,615.44,6196.49,Stayed,,
2209-XADXF,Female,40,No,0,Willow Creek,95573,40.949012,-123.655847,0,1,Offer E,No,,,Yes,DSL,15,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,25.25,25.25,0,10,0,35.25,Joined,,
2211-RMNHO,Female,36,Yes,2,Rio Nido,95471,38.522328,-122.97932,1,68,None,Yes,25.16,Yes,Yes,Cable,26,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,85.3,5560,0,0,1710.88,7270.88,Stayed,,
2212-LYASK,Male,25,Yes,0,Brea,92823,33.924143,-117.79387,3,27,None,No,,,Yes,DSL,27,No,Yes,Yes,No,No,Yes,Yes,No,One Year,Yes,Credit Card,45.85,1246.4,0,30,0,1276.4,Stayed,,
2215-ZAFGX,Male,35,No,0,La Mesa,91942,32.782501,-117.01611,0,9,Offer E,Yes,11.5,Yes,Yes,Fiber Optic,14,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.5,791.7,0,0,103.5,895.2,Stayed,,
2219-MVUSO,Male,59,No,0,Los Angeles,90028,34.099869,-118.326843,0,8,None,Yes,35.53,No,Yes,Cable,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.15,438.4,0,0,284.24,722.64,Churned,Other,Don't know
2220-IAHLS,Female,49,No,0,Modesto,95356,37.716186,-121.025836,0,1,None,Yes,2.85,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.4,19.4,0,0,2.85,22.25,Joined,,
2223-GDSHL,Male,41,Yes,1,Fountain Valley,92708,33.712036,-117.950113,5,71,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,Stayed,,
2223-KAGMX,Female,47,No,0,Santa Rosa,95409,38.468893,-122.580539,0,15,Offer D,Yes,33.14,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.4,289.3,0,0,497.1,786.4,Churned,Price,Long distance charges
2225-ZRGSG,Female,38,Yes,0,Piru,93040,34.432843,-118.730106,1,70,Offer A,Yes,5.48,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,93.9,6579.05,0,0,383.6,6962.65,Churned,Price,Long distance charges
2226-ICFDO,Female,39,Yes,0,Covelo,95428,39.83307,-123.178765,9,72,None,Yes,10.87,Yes,Yes,DSL,24,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,85.9,6110.75,0,0,782.64,6893.39,Stayed,,
2227-JRSJX,Female,22,No,0,Monterey Park,91754,34.050322,-118.147037,0,21,Offer D,Yes,6.12,No,Yes,Fiber Optic,51,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.15,1956.4,0,0,128.52,2084.92,Stayed,,
2228-BZDEE,Female,45,No,0,Pleasanton,94566,37.633361,-121.862395,0,54,Offer B,Yes,26.25,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.1,1079.45,0,0,1417.5,2496.95,Stayed,,
2229-DPMBI,Female,19,Yes,2,Blairsden Graeagle,96103,39.783747,-120.661032,10,8,None,Yes,13.21,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.5,162.15,0,0,105.68,267.83,Stayed,,
2229-VWQJH,Female,34,No,0,Homewood,96141,39.117018,-120.212535,0,24,None,Yes,4.82,No,Yes,DSL,16,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.3,1233.25,0,0,115.68,1348.93,Stayed,,
2230-XTUWL,Female,20,Yes,2,Madera,93637,36.902954,-120.194274,3,48,Offer B,Yes,13.26,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.55,883.35,0,0,636.48,1519.83,Stayed,,
2232-DMLXU,Female,22,Yes,0,Van Nuys,91411,34.17847,-118.459472,0,1,None,Yes,35.6,No,Yes,DSL,58,No,No,No,No,Yes,No,Yes,Yes,Month-to-Month,No,Credit Card,55.2,55.2,0,0,35.6,90.8,Churned,Dissatisfaction,Poor expertise of online support
2233-FAGXV,Female,41,Yes,3,Salton City,92275,33.28156,-115.955541,6,5,None,Yes,6.7,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,24.3,132.25,0,0,33.5,165.75,Stayed,,
2233-TXSIU,Male,20,Yes,2,Grass Valley,95945,39.194539,-120.988066,1,17,None,No,,,Yes,DSL,52,Yes,No,Yes,No,Yes,No,No,Yes,One Year,No,Credit Card,44.45,792.15,0,0,0,792.15,Stayed,,
2234-EOFPT,Male,48,Yes,0,Santa Ana,92701,33.748478,-117.858918,2,72,None,Yes,29.8,No,Yes,DSL,14,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,79.35,5753.25,0,40,2145.6,7938.85,Stayed,,
2234-XADUH,Female,30,Yes,2,Amboy,92304,34.559882,-115.637164,4,72,None,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,Stayed,,
2235-DWLJU,Female,75,No,0,Thousand Palms,92276,33.849263,-116.382778,0,6,None,No,,,Yes,DSL,24,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,44.4,263.05,0,0,0,263.05,Stayed,,
2235-EZAIK,Female,21,Yes,0,Badger,93603,36.64545,-118.924982,9,72,Offer A,Yes,22.41,Yes,Yes,DSL,59,Yes,Yes,Yes,Yes,Yes,No,No,No,Two Year,No,Credit Card,-4,5401.9,0,20,1613.52,7035.42,Stayed,,
2235-ZGKPT,Female,36,Yes,1,Los Angeles,90062,34.003553,-118.308933,1,4,None,Yes,12.88,Yes,Yes,Cable,22,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.85,239.55,0,0,51.52,291.07,Churned,Dissatisfaction,Product dissatisfaction
2236-HILPA,Male,55,Yes,2,Hayward,94544,37.639215,-122.037554,9,62,Offer B,Yes,11.15,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.65,1218.45,0,0,691.3,1909.75,Stayed,,
2237-ZFSMY,Female,29,No,0,Riverdale,93656,36.452211,-119.94575,0,39,Offer C,Yes,4.48,No,Yes,Fiber Optic,71,Yes,No,Yes,Yes,Yes,No,Yes,Yes,One Year,Yes,Bank Withdrawal,95.55,3692.85,0,0,174.72,3867.57,Churned,Attitude,Attitude of service provider
2239-CFOUJ,Male,27,Yes,2,Trinidad,95570,41.162295,-124.027381,3,1,None,Yes,27.5,No,No,,,,,,,,,,,One Year,No,Credit Card,20.4,20.4,0,0,27.5,47.9,Joined,,
2239-CGBUZ,Female,56,Yes,0,West Covina,91791,34.061634,-117.893169,4,51,Offer B,Yes,47.18,No,Yes,Cable,12,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,60.5,3145.15,0,0,2406.18,5551.33,Stayed,,
2239-JALAW,Male,20,No,0,Escondido,92027,33.141265,-116.967221,0,58,Offer B,Yes,44.5,Yes,Yes,Fiber Optic,47,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.25,6017.65,0,0,2581,8598.65,Churned,Competitor,Competitor made better offer
2240-HSJQD,Male,44,No,2,La Mesa,91942,32.782501,-117.01611,0,38,None,Yes,1.27,Yes,Yes,Fiber Optic,13,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,81.85,3141.7,0,0,48.26,3189.96,Stayed,,
2242-MFOTG,Male,29,No,0,Poway,92064,32.984395,-117.013454,0,33,None,Yes,25.71,Yes,Yes,Fiber Optic,48,Yes,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,80.1,2603.3,0,0,848.43,3451.73,Stayed,,
2243-FNMMI,Male,20,No,0,Torrance,90501,33.833699,-118.314387,0,20,Offer D,Yes,31.02,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.4,415.4,0,0,620.4,1035.8,Stayed,,
2245-ADZFJ,Female,58,Yes,0,Castella,96017,41.121108,-122.336613,9,31,Offer C,Yes,28.52,Yes,Yes,DSL,2,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,80.55,2471.6,0,0,884.12,3355.72,Stayed,,
2249-YPRNG,Female,57,Yes,0,The Sea Ranch,95497,38.696659,-123.436861,3,20,None,Yes,28.79,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.85,2239.65,0,0,575.8,2815.45,Churned,Dissatisfaction,Service dissatisfaction
2250-IVBWA,Male,47,Yes,2,San Jose,95112,37.343827,-121.883119,4,64,None,Yes,49.49,No,Yes,Fiber Optic,12,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,81.05,5135.35,0,0,3167.36,8302.71,Stayed,,
2251-PYLPB,Male,34,Yes,0,Big Bear Lake,92315,34.242058,-116.89802,3,72,Offer A,Yes,45.05,Yes,Yes,Cable,9,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,79.55,5810.9,0,0,3243.6,9054.5,Stayed,,
2252-ISRNH,Male,22,Yes,3,Covelo,95428,39.83307,-123.178765,9,9,Offer E,Yes,30.46,Yes,Yes,Fiber Optic,82,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,-10,767.9,0,0,274.14,1042.04,Stayed,,
2252-JHJGE,Male,24,No,0,Sun Valley,91352,34.231053,-118.338307,0,61,Offer B,Yes,45.69,Yes,Yes,Fiber Optic,48,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,104,6363.45,0,0,2787.09,9150.54,Stayed,,
2252-NKNSI,Male,63,No,0,Salinas,93905,36.667794,-121.601306,0,52,None,Yes,32.02,Yes,Yes,DSL,28,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,85.15,4461.85,0,0,1665.04,6126.89,Stayed,,
2253-KPMNB,Female,29,Yes,2,Live Oak,95953,39.258746,-121.77697,10,69,None,No,,,Yes,DSL,69,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,46.25,3121.4,0,0,0,3121.4,Stayed,,
2254-DLXRI,Female,33,No,0,Burbank,91504,34.213049,-118.317651,0,1,Offer E,Yes,18,Yes,Yes,Fiber Optic,23,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,79.15,79.15,0,60,18,157.15,Joined,,
2256-YLYLP,Male,45,Yes,1,Cypress,90630,33.818477,-118.038307,4,68,None,Yes,34.13,No,Yes,DSL,25,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,72.95,4953.25,0,0,2320.84,7274.09,Stayed,,
2257-BOVXD,Male,48,Yes,0,Tahoe City,96145,39.178337,-120.162806,3,14,None,Yes,22.14,Yes,Yes,DSL,11,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,66.6,979.5,0,0,309.96,1289.46,Stayed,,
2259-OUUSZ,Male,28,No,0,San Diego,92106,32.71346,-117.236378,0,7,Offer E,No,,,Yes,DSL,48,No,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,35.5,249.55,0,0,0,249.55,Stayed,,
2260-USTRB,Female,75,No,0,Campo,91906,32.673483,-116.472863,0,2,None,Yes,9.55,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.2,115.95,0,0,19.1,135.05,Churned,Competitor,Competitor offered more data
2262-SLNVK,Female,53,No,0,Birds Landing,94512,38.140719,-121.838298,0,1,None,Yes,1.15,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.1,70.1,0,0,1.15,71.25,Joined,,
2263-SFSQZ,Male,46,Yes,2,San Jose,95138,37.246064,-121.749494,7,51,None,Yes,16.85,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.95,1222.25,0,0,859.35,2081.6,Stayed,,
2265-CYWIV,Female,68,Yes,0,Hickman,95323,37.605926,-120.69955,1,4,None,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,Churned,Dissatisfaction,Network reliability
2266-FUBDZ,Male,19,Yes,3,San Francisco,94115,37.786031,-122.437301,2,15,None,Yes,46.47,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.35,278.85,0,0,697.05,975.9,Stayed,,
2266-SJNAT,Female,21,Yes,0,Temecula,92592,33.507255,-117.029473,2,72,Offer A,Yes,11.85,Yes,Yes,Fiber Optic,82,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,109.15,7789.6,0,0,853.2,8642.8,Stayed,,
2267-FPIMA,Male,27,Yes,0,San Carlos,94070,37.497915,-122.267361,1,50,Offer B,Yes,17.58,Yes,Yes,Fiber Optic,47,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.4,4914.9,0,0,879,5793.9,Stayed,,
2267-WTPYD,Female,77,Yes,0,Granada Hills,91344,34.291273,-118.505104,1,57,None,Yes,23.05,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,No,Yes,No,Yes,Month-to-Month,No,Credit Card,94,5438.95,0,0,1313.85,6752.8,Stayed,,
2270-CHBFN,Female,46,Yes,0,Ventura,93004,34.278697,-119.167798,10,44,Offer B,Yes,32.72,Yes,Yes,Fiber Optic,6,Yes,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,95.1,4060.55,0,0,1439.68,5500.23,Stayed,,
2272-JKMSI,Female,42,Yes,3,Roseville,95661,38.736685,-121.251984,5,62,Offer B,Yes,13.25,Yes,Yes,Fiber Optic,57,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,110.8,6840.95,0,0,821.5,7662.45,Stayed,,
2272-QAGFO,Female,75,No,0,Inglewood,90304,33.936827,-118.359824,0,14,None,Yes,35.07,Yes,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.3,1096.25,0,0,490.98,1587.23,Churned,Dissatisfaction,Service dissatisfaction
2272-UOINI,Female,44,No,0,Rancho Cucamonga,91739,34.133809,-117.523724,0,7,Offer E,Yes,3.34,No,Yes,Cable,13,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,78.5,571.05,0,0,23.38,594.43,Stayed,,
2272-WUSPA,Female,48,Yes,0,Milford,96121,40.181279,-120.392967,1,72,None,Yes,39.74,Yes,Yes,Fiber Optic,5,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.75,7751.7,0,0,2861.28,10612.98,Stayed,,
2273-QCKXA,Male,39,No,0,Culver City,90232,34.019323,-118.391902,0,1,None,Yes,25.77,No,Yes,Cable,5,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,49.05,49.05,0,0,25.77,74.82,Joined,,
2274-XUATA,Male,78,Yes,0,Earp,92242,34.137742,-114.36514,8,72,Offer A,No,,,Yes,Cable,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,63.1,4685.55,0,0,0,4685.55,Stayed,,
2275-RBYQS,Female,38,No,0,Sun City,92587,33.69887,-117.25071,0,1,Offer E,Yes,49.33,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.4,45.4,0,0,49.33,94.73,Joined,,
2276-YDAVZ,Female,63,No,0,San Diego,92129,32.961064,-117.134917,0,3,Offer E,Yes,26.52,Yes,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.1,270.7,0,0,79.56,350.26,Churned,Competitor,Competitor made better offer
2277-AXSDC,Female,46,No,0,El Centro,92243,32.770393,-115.60915,0,32,None,Yes,43.8,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.75,624.15,0,0,1401.6,2025.75,Stayed,,
2277-BKJKN,Female,70,Yes,0,Camptonville,95922,39.432127,-121.099287,6,71,None,Yes,22,No,Yes,Fiber Optic,27,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99.2,7213.75,0,0,1562,8775.75,Stayed,,
2277-DJJDL,Male,69,Yes,0,La Grange,95329,37.666587,-120.411517,5,60,Offer B,Yes,10.4,Yes,Yes,Fiber Optic,5,No,No,No,Yes,Yes,Yes,No,No,Two Year,Yes,Bank Withdrawal,99,6017.9,0,150,624,6791.9,Stayed,,
2277-VWCNI,Female,65,No,0,Brookdale,95007,37.106902,-122.100006,0,4,None,Yes,31.13,Yes,Yes,DSL,15,No,No,No,No,No,No,No,Yes,Two Year,No,Mailed Check,48.75,179.85,0,0,124.52,304.37,Stayed,,
2279-AXJJK,Male,27,Yes,0,Cazadero,95421,38.578807,-123.19338,1,52,None,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,Stayed,,
2282-YGNOR,Female,42,No,0,Monterey Park,91754,34.050322,-118.147037,0,29,None,Yes,14.46,No,Yes,DSL,25,Yes,No,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,58,1734.5,0,0,419.34,2153.84,Stayed,,
2284-VFLKH,Male,23,Yes,0,Clipper Mills,95930,39.562239,-121.14836,4,49,Offer B,Yes,33.93,No,Yes,Fiber Optic,27,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,99.25,4920.8,0,0,1662.57,6583.37,Stayed,,
2292-XQWSV,Male,19,Yes,2,Temple City,91780,34.101608,-118.055848,3,40,None,No,,,Yes,DSL,26,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,60.3,2448.5,0,0,0,2448.5,Stayed,,
2293-IJWPS,Female,39,Yes,0,Piercy,95587,39.955587,-123.681175,5,57,Offer B,Yes,3.72,Yes,Yes,Fiber Optic,11,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,100.75,5985,0,0,212.04,6197.04,Stayed,,
2294-DMMUS,Female,25,Yes,3,Patterson,95363,37.410236,-121.320337,9,62,None,Yes,36.54,Yes,Yes,DSL,41,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,70.45,4300.45,0,0,2265.48,6565.93,Stayed,,
2294-SALNE,Male,51,Yes,0,Chula Vista,91910,32.636792,-117.054989,2,23,Offer D,Yes,16.63,No,Yes,Fiber Optic,22,No,Yes,Yes,Yes,No,No,No,No,One Year,No,Credit Card,86.8,1940.8,0,90,382.49,2413.29,Stayed,,
2296-DKZFP,Female,25,Yes,0,San Francisco,94118,37.781304,-122.461522,1,65,Offer B,Yes,1.29,No,Yes,DSL,51,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,71,4386.2,0,0,83.85,4470.05,Stayed,,
2300-RQGOI,Female,33,No,0,Needles,92363,34.711224,-114.702256,0,38,Offer C,Yes,41.63,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.05,741.5,0,0,1581.94,2323.44,Stayed,,
2302-ANTDP,Female,76,Yes,0,Hat Creek,96040,40.789799,-121.474529,9,48,None,Yes,43.04,Yes,Yes,Fiber Optic,5,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,117.45,5438.9,0,0,2065.92,7504.82,Churned,Competitor,Competitor offered more data
2302-OUZXB,Male,62,Yes,0,Ventura,93001,34.360261,-119.306383,5,72,Offer A,Yes,22.01,Yes,Yes,DSL,5,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,82.15,5784.3,0,0,1584.72,7369.02,Stayed,,
2303-PJYHN,Female,27,Yes,0,Los Angeles,90015,34.039224,-118.266293,8,2,Offer E,Yes,36.05,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.85,52,0,0,72.1,124.1,Joined,,
2305-MRGLV,Male,31,Yes,0,Klamath River,96050,41.816595,-122.948287,10,28,None,Yes,21.91,No,Yes,Fiber Optic,5,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,76.55,2065.4,0,0,613.48,2678.88,Stayed,,
2307-FYNNL,Male,67,No,0,La Mirada,90638,33.902045,-118.008961,0,65,None,Yes,4.4,Yes,Yes,Fiber Optic,10,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.05,7108.2,34.67,0,286,7359.53,Stayed,,
2308-STERM,Female,58,No,0,Armona,93202,36.315979,-119.710852,0,2,None,Yes,6.65,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.4,61.05,0,0,13.3,74.35,Joined,,
2309-OSFEU,Male,42,No,0,Smith River,95567,41.950683,-124.097094,0,10,None,No,,,Yes,DSL,30,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,33.9,298.45,0,0,0,298.45,Churned,Attitude,Attitude of support person
2311-QYMUQ,Female,41,Yes,0,San Joaquin,93660,36.600193,-120.153393,1,16,None,Yes,31.73,No,Yes,Fiber Optic,25,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,89.45,1430.25,0,0,507.68,1937.93,Churned,Attitude,Attitude of support person
2314-TNDJQ,Female,28,Yes,3,Oceanside,92056,33.194742,-117.29032,1,72,Offer A,No,,,Yes,Cable,59,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,55.65,3880.05,0,0,0,3880.05,Stayed,,
2316-ESMLS,Female,54,Yes,0,Fresno,93726,36.793601,-119.761131,7,12,None,No,,,Yes,DSL,27,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,33.15,444.75,0,0,0,444.75,Stayed,,
2320-JRSDE,Female,33,Yes,1,Richgrove,93261,35.809921,-119.127437,1,1,None,Yes,7.49,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.9,19.9,0,0,7.49,27.39,Churned,Attitude,Attitude of service provider
2320-SLKMB,Female,46,No,0,Baker,92309,35.28952,-116.092214,0,26,None,No,,,Yes,Cable,29,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,44.45,1183.8,0,0,0,1183.8,Stayed,,
2320-TZRRH,Female,38,No,0,Three Rivers,93271,36.413433,-118.854708,0,20,None,Yes,38.74,No,No,,,,,,,,,,,One Year,No,Credit Card,19.5,403.15,0,0,774.8,1177.95,Stayed,,
2320-YKQBO,Female,51,No,0,Grenada,96038,41.599978,-122.539381,0,7,None,Yes,7.32,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.3,144.95,0,0,51.24,196.19,Stayed,,
2321-OMBXY,Female,55,Yes,0,San Diego,92122,32.85723,-117.209774,1,38,Offer C,Yes,42.14,No,Yes,DSL,19,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,80.3,3058.65,0,0,1601.32,4659.97,Churned,Other,Don't know
2322-VCZHZ,Male,70,Yes,0,El Portal,95318,37.654551,-119.822984,3,23,Offer D,Yes,31.53,No,Yes,Fiber Optic,20,Yes,Yes,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90,2024.1,0,0,725.19,2749.29,Stayed,,
2323-ARSVR,Male,51,Yes,0,Milpitas,95035,37.441931,-121.878502,8,67,None,Yes,46.89,No,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,111.05,7321.05,0,0,3141.63,10462.68,Stayed,,
2324-AALNO,Female,63,No,0,Porterville,93257,36.008958,-118.891593,0,48,Offer B,Yes,23.76,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,24.55,1203.95,36.04,0,1140.48,2308.39,Stayed,,
2324-EFHVG,Male,37,No,0,Oakland,94609,37.834341,-122.26437,0,64,None,Yes,45.82,Yes,Yes,Fiber Optic,14,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.4,6692.65,0,0,2932.48,9625.13,Stayed,,
2325-NBPZG,Female,20,No,0,Novato,94949,38.067204,-122.524004,0,3,None,Yes,10.1,No,Yes,Fiber Optic,73,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.55,233.65,0,0,30.3,263.95,Joined,,
2325-WINES,Female,44,No,0,Littlerock,93543,34.505273,-117.955054,0,32,None,Yes,14.21,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,104.05,3416.85,0,0,454.72,3871.57,Stayed,,
2325-ZUSFD,Female,46,Yes,0,Irvine,92602,33.720359,-117.733655,1,57,Offer B,Yes,36.65,No,Yes,DSL,7,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,70.1,3913.3,0,0,2089.05,6002.35,Churned,Dissatisfaction,Network reliability
2330-PQGDQ,Male,36,Yes,3,Gualala,95445,38.848082,-123.50608,6,51,None,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,Stayed,,
2332-EFBJY,Male,35,No,0,Sherman Oaks,91403,34.147149,-118.463365,0,16,Offer D,Yes,5.74,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.7,342.4,0,0,91.84,434.24,Churned,Price,Long distance charges
2332-TODQS,Female,44,No,0,Garden Grove,92845,33.782955,-118.026456,0,48,Offer B,Yes,34.96,Yes,No,,,,,,,,,,,One Year,No,Credit Card,25.05,1171.5,16.38,0,1678.08,2833.2,Stayed,,
2333-KWEWW,Male,64,No,0,Fresno,93721,36.732694,-119.783786,0,18,None,Yes,26.26,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.05,388.6,0,0,472.68,861.28,Stayed,,
2335-GSODA,Male,36,No,3,Camino,95709,38.748316,-120.675512,0,23,None,No,,,Yes,DSL,26,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,40.1,857.75,0,0,0,857.75,Stayed,,
2338-BQEZT,Female,38,No,0,San Carlos,94070,37.497915,-122.267361,0,55,Offer B,Yes,3.62,No,Yes,DSL,17,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.55,2832.75,0,0,199.1,3031.85,Stayed,,
2342-CKIAO,Female,39,No,0,Eagleville,96110,41.280341,-120.150381,0,2,None,Yes,12.68,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.3,41.2,0,0,25.36,66.56,Joined,,
2344-JMOGN,Male,54,Yes,0,Buttonwillow,93206,35.451402,-119.488413,1,9,None,Yes,17.47,No,Yes,Fiber Optic,6,No,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,94.85,890.6,0,0,157.23,1047.83,Churned,Other,Don't know
2346-CZYIL,Male,42,No,0,Beverly Hills,90211,34.063947,-118.383001,0,27,Offer C,Yes,39.77,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.35,531.6,0,0,1073.79,1605.39,Stayed,,
2346-DJQTB,Female,54,No,0,Fairfax,94930,37.971751,-122.611873,0,35,None,No,,,Yes,DSL,21,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,24.15,812.5,0,40,0,852.5,Stayed,,
2346-LOCWC,Female,52,Yes,2,Arbuckle,95912,38.982373,-122.047751,10,58,None,Yes,25.86,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.5,1191.4,36.92,0,1499.88,2654.36,Stayed,,
2347-WKKAE,Male,52,Yes,0,Penryn,95663,38.859093,-121.182872,9,42,None,Yes,41.16,Yes,Yes,Fiber Optic,11,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.4,4014.6,0,0,1728.72,5743.32,Stayed,,
2348-KCJLT,Female,60,Yes,0,Los Alamitos,90720,33.79499,-118.065591,8,44,Offer B,Yes,44.87,No,Yes,Cable,20,Yes,Yes,Yes,No,No,No,No,No,One Year,Yes,Credit Card,61.5,2722.2,0,150,1974.28,4846.48,Stayed,,
2351-BKRZW,Female,30,Yes,1,Gilroy,95020,37.03889,-121.528955,10,43,None,Yes,29.98,No,Yes,Cable,59,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,75.2,3254.35,0,0,1289.14,4543.49,Stayed,,
2351-RRBUE,Female,20,Yes,0,Tulelake,96134,41.813521,-121.492666,2,7,Offer E,Yes,41.64,No,No,,,,,,,,,,,One Year,No,Mailed Check,-2,134.05,0,0,291.48,425.53,Stayed,,
2357-COQEK,Female,79,No,0,Atherton,94027,37.454924,-122.203168,0,28,None,Yes,28.14,Yes,Yes,Fiber Optic,10,No,No,Yes,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,103.3,2890.65,0,0,787.92,3678.57,Churned,Competitor,Competitor made better offer
2359-KLTEK,Female,25,Yes,3,Lookout,96054,41.280478,-121.160249,2,41,None,Yes,43.19,No,Yes,Fiber Optic,59,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.9,3848,0,0,1770.79,5618.79,Stayed,,
2359-KMGLI,Male,52,No,0,Running Springs,92382,34.186211,-117.07683,0,24,Offer C,Yes,49.3,Yes,Yes,Fiber Optic,20,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.25,1861.5,0,0,1183.2,3044.7,Churned,Competitor,Competitor had better devices
2359-QWQUL,Female,35,Yes,0,Los Angeles,90058,34.001617,-118.222274,1,39,None,Yes,9.51,No,Yes,Fiber Optic,7,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,104.7,4134.85,0,0,370.89,4505.74,Churned,Competitor,Competitor made better offer
2360-RDGRO,Male,48,Yes,0,Sutter,95982,39.172777,-121.805845,4,65,None,Yes,41.2,Yes,Yes,Fiber Optic,10,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.25,6812.95,0,0,2678,9490.95,Stayed,,
2361-FJWNO,Male,55,No,0,Rancho Cucamonga,91737,34.245289,-117.642503,0,40,None,No,,,Yes,Cable,12,No,Yes,No,Yes,No,No,No,No,One Year,No,Credit Card,36,1382.9,0,130,0,1512.9,Stayed,,
2361-UPSND,Female,45,Yes,0,Herlong,96113,40.198234,-120.18089,6,46,None,Yes,44.75,No,Yes,DSL,27,Yes,Yes,No,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,70.6,3231.05,0,0,2058.5,5289.55,Stayed,,
2362-IBOOY,Male,22,No,0,San Diego,92126,32.886925,-117.152162,0,36,Offer C,Yes,43.97,Yes,Yes,Fiber Optic,42,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.75,3050.15,0,0,1582.92,4633.07,Churned,Competitor,Competitor made better offer
2363-BJLSL,Male,49,No,0,Bonita,91902,32.67117,-117.00232,0,62,Offer B,Yes,48.72,No,Yes,DSL,2,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.4,4981.15,0,0,3020.64,8001.79,Stayed,,
2364-UFROM,Male,47,No,0,San Diego,92123,32.808814,-117.134694,0,30,None,Yes,32.41,No,Yes,Cable,22,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,70.4,2044.75,0,0,972.3,3017.05,Stayed,,
2368-GAKKQ,Female,28,No,0,Sylmar,91342,34.321621,-118.399841,0,70,Offer A,Yes,17.32,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,113.65,7939.25,0,0,1212.4,9151.65,Stayed,,
2369-FEVNO,Male,36,No,0,Long Beach,90806,33.802664,-118.179971,0,1,None,Yes,7.76,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.9,19.9,0,0,7.76,27.66,Joined,,
2369-UAPKZ,Male,43,No,0,Meadow Vista,95722,39.003358,-121.022539,0,5,Offer E,Yes,38.89,Yes,Yes,Fiber Optic,8,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,104.1,541.9,0,0,194.45,736.35,Churned,Other,Moved
2371-JQHZZ,Male,54,Yes,0,Bakersfield,93307,35.280113,-118.962329,7,24,None,Yes,46.91,Yes,Yes,Fiber Optic,20,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,93,2248.05,0,40,1125.84,3413.89,Stayed,,
2371-JUNGC,Male,46,No,0,Cupertino,95014,37.306612,-122.080621,0,11,Offer D,Yes,28.62,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.25,208,0,0,314.82,522.82,Stayed,,
2371-KFUOG,Male,54,No,0,Escondido,92025,33.081478,-117.033814,0,58,Offer B,Yes,32.67,No,Yes,Fiber Optic,14,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,99.15,5720.95,0,0,1894.86,7615.81,Stayed,,
2372-HWUHI,Male,45,No,0,Lakewood,90712,33.840524,-118.148403,0,2,Offer E,Yes,46.84,No,Yes,DSL,3,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.35,81.25,0,0,93.68,174.93,Churned,Other,Don't know
2373-NTKOD,Male,40,No,0,Rancho Cordova,95670,38.602723,-121.279913,0,8,Offer E,Yes,25.72,No,Yes,Cable,24,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,66.25,546.45,0,0,205.76,752.21,Stayed,,
2378-HTWFW,Male,78,No,0,Newman,95360,37.343846,-121.039391,0,35,None,Yes,26.19,Yes,Yes,Fiber Optic,19,Yes,No,No,No,No,Yes,No,No,Month-to-Month,No,Credit Card,91,3180.5,0,40,916.65,4137.15,Stayed,,
2378-VTKDH,Male,76,Yes,0,Woodland,95695,38.71967,-121.862416,9,65,Offer B,Yes,8.59,Yes,Yes,Fiber Optic,7,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,104.35,6578.55,0,0,558.35,7136.9,Stayed,,
2378-YIZKA,Female,61,Yes,1,Weed,96094,41.465121,-122.380947,7,68,None,Yes,6.28,No,Yes,DSL,16,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,85,5607.75,0,130,427.04,6164.79,Stayed,,
2379-ENZGV,Male,61,No,0,San Diego,92126,32.886925,-117.152162,0,6,Offer E,Yes,39.32,No,Yes,Fiber Optic,12,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.85,523.5,0,0,235.92,759.42,Churned,Competitor,Competitor made better offer
2379-GYFLQ,Male,31,No,0,Oceanside,92056,33.194742,-117.29032,0,46,None,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,Stayed,,
2380-DAMQP,Female,63,Yes,0,La Palma,90623,33.850504,-118.039892,10,72,None,Yes,40.59,Yes,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,115.15,8349.7,0,0,2922.48,11272.18,Stayed,,
2382-BCKQJ,Female,41,No,0,Escondido,92027,33.141265,-116.967221,0,62,Offer B,Yes,32.58,Yes,Yes,Fiber Optic,15,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.15,6413.65,0,0,2019.96,8433.61,Churned,Competitor,Competitor made better offer
2384-OVPSA,Female,65,No,0,Caruthers,93609,36.5276,-119.865999,0,38,None,Yes,4.09,No,No,,,,,,,,,,,Two Year,No,Mailed Check,20.2,735.9,0,0,155.42,891.32,Stayed,,
2386-LAHRK,Male,22,No,0,Weimar,95736,39.00978,-120.978273,0,1,None,Yes,14.58,No,Yes,DSL,73,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,53.5,53.5,0,0,14.58,68.08,Churned,Dissatisfaction,Product dissatisfaction
2386-OWURY,Female,20,No,0,Yucaipa,92399,34.04597,-117.011825,0,58,None,Yes,35.55,No,Yes,Fiber Optic,73,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.3,5817.7,0,0,2061.9,7879.6,Stayed,,
2387-KDZQY,Male,46,No,0,Weaverville,96093,40.759401,-122.939337,0,17,None,Yes,31.6,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.1,279.5,0,0,537.2,816.7,Stayed,,
2388-LAESQ,Female,74,Yes,0,Manchester,95459,38.966713,-123.586412,3,72,Offer A,Yes,28.72,Yes,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,114.85,8317.95,0,0,2067.84,10385.79,Stayed,,
2391-IPLOP,Male,25,Yes,0,Corcoran,93212,36.04533,-119.532424,6,50,Offer B,Yes,14.32,Yes,Yes,Cable,58,No,No,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,69.65,3442.15,0,0,716,4158.15,Stayed,,
2391-SOORI,Male,40,No,1,Big Bear City,92314,34.278967,-116.773825,0,4,Offer E,Yes,26.04,No,Yes,DSL,27,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,49.35,219.65,0,0,104.16,323.81,Churned,Dissatisfaction,Lack of self-service on Website
2393-DIVAI,Female,40,No,0,Brea,92821,33.930199,-117.862898,0,3,Offer E,Yes,15.37,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20,61.7,0,0,46.11,107.81,Joined,,
2397-BRLOM,Male,67,Yes,0,San Rafael,94901,37.972662,-122.491452,2,8,None,Yes,26.99,No,Yes,Fiber Optic,2,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,80.45,583.45,0,0,215.92,799.37,Churned,Other,Don't know
2398-YPMUR,Female,77,Yes,0,Dinuba,93618,36.523619,-119.386868,2,13,None,Yes,37.86,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.15,916.75,0,90,492.18,1498.93,Churned,Dissatisfaction,Poor expertise of online support
2400-FEQME,Male,57,Yes,3,Grenada,96038,41.599978,-122.539381,1,55,Offer B,Yes,40.94,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.5,1177.95,5.83,0,2251.7,3423.82,Stayed,,
2400-XIWIO,Female,30,Yes,0,Lucerne,95458,39.141934,-122.770679,2,71,None,Yes,22.33,Yes,Yes,Cable,71,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,90.1,6310.9,0,0,1585.43,7896.33,Stayed,,
2402-TAIRZ,Female,48,No,0,Los Angeles,90012,34.065875,-118.238728,0,37,None,Yes,9.61,No,Yes,Fiber Optic,11,No,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,80.05,3019.1,0,0,355.57,3374.67,Stayed,,
2403-BCASL,Male,66,Yes,0,Santa Ana,92705,33.766004,-117.786763,1,41,Offer B,Yes,45.04,Yes,Yes,Cable,29,No,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,111.95,4534.9,0,0,1846.64,6381.54,Churned,Other,Don't know
2404-JIBFC,Female,37,Yes,3,Anaheim,92804,33.818,-117.974404,1,55,None,Yes,8.39,Yes,Yes,DSL,52,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,85.1,4657.95,0,0,461.45,5119.4,Stayed,,
2405-LBMUW,Female,25,Yes,1,Oceanside,92057,33.254497,-117.285879,1,61,Offer B,No,,,Yes,DSL,59,Yes,Yes,No,Yes,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,50.7,3088.75,0,20,0,3108.75,Stayed,,
2408-PSJVE,Male,41,Yes,3,Chino Hills,91709,33.942895,-117.725644,1,44,None,Yes,37.68,No,Yes,DSL,24,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,-7,2924.05,0,0,1657.92,4581.97,Stayed,,
2408-TZMJL,Male,43,Yes,0,Gualala,95445,38.848082,-123.50608,1,59,Offer B,Yes,22.71,Yes,Yes,Fiber Optic,26,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,110.15,6448.05,0,0,1339.89,7787.94,Churned,Dissatisfaction,Network reliability
2408-WITXK,Female,67,No,0,San Jose,95110,37.34667,-121.910019,0,10,Offer D,No,,,Yes,DSL,4,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,34.7,329.8,0,0,0,329.8,Churned,Other,Deceased
2410-CIYFZ,Male,42,No,2,Woodland,95776,38.694081,-121.694431,0,2,None,Yes,49.53,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.4,42.9,0,0,99.06,141.96,Joined,,
2418-TPEUN,Female,58,Yes,1,Topanga,90290,34.115192,-118.61017,2,56,Offer B,Yes,48.56,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.8,1119.9,0,0,2719.36,3839.26,Stayed,,
2419-FSORS,Male,29,Yes,0,Salinas,93906,36.722898,-121.633648,8,72,Offer A,Yes,10.68,Yes,Yes,Fiber Optic,59,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,108.4,7719.5,0,0,768.96,8488.46,Stayed,,
2424-WVHPL,Male,79,No,0,Redondo Beach,90278,33.873395,-118.37019,0,1,None,Yes,27.65,No,Yes,Fiber Optic,2,No,No,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,74.7,74.7,0,0,27.65,102.35,Joined,,
2428-HYUNX,Male,74,Yes,0,San Francisco,94109,37.794487,-122.42227,4,44,None,Yes,1.89,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.35,847.25,0,0,83.16,930.41,Stayed,,
2428-ZMCTB,Male,24,No,0,Mountain View,94040,37.380662,-122.086022,0,10,Offer D,Yes,20.29,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.75,208.25,0,0,202.9,411.15,Stayed,,
2429-AYKKO,Male,52,No,0,Redding,96003,40.677649,-122.29467,0,72,Offer A,Yes,3.43,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.85,1434.1,0,0,246.96,1681.06,Stayed,,
2430-RRYUW,Male,32,No,0,Tecate,91980,32.587557,-116.636816,0,66,Offer A,Yes,11.56,No,Yes,DSL,30,Yes,Yes,No,No,No,No,No,Yes,One Year,Yes,Mailed Check,54.8,3465.7,0,0,762.96,4228.66,Stayed,,
2430-USGXP,Male,44,Yes,0,Santa Fe Springs,90670,33.933565,-118.062611,1,24,None,Yes,34.62,Yes,Yes,Fiber Optic,23,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,-1,2391.8,0,0,830.88,3222.68,Churned,Price,Lack of affordable download/upload speed
2432-TFSMK,Male,43,No,0,Sebastopol,95472,38.398815,-122.861923,0,18,None,Yes,34.78,Yes,Yes,Fiber Optic,2,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,89.6,1633,0,0,626.04,2259.04,Stayed,,
2433-KMEAS,Male,62,No,0,Dublin,94568,37.713926,-121.928425,0,22,Offer D,Yes,7.28,Yes,Yes,DSL,7,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.45,1127.35,0,0,160.16,1287.51,Churned,Other,Don't know
2434-EEVDB,Female,45,Yes,0,California City,93505,35.151491,-117.927597,7,64,Offer B,Yes,1.27,Yes,Yes,Fiber Optic,13,Yes,No,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,94.6,5948.7,0,0,81.28,6029.98,Stayed,,
2436-QBZFP,Female,53,Yes,1,Yreka,96097,41.764869,-122.671316,4,22,None,No,,,Yes,DSL,19,No,Yes,No,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,39.2,849.9,0,50,0,899.9,Stayed,,
2439-LYPMQ,Male,79,Yes,0,Milford,96121,40.181279,-120.392967,7,38,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,Stayed,,
2439-QKJUL,Male,31,No,0,Saratoga,95070,37.257772,-122.051824,0,5,None,Yes,7.83,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.25,109.8,0,0,39.15,148.95,Stayed,,
2446-BEGGB,Female,79,No,0,Lakewood,90712,33.840524,-118.148403,0,6,None,Yes,47.35,Yes,Yes,Fiber Optic,29,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.25,560.6,0,0,284.1,844.7,Churned,Attitude,Attitude of support person
2446-PLQVO,Male,32,No,0,Santa Clarita,91350,34.502432,-118.41459,0,1,Offer E,Yes,5.67,No,Yes,Fiber Optic,7,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.3,70.3,0,0,5.67,75.97,Churned,Other,Don't know
2446-ZKVAF,Male,19,Yes,0,Stockton,95207,38.002125,-121.324979,5,18,None,Yes,1.28,Yes,Yes,DSL,30,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,56.8,1074.65,0,0,23.04,1097.69,Stayed,,
2450-ZKEED,Female,33,No,0,Mammoth Lakes,93546,37.550074,-118.837167,0,11,Offer D,Yes,7.42,No,Yes,DSL,17,No,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,53.8,651.55,0,0,81.62,733.17,Stayed,,
2451-YMUXS,Male,79,No,0,Vista,92084,33.22784,-117.200024,0,67,Offer A,Yes,28.88,Yes,Yes,DSL,11,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,64.55,4250.1,0,0,1934.96,6185.06,Stayed,,
2452-KDRRH,Male,76,No,0,Mi Wuk Village,95346,38.121601,-120.133915,0,67,None,Yes,38.85,Yes,Yes,Fiber Optic,19,No,No,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,101.4,6841.05,0,0,2602.95,9444,Stayed,,
2452-MRMZF,Female,70,Yes,0,Inglewood,90303,33.936291,-118.332639,9,72,None,Yes,8.48,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.7,1937.4,0,0,610.56,2547.96,Stayed,,
2452-SNHFZ,Female,19,No,0,Elk Creek,95939,39.53222,-122.594879,0,47,None,Yes,48.03,No,Yes,Fiber Optic,69,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,75.45,3545.1,0,0,2257.41,5802.51,Stayed,,
2453-SAFNS,Female,68,No,0,Likely,96116,41.266008,-120.490731,0,54,Offer B,Yes,45.43,Yes,Yes,Cable,2,No,Yes,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,72.1,3886.05,0,0,2453.22,6339.27,Stayed,,
2454-RPBRZ,Female,67,Yes,0,Catheys Valley,95306,37.394411,-120.127262,1,12,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,Churned,Dissatisfaction,Service dissatisfaction
2455-USLMV,Female,30,No,0,Redlands,92373,34.003243,-117.138286,0,31,Offer C,Yes,24.21,Yes,Yes,Fiber Optic,48,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,84.75,2613.4,0,0,750.51,3363.91,Stayed,,
2458-EOMRE,Female,19,No,0,Mc Farland,93250,35.666886,-119.186717,0,11,Offer D,Yes,40.96,No,Yes,DSL,52,Yes,No,Yes,No,No,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,64.05,733.95,0,90,450.56,1274.51,Stayed,,
2460-FPSYH,Female,72,No,0,Exeter,93221,36.301689,-119.018233,0,40,None,No,,,Yes,Cable,6,Yes,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,55.8,2109.35,0,80,0,2189.35,Churned,Attitude,Attitude of support person
2460-NGXBJ,Male,65,Yes,1,Stockton,95206,37.902422,-121.440029,8,11,None,Yes,28.64,Yes,Yes,Fiber Optic,22,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,75.2,775.3,0,0,315.04,1090.34,Stayed,,
2462-XIIJB,Male,33,No,0,Miranda,95553,40.210895,-123.86,0,5,None,Yes,3.25,Yes,Yes,Fiber Optic,25,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,92.5,452.7,0,0,16.25,468.95,Churned,Competitor,Competitor offered more data
2465-BLLEU,Male,31,No,0,Salinas,93906,36.722898,-121.633648,0,1,Offer E,Yes,10.22,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.75,19.75,0,0,10.22,29.97,Joined,,
2466-FCCPT,Female,50,Yes,3,North Fork,93643,37.244307,-119.470256,7,20,None,Yes,7.31,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,-4,395.6,0,0,146.2,541.8,Stayed,,
2466-NEJOJ,Male,58,Yes,3,Bodega,94922,38.343282,-122.9755,6,8,Offer E,Yes,26.17,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.65,169.75,0,0,209.36,379.11,Stayed,,
2468-SJFLM,Male,37,No,0,Biggs,95917,39.457388,-121.818201,0,1,None,Yes,39.55,No,Yes,Fiber Optic,21,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,74.3,74.3,0,0,39.55,113.85,Joined,,
2469-DTSGX,Female,72,No,0,Somis,93066,34.297628,-119.014627,0,72,Offer A,Yes,44.81,Yes,Yes,Fiber Optic,14,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,111.65,7943.45,0,0,3226.32,11169.77,Stayed,,
2472-OVKUP,Male,39,Yes,2,Canoga Park,91304,34.224377,-118.632656,5,6,None,Yes,42.08,No,Yes,Fiber Optic,29,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,91,531,0,0,252.48,783.48,Churned,Dissatisfaction,Service dissatisfaction
2474-BRUCM,Male,76,Yes,0,Redding,96002,40.527834,-122.318749,1,40,None,Yes,2.85,Yes,Yes,Fiber Optic,3,Yes,No,No,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,101.85,4086.3,0,0,114,4200.3,Churned,Other,Don't know
2474-LCNUE,Female,20,Yes,0,Sunset Beach,90742,33.719221,-118.073596,5,23,Offer D,Yes,14.53,Yes,Yes,Cable,48,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,73.65,1642.75,0,0,334.19,1976.94,Stayed,,
2475-MROZF,Male,36,No,0,Murrieta,92562,33.548869,-117.334165,0,30,Offer C,Yes,2.87,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,95,2852.4,0,0,86.1,2938.5,Stayed,,
2476-YGEFM,Female,24,No,0,Clovis,93611,36.917652,-119.593757,0,29,None,Yes,7.01,Yes,Yes,Fiber Optic,42,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,76,2215.25,0,0,203.29,2418.54,Stayed,,
2478-EEWWM,Male,21,Yes,0,Glenn,95943,39.597975,-122.032248,1,59,Offer B,No,,,Yes,DSL,53,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,44.3,2666.75,0,20,0,2686.75,Stayed,,
2479-BRAMR,Male,74,Yes,0,Murphys,95247,38.147852,-120.440124,1,41,Offer B,Yes,45.84,Yes,Yes,Fiber Optic,18,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.75,3273.55,0,0,1879.44,5152.99,Churned,Competitor,Competitor offered more data
2480-EJWYP,Female,66,Yes,0,Roseville,95747,38.784329,-121.373245,5,58,Offer B,Yes,45.37,Yes,Yes,Fiber Optic,28,No,Yes,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,97.8,5458.8,0,0,2631.46,8090.26,Stayed,,
2480-JZOSN,Female,64,Yes,0,Woody,93287,35.710244,-118.881679,8,1,None,Yes,35.24,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.65,20.65,0,0,35.24,55.89,Joined,,
2480-SQIOB,Male,40,Yes,2,Woodland Hills,91364,34.153733,-118.593408,1,4,Offer E,Yes,25.9,No,Yes,DSL,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.8,169.65,0,0,103.6,273.25,Stayed,,
2481-SBOYW,Female,62,No,1,San Bernardino,92405,34.142747,-117.300864,0,61,Offer B,Yes,32.05,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25,1498.35,0,0,1955.05,3453.4,Stayed,,
2482-CZGBB,Male,41,No,0,Anaheim,92804,33.818,-117.974404,0,10,None,Yes,27.28,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70,740,0,0,272.8,1012.8,Churned,Competitor,Competitor had better devices
2483-XSSMZ,Female,22,No,0,Orinda,94563,37.873916,-122.20522,0,39,None,Yes,25.33,No,Yes,DSL,82,Yes,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,47.85,1886.4,0,70,987.87,2944.27,Stayed,,
2484-DGXPZ,Female,45,Yes,0,San Dimas,91773,34.102119,-117.815532,1,31,None,Yes,30.07,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.55,658.95,0,0,932.17,1591.12,Churned,Attitude,Attitude of support person
2485-ITVKB,Female,36,Yes,0,Northridge,91325,34.236683,-118.517588,1,2,Offer E,No,,,Yes,DSL,12,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,35.1,68.75,0,10,0,78.75,Churned,Attitude,Attitude of support person
2486-WYVVE,Male,47,Yes,0,Sacramento,95830,38.490508,-121.284171,1,31,None,Yes,3.12,Yes,Yes,DSL,6,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,79.3,2484,0,0,96.72,2580.72,Stayed,,
2495-INZWQ,Male,44,No,0,San Juan Bautista,95045,36.810568,-121.503022,0,4,Offer E,No,,,Yes,Cable,20,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,44.55,174.3,0,10,0,184.3,Churned,Attitude,Attitude of service provider
2495-KZNFB,Female,26,No,0,La Mesa,91942,32.782501,-117.01611,0,33,None,Yes,16.76,Yes,Yes,Fiber Optic,85,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.65,2989.6,0,0,553.08,3542.68,Stayed,,
2495-TTHBQ,Female,52,No,1,La Quinta,92253,33.695532,-116.310571,0,4,None,Yes,32.15,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.4,84.75,0,0,128.6,213.35,Stayed,,
2498-XLDZR,Female,26,Yes,1,San Diego,92113,32.697098,-117.116587,1,32,None,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,Stayed,,
2499-AJYUA,Female,69,Yes,0,Benton,93512,37.653947,-118.231443,8,72,Offer A,Yes,15.85,Yes,Yes,Fiber Optic,2,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,110.8,7882.25,0,0,1141.2,9023.45,Stayed,,
2501-XWWTZ,Male,51,No,0,San Clemente,92673,33.4725,-117.584273,0,11,None,Yes,1.01,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.2,760.05,0,0,11.11,771.16,Stayed,,
2504-DSHIH,Male,66,Yes,0,Thousand Oaks,91360,34.214054,-118.88109,1,23,None,Yes,42.59,Yes,Yes,Fiber Optic,2,No,No,No,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,86.8,1975.85,0,0,979.57,2955.42,Stayed,,
2506-CLAKW,Female,20,No,0,Ventura,93003,34.279221,-119.221437,0,6,Offer E,Yes,20.26,No,Yes,Fiber Optic,26,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.15,567.45,0,0,121.56,689.01,Churned,Attitude,Attitude of support person
2506-TNFCO,Female,76,Yes,0,Riverside,92509,34.004379,-117.447864,1,1,None,Yes,12.46,No,Yes,Fiber Optic,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.55,69.55,0,0,12.46,82.01,Churned,Dissatisfaction,Network reliability
2507-QZPQS,Male,24,No,0,La Mirada,90638,33.902045,-118.008961,0,15,None,Yes,9.97,Yes,Yes,Fiber Optic,47,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,95.7,1451.1,0,0,149.55,1600.65,Stayed,,
2509-TFPJU,Male,62,Yes,0,Torrance,90505,33.807882,-118.347957,1,72,None,Yes,40.04,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.75,1864.2,0,0,2882.88,4747.08,Stayed,,
2511-ALLCS,Female,38,Yes,3,Temple City,91780,34.101608,-118.055848,5,35,None,Yes,18.86,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.3,821.6,0,0,660.1,1481.7,Stayed,,
2511-MORQY,Male,46,Yes,0,Torrance,90502,33.833181,-118.292062,4,50,Offer B,Yes,10.33,Yes,Yes,DSL,6,No,No,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,54.9,2614.1,0,0,516.5,3130.6,Stayed,,
2514-GINMM,Male,60,No,0,Dana Point,92629,33.477923,-117.705314,0,1,Offer E,Yes,48.97,No,Yes,Fiber Optic,23,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,79.5,79.5,0,0,48.97,128.47,Churned,Attitude,Attitude of service provider
2516-VQRRV,Female,77,No,0,Culver City,90230,33.993991,-118.39704,0,2,None,Yes,23.46,Yes,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.45,158.4,0,0,46.92,205.32,Churned,Price,Long distance charges
2516-XSJKX,Female,20,Yes,2,San Juan Bautista,95045,36.810568,-121.503022,1,41,None,Yes,32.29,No,Yes,DSL,69,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,78.45,3126.45,0,0,1323.89,4450.34,Stayed,,
2519-ERQOJ,Male,74,No,0,Desert Hot Springs,92241,33.832799,-116.250973,0,33,Offer C,No,,,Yes,Cable,11,No,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,54.6,1803.7,0,0,0,1803.7,Stayed,,
2519-FAKOD,Male,30,No,0,Tehachapi,93561,35.073777,-118.652112,0,38,Offer C,Yes,31.27,Yes,Yes,Fiber Optic,85,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.25,3777.15,0,0,1188.26,4965.41,Churned,Competitor,Competitor had better devices
2519-LBNQL,Male,80,Yes,0,Artesia,90701,33.867593,-118.080637,2,60,None,Yes,22.95,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.35,6339.45,41.23,0,1377,7675.22,Stayed,,
2519-TWKFS,Male,34,Yes,1,Blocksburg,95514,40.309088,-123.668201,2,25,None,Yes,47.1,Yes,Yes,DSL,25,No,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,55.1,1466.1,0,0,1177.5,2643.6,Stayed,,
2520-SGTTA,Female,23,Yes,3,Ben Lomond,95005,37.078873,-122.090386,4,10,Offer E,Yes,20.05,No,No,,,,,,,,,,,Two Year,No,Credit Card,20,200,0,0,200.5,400.5,Stayed,,
2521-NPUZR,Male,26,Yes,0,Santa Maria,93458,34.95934,-120.490081,9,70,Offer A,Yes,41.05,No,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,101,7085.5,0,0,2873.5,9959,Stayed,,
2522-AHJXR,Male,36,Yes,0,Death Valley,92328,36.27688,-117.033326,6,60,None,Yes,4.59,Yes,Yes,Fiber Optic,9,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,109.45,6572.85,0,0,275.4,6848.25,Stayed,,
2522-WLNSF,Female,74,Yes,0,Los Olivos,93441,34.70434,-120.02609,2,34,None,Yes,12.33,No,Yes,Cable,23,No,No,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,64.2,2106.3,0,0,419.22,2525.52,Stayed,,
2523-EWWZL,Female,26,Yes,0,Blythe,92225,33.674583,-114.71612,0,27,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,Stayed,,
2525-GVKQU,Female,60,No,0,Santa Margarita,93453,35.303926,-120.256567,0,60,Offer B,Yes,47.07,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.6,1093,0,0,2824.2,3917.2,Stayed,,
2528-HFYZX,Male,66,Yes,0,Santa Ana,92706,33.765893,-117.881533,2,17,None,Yes,1.05,No,Yes,Fiber Optic,8,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.45,1233.4,0,0,17.85,1251.25,Churned,Competitor,Competitor had better devices
2530-ENDWQ,Female,55,Yes,0,Rio Dell,95562,40.485849,-124.163234,2,71,Offer A,Yes,40.52,Yes,Yes,Fiber Optic,17,No,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,93.7,6585.35,0,0,2876.92,9462.27,Churned,Competitor,Competitor offered more data
2530-FMFXO,Male,38,Yes,1,Irvine,92602,33.720359,-117.733655,3,56,Offer B,Yes,42.16,Yes,Yes,Fiber Optic,19,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,103.2,5873.75,0,0,2360.96,8234.71,Stayed,,
2533-QVMSK,Male,46,Yes,0,March Air Reserve Base,92518,33.888323,-117.277533,9,61,Offer B,Yes,26.94,Yes,Yes,Fiber Optic,11,No,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,94.1,5638.3,0,0,1643.34,7281.64,Churned,Competitor,Competitor offered more data
2533-TIBIX,Male,59,Yes,2,Oak Run,96069,40.689243,-122.037023,8,15,None,No,,,Yes,Cable,16,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.2,469.65,0,0,0,469.65,Stayed,,
2535-PBCGC,Female,21,Yes,0,San Diego,92108,32.774046,-117.142454,5,70,Offer A,No,,,Yes,Cable,46,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,64.55,4504.9,46.06,0,0,4458.84,Stayed,,
2538-OIMXF,Female,29,No,1,Cathedral City,92234,33.829583,-116.474131,0,1,Offer E,No,,,Yes,Cable,48,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,24.7,24.7,0,70,0,94.7,Joined,,
2541-YGPKE,Male,29,Yes,3,Lemon Cove,93244,36.462671,-118.997291,10,42,None,Yes,44.95,No,Yes,DSL,69,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,63.7,2763.35,0,0,1887.9,4651.25,Stayed,,
2542-HYGIQ,Female,58,No,0,Palo Alto,94303,37.45809,-122.115398,0,1,None,Yes,38.84,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.95,19.95,0,0,38.84,58.79,Joined,,
2545-EBUPK,Female,70,No,0,Los Angeles,90045,33.954017,-118.402447,0,2,Offer E,Yes,21.9,Yes,Yes,Fiber Optic,22,No,No,No,No,No,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,84.05,186.05,0,0,43.8,229.85,Joined,,
2545-LXYVJ,Male,19,Yes,0,Suisun City,94585,38.197907,-122.017258,1,72,Offer A,Yes,21.72,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.7,1492.1,0,0,1563.84,3055.94,Stayed,,
2546-KZAAT,Male,28,Yes,0,San Diego,92119,32.802959,-117.027095,9,52,None,Yes,10.4,No,Yes,DSL,85,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,75.4,3865.45,0,0,540.8,4406.25,Stayed,,
2550-AEVRU,Female,33,Yes,2,Woodland Hills,91364,34.153733,-118.593408,1,57,None,Yes,17.01,No,Yes,DSL,11,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,53.45,3053,0,0,969.57,4022.57,Stayed,,
2550-QHZGP,Male,48,No,0,Calexico,92231,32.690654,-115.431225,0,7,Offer E,Yes,30.58,No,No,,,,,,,,,,,One Year,No,Credit Card,19.5,128.6,0,0,214.06,342.66,Stayed,,
2558-BUOZZ,Male,51,No,0,Glendale,91204,34.136306,-118.26036,0,47,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,Stayed,,
2560-PPCHE,Female,22,No,0,Huntington Beach,92649,33.721917,-118.043237,0,65,None,Yes,26.83,Yes,Yes,Fiber Optic,59,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.05,6744.25,0,0,1743.95,8488.2,Stayed,,
2560-QTSBS,Female,26,Yes,2,Pomona,91766,34.042286,-117.756106,6,72,None,Yes,18.14,Yes,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,23.3,1623.15,0,0,1306.08,2929.23,Stayed,,
2560-WBWXF,Male,45,No,0,March Air Reserve Base,92518,33.888323,-117.277533,0,68,None,Yes,37.79,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,24.15,1498.85,0,0,2569.72,4068.57,Stayed,,
2565-JSLRY,Male,21,No,0,Bakersfield,93306,35.449881,-118.841442,0,1,None,Yes,20.26,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,24.05,24.05,0,0,20.26,44.31,Churned,Price,Price too high
2568-BRGYX,Male,43,No,0,Dixon,95620,38.392821,-121.799917,0,4,None,Yes,13.02,No,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.2,237.95,0,0,52.08,290.03,Churned,Competitor,Competitor had better devices
2568-OIADY,Female,26,Yes,0,Escondido,92027,33.141265,-116.967221,1,37,None,Yes,36.29,Yes,Yes,Fiber Optic,27,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.5,3762,0,0,1342.73,5104.73,Churned,Competitor,Competitor made better offer
2569-WGERO,Female,30,No,0,Landers,92285,34.341737,-116.539416,0,72,None,Yes,22.77,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,21.15,1419.4,19.31,0,1639.44,3039.53,Stayed,,
2573-GYRUU,Male,65,Yes,0,San Miguel,93451,35.886767,-120.608661,1,48,None,Yes,25.19,Yes,Yes,Fiber Optic,22,No,No,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,91.05,4370.75,0,0,1209.12,5579.87,Stayed,,
2575-GFSOE,Female,25,Yes,0,Graton,95444,38.434362,-122.86891,1,7,Offer E,Yes,8.95,No,Yes,Fiber Optic,73,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69,506.9,0,0,62.65,569.55,Churned,Attitude,Attitude of service provider
2576-HXMPA,Female,30,No,0,Mckinleyville,95519,40.965011,-124.015255,0,1,None,Yes,8.23,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.55,19.55,0,0,8.23,27.78,Joined,,
2577-GVSIL,Male,61,Yes,0,Lamont,93241,35.245035,-118.905553,10,35,None,Yes,13.39,Yes,Yes,DSL,20,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,73.45,2661.1,0,0,468.65,3129.75,Stayed,,
2578-JQPHZ,Male,30,No,0,Bayside,95524,40.825486,-124.049485,0,44,Offer B,Yes,48.95,No,Yes,Fiber Optic,59,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,100.1,4378.35,0,0,2153.8,6532.15,Stayed,,
2580-ASVVY,Female,23,Yes,0,San Ysidro,92173,32.555828,-117.040073,1,37,None,No,,,Yes,DSL,27,Yes,No,No,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,45.4,1593.1,44.13,0,0,1548.97,Stayed,,
2580-ATZSQ,Female,55,Yes,2,San Jose,95123,37.238758,-121.828375,0,65,Offer B,Yes,19.25,No,Yes,DSL,19,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,61.35,3874.1,0,0,1251.25,5125.35,Stayed,,
2581-VKIRT,Female,57,Yes,0,Kings Beach,96143,39.246654,-120.029273,6,59,None,Yes,14.49,Yes,Yes,Cable,25,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Mailed Check,65.5,3801.3,0,0,854.91,4656.21,Stayed,,
2582-FFFZR,Female,34,No,0,Vallejo,94592,38.093701,-122.276589,0,22,None,No,,,Yes,DSL,8,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.6,1073.3,0,0,0,1073.3,Stayed,,
2585-KTFRE,Male,61,No,1,Escondido,92027,33.141265,-116.967221,0,1,None,Yes,20.1,No,Yes,Cable,21,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,70.45,70.45,0,0,20.1,90.55,Joined,,
2586-CWXVV,Male,45,Yes,0,Hawaiian Gardens,90716,33.830431,-118.074071,9,54,Offer B,No,,,Yes,Cable,9,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,30.4,1621.35,0,0,0,1621.35,Stayed,,
2587-EKXTS,Male,48,No,0,San Diego,92116,32.765299,-117.122565,0,44,Offer B,Yes,44.45,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,111.5,4915.15,0,0,1955.8,6870.95,Stayed,,
2587-YNLES,Female,52,Yes,1,Downey,90240,33.956228,-118.120993,4,6,Offer E,Yes,25.05,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.1,100.35,0,0,150.3,250.65,Stayed,,
2589-AYCRP,Female,63,No,0,Cedar Glen,92321,34.255203,-117.175654,0,50,Offer B,Yes,37.95,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.75,989.05,0,0,1897.5,2886.55,Stayed,,
2592-HODOV,Male,44,No,0,Brea,92823,33.924143,-117.79387,0,13,Offer D,Yes,45.03,No,No,,,,,,,,,,,One Year,No,Credit Card,19.3,259.65,35.28,0,585.39,809.76,Stayed,,
2592-SEIFQ,Male,36,No,0,San Anselmo,94960,37.99272,-122.575026,0,3,None,No,,,Yes,DSL,18,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,24.75,66.95,0,0,0,66.95,Churned,Competitor,Competitor offered higher download speeds
2592-YKDIF,Female,47,No,0,North Highlands,95660,38.671295,-121.388251,0,1,None,Yes,44.09,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.35,20.35,0,0,44.09,64.44,Joined,,
2595-KIWPV,Male,48,No,1,Tecate,91980,32.587557,-116.636816,0,27,Offer C,Yes,32.28,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.7,509.3,0,0,871.56,1380.86,Stayed,,
2599-CIPQE,Male,36,Yes,3,Compton,90220,33.88151,-118.234451,4,71,None,Yes,28.47,No,Yes,Fiber Optic,57,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,109.3,7782.85,0,70,2021.37,9874.22,Stayed,,
2599-CZABP,Male,57,Yes,0,Meridian,95957,39.068071,-121.832638,1,14,Offer D,Yes,44.95,No,Yes,DSL,19,No,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,44.6,641.25,0,0,629.3,1270.55,Stayed,,
2603-HVKCG,Male,20,No,0,Meridian,95957,39.068071,-121.832638,0,31,Offer C,Yes,19.38,No,Yes,Fiber Optic,76,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.4,3143.65,0,0,600.78,3744.43,Stayed,,
2604-IJPDU,Female,32,Yes,0,Encino,91316,34.150354,-118.518292,0,20,Offer D,Yes,28.57,No,Yes,Fiber Optic,15,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.55,1901.65,0,0,571.4,2473.05,Stayed,,
2604-XVDAM,Female,54,No,0,Pope Valley,94567,38.672708,-122.403219,0,12,Offer D,Yes,6.56,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,43.8,540.95,0,0,78.72,619.67,Stayed,,
2606-PKWJB,Male,62,No,3,Little River,95456,39.245911,-123.77214,0,40,None,No,,,Yes,Cable,57,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Credit Card,40.25,1564.05,0,0,0,1564.05,Stayed,,
2606-RMDHZ,Male,47,No,0,Lakewood,90713,33.847755,-118.112532,0,6,Offer E,No,,,Yes,DSL,14,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,30.5,208.7,0,0,0,208.7,Churned,Competitor,Competitor had better devices
2607-DHDAK,Male,54,Yes,2,Bakersfield,93307,35.280113,-118.962329,10,72,None,Yes,38.84,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.8,1414.65,0,0,2796.48,4211.13,Stayed,,
2607-FBDFF,Male,32,No,0,Tuolumne,95379,37.939768,-120.188002,0,1,None,Yes,49.19,No,Yes,DSL,17,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,49,49,0,0,49.19,98.19,Joined,,
2608-BHKFN,Female,46,No,0,Berkeley,94703,37.863843,-122.275684,0,4,None,Yes,12.58,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.05,266.9,0,0,50.32,317.22,Churned,Competitor,Competitor had better devices
2609-IAICY,Female,32,No,0,North Fork,93643,37.244307,-119.470256,0,1,None,Yes,27.7,Yes,Yes,Fiber Optic,19,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,77.15,77.15,0,10,27.7,114.85,Churned,Dissatisfaction,Limited range of services
2612-PHGOX,Male,47,Yes,0,Graton,95444,38.434362,-122.86891,4,64,None,Yes,6.59,Yes,Yes,Cable,20,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,76.1,4818.8,0,0,421.76,5240.56,Stayed,,
2612-RANWT,Female,24,No,0,Mount Laguna,91948,32.830852,-116.444601,0,12,Offer D,Yes,30.54,Yes,Yes,Fiber Optic,47,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.15,1164.3,0,0,366.48,1530.78,Churned,Price,Price too high
2612-RRIDN,Male,25,No,0,Westwood,96137,40.271535,-121.018087,0,4,Offer E,Yes,21.62,No,Yes,Fiber Optic,59,No,No,No,No,Yes,No,Yes,No,Month-to-Month,Yes,Bank Withdrawal,81,340.85,0,50,86.48,477.33,Churned,Dissatisfaction,Limited range of services
2615-YVMYX,Male,68,Yes,0,Chula Vista,91915,32.605012,-116.97595,7,71,None,Yes,30.59,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,107.5,7713.55,0,140,2171.89,10025.44,Stayed,,
2616-FLVQC,Male,42,No,0,Point Arena,95468,38.911299,-123.609588,0,64,None,Yes,38.96,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.55,1240.15,0,0,2493.44,3733.59,Stayed,,
2616-UUTFK,Male,54,Yes,0,Bakersfield,93313,35.140938,-119.051348,1,33,None,Yes,19.11,Yes,Yes,DSL,21,Yes,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,72.75,2447.45,0,0,630.63,3078.08,Stayed,,
2619-WFQWU,Female,34,No,0,Mission Viejo,92692,33.60693,-117.644253,0,1,None,Yes,2.24,No,Yes,Fiber Optic,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,70.15,70.15,0,0,2.24,72.39,Churned,Competitor,Competitor offered higher download speeds
2621-UDNLU,Female,35,Yes,0,San Francisco,94107,37.768881,-122.395521,9,3,None,Yes,11.77,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.85,72,0,0,35.31,107.31,Joined,,
2623-DRYAM,Female,19,Yes,0,Jamul,91935,32.695681,-116.798386,0,70,None,Yes,19.88,Yes,Yes,Fiber Optic,26,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,101.75,7069.3,0,0,1391.6,8460.9,Stayed,,
2625-TRCZQ,Female,21,Yes,0,Auburn,95602,38.99003,-121.114408,0,51,Offer B,No,,,Yes,DSL,42,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.65,2553.35,0,0,0,2553.35,Stayed,,
2626-URJFX,Male,55,Yes,3,Termo,96132,41.027281,-120.669427,1,4,Offer E,Yes,8.58,Yes,Yes,DSL,57,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.9,225.6,0,0,34.32,259.92,Churned,Dissatisfaction,Network reliability
2626-VEEWG,Male,48,Yes,2,Sun City,92587,33.69887,-117.25071,6,67,None,Yes,5.48,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.4,1284.2,0,0,367.16,1651.36,Stayed,,
2632-IVXVF,Female,40,Yes,3,Kernville,93238,35.852892,-118.397782,3,68,None,Yes,14.11,Yes,Yes,Fiber Optic,57,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,111.75,7511.3,0,0,959.48,8470.78,Stayed,,
2632-TACXW,Female,49,Yes,0,Richmond,94801,37.945288,-122.383941,4,62,None,Yes,8.91,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,23.65,1416.75,0,0,552.42,1969.17,Stayed,,
2632-UCGVD,Male,71,Yes,0,Fairfield,94533,38.287136,-122.02711,6,66,None,Yes,49.85,Yes,Yes,Fiber Optic,14,No,No,No,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,100.05,6871.9,0,0,3290.1,10162,Churned,Price,Extra data charges
2634-HCZGT,Male,71,Yes,0,San Jose,95126,37.327069,-121.916819,1,53,None,Yes,21.67,Yes,Yes,Cable,6,Yes,No,No,Yes,No,No,No,No,One Year,Yes,Bank Withdrawal,60.05,3229.65,0,100,1148.51,4478.16,Churned,Other,Moved
2636-ALXXZ,Female,68,No,0,Tahoe Vista,96148,39.24124,-120.054765,0,1,Offer E,Yes,45.8,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.6,69.6,0,0,45.8,115.4,Churned,Dissatisfaction,Poor expertise of online support
2636-OHFMN,Male,26,Yes,0,Orosi,93647,36.600185,-119.175655,4,4,None,No,,,Yes,DSL,76,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,48.55,201,0,0,0,201,Churned,Price,Long distance charges
2636-SJDOU,Male,34,No,0,Seal Beach,90740,33.75462,-118.071128,0,64,None,Yes,30.27,Yes,Yes,Fiber Optic,12,Yes,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,84.3,5289.05,0,0,1937.28,7226.33,Stayed,,
2637-FKFSY,Female,61,Yes,0,Wasco,93280,35.652242,-119.4464,2,3,None,Yes,2.66,No,Yes,DSL,7,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,46.1,130.15,0,0,7.98,138.13,Joined,,
2639-UGMAZ,Male,73,No,0,Artesia,90701,33.867593,-118.080637,0,71,Offer A,No,,,Yes,DSL,20,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,56.45,3985.35,0,0,0,3985.35,Stayed,,
2640-LYMOV,Male,59,No,0,Anaheim,92804,33.818,-117.974404,0,2,Offer E,Yes,9.61,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.65,38.8,0,0,19.22,58.02,Joined,,
2640-PMGFL,Male,35,No,0,West Sacramento,95605,38.592745,-121.540036,0,27,None,Yes,24.72,Yes,Yes,Fiber Optic,29,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.5,2180.55,0,0,667.44,2847.99,Churned,Price,Lack of affordable download/upload speed
2642-DTVCO,Male,68,No,0,Chualar,93925,36.596271,-121.442274,0,9,Offer E,Yes,12.18,Yes,Yes,Fiber Optic,6,No,No,No,No,No,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,85.05,746.5,0,30,109.62,886.12,Churned,Attitude,Attitude of service provider
2642-MAWLJ,Female,26,Yes,2,Menlo Park,94025,37.449551,-122.183762,8,36,Offer C,Yes,42.51,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.25,717.95,0,0,1530.36,2248.31,Stayed,,
2645-QTLMB,Male,22,No,0,Bloomington,92316,34.059722,-117.39104,0,7,Offer E,Yes,12.05,No,Yes,Fiber Optic,69,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.25,669,0,0,84.35,753.35,Churned,Dissatisfaction,Network reliability
2649-HWLYB,Male,45,Yes,0,Fresno,93727,36.751489,-119.68072,2,65,Offer B,Yes,21.58,Yes,Yes,DSL,13,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,76.15,4929.55,0,0,1402.7,6332.25,Stayed,,
2650-GYRYL,Male,25,Yes,1,Kerman,93630,36.727418,-120.123526,6,33,None,Yes,5.86,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.45,600.25,0,0,193.38,793.63,Stayed,,
2651-ZCBXV,Male,49,No,0,Burbank,91501,34.188339,-118.300942,0,54,Offer B,Yes,17.76,Yes,Yes,Fiber Optic,4,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,108,5760.65,0,0,959.04,6719.69,Stayed,,
2654-VBVPB,Female,22,No,0,Newport Beach,92663,33.62251,-117.927024,0,1,None,Yes,11.83,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.9,19.9,0,0,11.83,31.73,Joined,,
2656-FMOKZ,Female,70,No,2,Pasadena,91106,34.139402,-118.128658,0,15,Offer D,Yes,44.07,Yes,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,74.45,1145.7,0,0,661.05,1806.75,Churned,Dissatisfaction,Limited range of services
2656-TABEH,Male,57,Yes,0,Temecula,92591,33.540604,-117.10909,1,4,None,Yes,28.22,Yes,Yes,Fiber Optic,10,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.2,420.2,0,0,112.88,533.08,Churned,Dissatisfaction,Service dissatisfaction
2657-ALMWY,Female,65,Yes,0,Simi Valley,93065,34.269449,-118.768471,1,26,Offer C,Yes,18.26,No,Yes,Fiber Optic,3,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,84.95,2169.75,0,0,474.76,2644.51,Churned,Price,Price too high
2657-VPXTA,Female,45,Yes,3,Anza,92539,33.527605,-116.666551,8,10,None,Yes,32.76,No,Yes,Fiber Optic,51,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,88.85,929.45,0,0,327.6,1257.05,Stayed,,
2659-VXMWZ,Male,58,Yes,0,Newport Coast,92657,33.603282,-117.821841,0,67,Offer A,Yes,29.24,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,111.3,7482.1,0,0,1959.08,9441.18,Churned,Attitude,Attitude of support person
2660-EMUBI,Male,71,No,0,Escondido,92027,33.141265,-116.967221,0,10,Offer D,Yes,41.37,Yes,Yes,Fiber Optic,14,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.35,898.35,0,0,413.7,1312.05,Churned,Competitor,Competitor made better offer
2661-GKBTK,Male,39,Yes,3,Eureka,95503,40.737431,-124.108897,7,60,None,Yes,27.2,No,Yes,DSL,21,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,76.95,4543.95,0,0,1632,6175.95,Stayed,,
2662-NNTDK,Male,50,No,0,Coleville,96107,38.42528,-119.475741,0,65,Offer B,Yes,45.87,Yes,No,,,,,,,,,,,One Year,No,Credit Card,24.8,1600.95,0,0,2981.55,4582.5,Stayed,,
2664-XJZNO,Male,43,Yes,3,Oroville,95965,39.624561,-121.552866,5,72,Offer A,Yes,6.95,No,Yes,Fiber Optic,57,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,104.9,7559.55,0,0,500.4,8059.95,Stayed,,
2665-NPTGL,Female,79,Yes,0,Sheep Ranch,95250,38.244806,-120.417301,8,26,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,Stayed,,
2667-WYLWJ,Female,44,Yes,0,Dunnigan,95937,38.931425,-121.946081,1,8,Offer E,Yes,46.13,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.75,145,0,0,369.04,514.04,Churned,Price,Long distance charges
2668-TZSPS,Male,32,No,0,Santa Rosa,95403,38.488431,-122.752839,0,1,None,Yes,39.61,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.45,20.45,0,0,39.61,60.06,Joined,,
2669-OIDSD,Female,58,Yes,0,Long Beach,90810,33.819814,-118.222416,3,48,Offer B,Yes,1.02,No,Yes,Fiber Optic,2,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,100.05,4834,37.45,0,48.96,4845.51,Stayed,,
2669-QVCRG,Female,32,No,0,Forest Ranch,95942,40.077028,-121.494168,0,41,None,Yes,7.83,Yes,Yes,Fiber Optic,19,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,81.3,3190.65,0,0,321.03,3511.68,Stayed,,
2672-DZUOY,Male,46,No,0,Buttonwillow,93206,35.451402,-119.488413,0,1,Offer E,No,,,Yes,DSL,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.15,25.15,0,0,0,25.15,Churned,Competitor,Competitor had better devices
2672-HUYVI,Female,53,No,0,Newman,95360,37.343846,-121.039391,0,6,None,Yes,11.81,No,Yes,Fiber Optic,24,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,91.1,455.3,0,0,70.86,526.16,Churned,Price,Long distance charges
2672-OJQZP,Female,35,No,0,Stockton,95203,37.954089,-121.329761,0,1,None,Yes,40.87,No,Yes,Cable,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.75,44.75,0,0,40.87,85.62,Joined,,
2672-TGEFF,Female,33,Yes,2,Traver,93673,36.456091,-119.486225,3,37,Offer C,Yes,1.08,Yes,Yes,Fiber Optic,16,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.8,3340.55,0,0,39.96,3380.51,Stayed,,
2673-CXQEU,Female,73,No,0,Gardena,90247,33.890853,-118.297967,0,56,None,Yes,47.13,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,No,Yes,Yes,No,Yes,One Year,No,Bank Withdrawal,110.5,6139.5,0,0,2639.28,8778.78,Stayed,,
2673-ZALNP,Female,29,No,0,Mcarthur,96056,41.10831,-121.360362,0,7,Offer E,Yes,16.2,No,No,,,,,,,,,,,One Year,No,Credit Card,19.9,173.15,0,0,113.4,286.55,Stayed,,
2674-MIAHT,Female,26,No,0,Blocksburg,95514,40.309088,-123.668201,0,4,None,Yes,38.74,Yes,Yes,Fiber Optic,51,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,80.3,324.2,0,0,154.96,479.16,Stayed,,
2674-MLXMN,Female,73,No,0,Richmond,94801,37.945288,-122.383941,0,71,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,Stayed,,
2675-DHUTR,Male,80,Yes,0,Big Pine,93513,37.245505,-118.062943,8,58,None,Yes,31.11,Yes,Yes,Fiber Optic,4,No,Yes,No,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,98.9,5780.7,0,0,1804.38,7585.08,Stayed,,
2675-IJRGJ,Male,62,No,0,Oakland,94621,37.750553,-122.197175,0,53,None,Yes,23.17,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.65,978,0,0,1228.01,2206.01,Stayed,,
2675-OTVVJ,Male,76,Yes,0,Novato,94945,38.135897,-122.563683,5,31,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,Stayed,,
2676-ISHSF,Male,22,No,0,Anderson,96007,40.448632,-122.306657,0,1,None,Yes,29.19,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.3,20.3,0,0,29.19,49.49,Joined,,
2676-OXPPQ,Male,22,No,0,Irvine,92612,33.643095,-117.810896,0,6,None,Yes,3.16,No,Yes,DSL,41,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,55.7,335.65,0,0,18.96,354.61,Stayed,,
2676-SSLTO,Male,49,No,0,Hawaiian Gardens,90716,33.830431,-118.074071,0,49,None,Yes,17.77,Yes,Yes,DSL,13,No,No,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,66.15,3199,0,0,870.73,4069.73,Stayed,,
2680-XKKNJ,Female,60,No,0,Weimar,95736,39.00978,-120.978273,0,8,None,Yes,17.52,No,Yes,DSL,28,Yes,Yes,No,Yes,No,No,No,No,One Year,No,Bank Withdrawal,58.2,469.25,0,30,140.16,639.41,Stayed,,
2682-KEVRP,Female,65,No,0,Woodlake,93286,36.464635,-119.094348,0,22,None,Yes,34.39,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.05,417,0,0,756.58,1173.58,Stayed,,
2683-BPJSO,Male,37,Yes,0,Byron,94514,37.83323,-121.601461,0,29,None,Yes,28.37,Yes,Yes,Fiber Optic,12,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.45,2467.1,0,0,822.73,3289.83,Churned,Dissatisfaction,Lack of self-service on Website
2683-JXWQQ,Male,24,Yes,1,Visalia,93291,36.391777,-119.372842,3,61,None,No,,,Yes,DSL,76,Yes,No,Yes,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,33.6,2117.2,0,110,0,2227.2,Stayed,,
2684-EIWEO,Female,69,No,0,San Diego,92129,32.961064,-117.134917,0,30,None,Yes,45.88,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,91.7,2758.15,0,0,1376.4,4134.55,Churned,Competitor,Competitor made better offer
2685-SREOM,Female,36,Yes,0,Rancho Cucamonga,91730,34.10097,-117.57882,1,25,None,Yes,23.24,Yes,Yes,Fiber Optic,25,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.1,2368.4,0,0,581,2949.4,Churned,Competitor,Competitor had better devices
2688-BHGOG,Male,73,No,0,Olancha,93549,36.296851,-117.865469,0,9,Offer E,Yes,24.85,No,Yes,Fiber Optic,15,No,No,No,No,No,Yes,No,No,Two Year,Yes,Bank Withdrawal,79.55,718.55,0,10,223.65,952.2,Stayed,,
2690-DVRVK,Male,27,Yes,2,San Diego,92120,32.807867,-117.060993,1,5,None,Yes,41.21,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.55,99.45,0,0,206.05,305.5,Stayed,,
2691-NZETQ,Male,28,No,0,San Jose,95130,37.277592,-121.986477,0,9,Offer E,Yes,49.14,Yes,Yes,Fiber Optic,58,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.35,758.6,0,0,442.26,1200.86,Churned,Competitor,Competitor offered higher download speeds
2692-AQCPF,Female,32,Yes,0,San Mateo,94403,37.538309,-122.305109,6,65,Offer B,Yes,41.34,Yes,Yes,Fiber Optic,15,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,108.05,7118.9,0,0,2687.1,9806,Stayed,,
2692-BUCFV,Male,79,No,0,Shingle Springs,95682,38.598936,-120.963092,0,29,Offer C,Yes,6.59,No,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,No,No,One Year,Yes,Bank Withdrawal,101.45,2948.6,0,60,191.11,3199.71,Stayed,,
2692-PFYTJ,Female,23,No,0,Hercules,94547,37.991259,-122.214945,0,1,None,Yes,15.22,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,-8,25.75,0,0,15.22,40.97,Joined,,
2694-CIUMO,Female,47,No,0,Los Angeles,90033,34.050198,-118.210946,0,12,Offer D,Yes,21.93,Yes,Yes,Fiber Optic,16,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.55,958.25,0,0,263.16,1221.41,Stayed,,
2696-ECXKC,Female,34,Yes,1,Ione,95640,38.33788,-120.954202,6,55,Offer B,Yes,41.18,Yes,Yes,Fiber Optic,18,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,100.9,5448.6,0,0,2264.9,7713.5,Stayed,,
2696-NARTR,Male,40,No,0,Corona Del Mar,92625,33.600987,-117.862734,0,11,None,Yes,44.94,No,Yes,Fiber Optic,25,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.85,926.25,0,0,494.34,1420.59,Churned,Other,Moved
2696-RZVZW,Male,19,Yes,0,Downey,90242,33.921793,-118.140588,4,68,Offer A,Yes,25.19,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.05,1629.2,0,0,1712.92,3342.12,Stayed,,
2697-NQBPF,Male,51,No,0,Fulton,95439,38.493888,-122.777141,0,34,None,Yes,28,Yes,Yes,Fiber Optic,18,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.35,3540.65,0,0,952,4492.65,Stayed,,
2700-LUEVA,Male,49,No,0,Oakland,94618,37.84551,-122.235181,0,1,None,Yes,36.28,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.75,20.75,0,0,36.28,57.03,Joined,,
2703-AMTUL,Male,40,Yes,1,Lookout,96054,41.280478,-121.160249,2,36,None,Yes,8,No,Yes,Cable,19,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,53.65,1939.35,0,0,288,2227.35,Stayed,,
2706-QZIHY,Female,35,Yes,0,Los Angeles,90005,34.059281,-118.30742,9,15,None,Yes,46.68,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.2,387.9,0,0,700.2,1088.1,Stayed,,
2709-UQGNP,Male,38,No,0,San Mateo,94401,37.590421,-122.306467,0,10,None,Yes,49.04,No,Yes,Cable,23,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,51.65,524.5,0,0,490.4,1014.9,Stayed,,
2710-WYVXG,Female,36,No,0,Sun Valley,91352,34.231053,-118.338307,0,3,None,Yes,37,No,Yes,DSL,22,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,71.1,213.35,2.62,0,111,321.73,Joined,,
2712-SYWAY,Female,30,No,0,Creston,93432,35.480896,-120.469476,0,1,Offer E,Yes,43.84,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,25.7,25.7,0,0,43.84,69.54,Joined,,
2716-GFZOR,Male,48,Yes,0,Raymond,93653,37.252057,-119.95783,10,43,Offer B,Yes,7.63,No,Yes,Fiber Optic,20,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,86.1,3551.65,0,0,328.09,3879.74,Stayed,,
2717-HVIZY,Female,24,No,2,Orleans,95556,41.269521,-123.546958,0,8,Offer E,Yes,15.66,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,163.6,0,0,125.28,288.88,Stayed,,
2718-GAXQD,Female,68,Yes,3,Fallbrook,92028,33.362575,-117.299644,1,4,Offer E,Yes,42.13,No,Yes,Cable,52,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,46,181.6,0,0,168.52,350.12,Churned,Competitor,Competitor made better offer
2718-YSKCS,Male,64,Yes,3,Tomales,94971,38.240769,-122.901041,6,71,Offer A,Yes,16.13,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,19.6,1387.45,0,0,1145.23,2532.68,Stayed,,
2719-BDAQO,Male,36,No,0,Sunnyvale,94086,37.378541,-122.020456,0,17,None,Yes,4.51,No,Yes,Fiber Optic,13,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,93.85,1625.65,0,0,76.67,1702.32,Churned,Price,Price too high
2720-FVBQP,Female,28,Yes,1,Mccloud,96057,41.251322,-122.105209,1,6,Offer E,Yes,24.83,Yes,Yes,Cable,82,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,48.95,273.25,0,0,148.98,422.23,Stayed,,
2720-WGKHP,Male,65,No,0,Sloughhouse,95683,38.470423,-121.114897,0,2,Offer E,Yes,20.99,Yes,Yes,Fiber Optic,22,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94,181.7,0,0,41.98,223.68,Churned,Other,Don't know
2722-JMONI,Female,73,Yes,0,Escondido,92029,33.079834,-117.134275,1,1,Offer E,Yes,24.24,No,Yes,Cable,9,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.55,49.55,0,0,24.24,73.79,Churned,Dissatisfaction,Limited range of services
2722-VOJQL,Male,30,No,0,San Diego,92126,32.886925,-117.152162,0,64,None,Yes,24.23,Yes,Yes,Fiber Optic,73,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,105.65,6903.1,0,0,1550.72,8453.82,Churned,Other,Don't know
2724-FJDYW,Male,31,No,3,Inverness,94937,38.099323,-122.945723,0,39,None,No,,,Yes,DSL,29,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,54.85,2191.7,0,0,0,2191.7,Stayed,,
2725-IWWBA,Male,52,Yes,2,El Cajon,92020,32.79697,-116.969082,9,46,Offer B,Yes,38.45,No,Yes,DSL,15,Yes,No,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,56.9,2560.1,0,0,1768.7,4328.8,Stayed,,
2725-KXXWT,Male,26,Yes,0,Vallejo,94589,38.161321,-122.271588,0,1,Offer E,Yes,23.06,No,Yes,Fiber Optic,52,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.75,90.75,0,0,23.06,113.81,Churned,Attitude,Attitude of support person
2725-TTRIQ,Female,45,Yes,3,Menifee,92584,33.653338,-117.178271,10,72,Offer A,Yes,37.84,Yes,Yes,Cable,53,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.2,5986.55,0,0,2724.48,8711.03,Stayed,,
2729-VNVAP,Female,35,Yes,1,Vallejo,94590,38.104705,-122.247387,0,33,None,Yes,12.51,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.8,641.35,0,0,412.83,1054.18,Stayed,,
2731-GJRDG,Female,55,No,0,Corona,92880,33.918043,-117.617809,0,32,None,Yes,4.61,Yes,Yes,Fiber Optic,12,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,109.55,3608,0,0,147.52,3755.52,Stayed,,
2732-ISEZX,Female,44,No,0,Pacific Grove,93950,36.618337,-121.926417,0,5,None,Yes,24.61,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.5,104.3,0,0,123.05,227.35,Stayed,,
2737-WFVYW,Female,28,No,0,Marina Del Rey,90292,33.977468,-118.445475,0,2,None,No,,,Yes,DSL,48,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,45.25,85.5,0,10,0,95.5,Churned,Dissatisfaction,Product dissatisfaction
2737-YNGYW,Female,29,No,0,Hemet,92543,33.739415,-116.968339,0,2,Offer E,Yes,33.89,No,Yes,Fiber Optic,41,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,80.55,184.1,0,0,67.78,251.88,Churned,Attitude,Attitude of support person
2739-CACDQ,Female,79,No,0,La Jolla,92037,32.853743,-117.25034,0,17,Offer D,Yes,1.06,Yes,Yes,Fiber Optic,25,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,82.65,1470.05,0,0,18.02,1488.07,Stayed,,
2739-CCZMB,Male,39,No,1,Alleghany,95910,39.467828,-120.841386,0,5,None,Yes,8.01,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.35,122,0,0,40.05,162.05,Stayed,,
2740-JFBOK,Male,35,No,0,Lakewood,90713,33.847755,-118.112532,0,10,Offer D,Yes,3.01,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,24,226.55,0,0,30.1,256.65,Stayed,,
2740-TVLFN,Male,42,No,0,Manteca,95337,37.750822,-121.238423,0,1,Offer E,Yes,39.87,Yes,Yes,DSL,2,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.15,50.15,0,0,39.87,90.02,Joined,,
2746-DIJLO,Female,40,No,0,Harbor City,90710,33.798266,-118.300237,0,41,Offer B,Yes,36.47,Yes,Yes,DSL,8,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,56.3,2364,0,0,1495.27,3859.27,Stayed,,
2748-MYRVK,Female,22,No,0,Fresno,93702,36.739385,-119.753649,0,63,Offer B,Yes,8.38,Yes,Yes,Fiber Optic,59,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,99.9,6137,0,0,527.94,6664.94,Churned,Price,Long distance charges
2749-CTKAJ,Male,37,Yes,0,Long Beach,90813,33.781086,-118.199049,3,22,None,Yes,48.06,No,No,,,,,,,,,,,One Year,No,Credit Card,20.15,419.9,0,0,1057.32,1477.22,Stayed,,
2750-BJLSB,Female,32,No,0,Rancho Santa Fe,92067,33.012751,-117.200617,0,47,Offer B,Yes,2.45,No,Yes,Fiber Optic,13,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.7,4730.6,0,0,115.15,4845.75,Stayed,,
2753-JMMCV,Male,41,No,0,Paso Robles,93446,35.634222,-120.728341,0,65,Offer B,Yes,22.23,Yes,Yes,DSL,18,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,74.2,4805.65,0,0,1444.95,6250.6,Stayed,,
2754-SDJRD,Female,74,No,0,Somis,93066,34.297628,-119.014627,0,8,Offer E,Yes,39.86,Yes,Yes,Fiber Optic,23,No,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,-8,908.55,0,0,318.88,1227.43,Stayed,,
2754-VDLTR,Male,54,No,0,Greenview,96037,41.528541,-122.955018,0,10,Offer D,Yes,35.63,Yes,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,95.2,930.4,0,0,356.3,1286.7,Churned,Competitor,Competitor offered more data
2754-XBHTB,Female,40,No,0,Amador City,95601,38.431407,-120.8421,0,9,None,Yes,22.88,No,Yes,Fiber Optic,23,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,77.65,714.15,0,0,205.92,920.07,Churned,Competitor,Competitor made better offer
2758-RNWXS,Male,60,No,0,Oceanside,92054,33.351059,-117.420557,0,35,Offer C,Yes,49.61,No,Yes,Fiber Optic,26,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,89.2,3251.3,0,0,1736.35,4987.65,Stayed,,
2761-OCIAX,Male,74,No,0,Palo Cedro,96073,40.582399,-122.195512,0,2,None,Yes,6.51,No,Yes,Fiber Optic,11,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.7,165.4,0,0,13.02,178.42,Churned,Competitor,Competitor made better offer
2761-XECQW,Male,67,Yes,0,Glenhaven,95443,39.045246,-122.743181,1,8,None,No,,,Yes,Cable,27,No,Yes,Yes,No,No,Yes,No,Yes,Two Year,Yes,Credit Card,43.35,371.4,0,0,0,371.4,Stayed,,
2770-NSVDG,Male,25,Yes,0,San Jose,95124,37.257063,-121.923037,4,24,Offer C,No,,,Yes,DSL,51,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,29.1,688,0,0,0,688,Stayed,,
2773-MADBQ,Female,46,No,0,Long Beach,90804,33.783047,-118.1486,0,36,None,No,,,Yes,Cable,9,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,53.1,1901.25,0,0,0,1901.25,Stayed,,
2773-OVBPK,Male,60,Yes,0,Orange,92865,33.828779,-117.848299,1,67,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,Stayed,,
2774-LVQUS,Female,65,Yes,0,Temecula,92592,33.507255,-117.029473,2,15,None,Yes,44.13,Yes,Yes,Fiber Optic,3,No,No,Yes,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,83.05,1258.3,0,110,661.95,2030.25,Churned,Competitor,Competitor made better offer
2775-SEFEE,Male,56,No,1,Wilmington,90744,33.782068,-118.262263,0,10,None,Yes,29.95,Yes,Yes,DSL,19,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,61.9,619,0,0,299.5,918.5,Stayed,,
2777-PHDEI,Female,20,No,0,Ahwahnee,93601,37.375816,-119.739935,0,1,None,Yes,29.41,No,Yes,Fiber Optic,59,No,No,No,No,Yes,No,Yes,No,Month-to-Month,No,Bank Withdrawal,78.05,78.05,0,10,29.41,117.46,Churned,Competitor,Competitor offered more data
2778-OCLGR,Male,75,Yes,0,Soda Springs,95728,39.279068,-120.414275,1,24,None,No,,,Yes,DSL,5,Yes,No,No,No,No,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,39.1,971.3,0,0,0,971.3,Churned,Competitor,Competitor had better devices
2782-JEEBU,Male,39,No,0,Los Molinos,96055,40.059385,-122.091481,0,21,None,No,,,Yes,DSL,9,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,36,780.15,0,0,0,780.15,Stayed,,
2782-LFZVW,Female,52,No,0,Costa Mesa,92627,33.645672,-117.922613,0,11,Offer D,Yes,24.57,Yes,Yes,Cable,10,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,58.95,601.6,0,70,270.27,941.87,Stayed,,
2786-GCDPI,Female,75,No,0,Pioneertown,92268,34.201108,-116.593456,0,50,Offer B,Yes,17.65,Yes,Yes,Fiber Optic,29,No,No,Yes,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,104.95,5222.35,0,0,882.5,6104.85,Stayed,,
2788-CJQAQ,Male,39,No,0,Winton,95388,37.421299,-120.599587,0,13,Offer D,Yes,22.31,No,No,,,,,,,,,,,One Year,No,Mailed Check,19.45,270.2,0,0,290.03,560.23,Stayed,,
2789-CZANW,Female,49,Yes,1,Dublin,94568,37.713926,-121.928425,7,64,Offer B,Yes,21.16,Yes,Yes,Fiber Optic,23,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,110.3,6997.3,0,0,1354.24,8351.54,Stayed,,
2789-HQBOU,Male,60,No,0,Bakersfield,93306,35.449881,-118.841442,0,3,Offer E,Yes,49.63,No,Yes,Fiber Optic,26,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.35,253.8,0,0,148.89,402.69,Joined,,
2790-XUYMV,Male,19,No,1,Mount Hamilton,95140,37.382909,-121.634151,0,71,None,Yes,31.89,Yes,Yes,Fiber Optic,30,Yes,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,85.45,6028.95,0,0,2264.19,8293.14,Stayed,,
2791-SFVEW,Female,63,No,0,Los Angeles,90013,34.044639,-118.240413,0,9,Offer E,Yes,34.79,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.15,238.15,0,0,313.11,551.26,Stayed,,
2792-LSHWX,Female,49,No,0,Fremont,94555,37.555473,-122.080312,0,1,None,Yes,43.06,No,Yes,Fiber Optic,9,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,83.4,83.4,0,0,43.06,126.46,Joined,,
2792-VPPET,Male,28,No,0,San Gabriel,91776,34.089927,-118.095645,0,3,None,Yes,37.01,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.5,76.95,0,0,111.03,187.98,Joined,,
2794-XIMMO,Male,61,Yes,0,Rancho Cucamonga,91737,34.245289,-117.642503,1,53,None,No,,,Yes,DSL,13,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,60.45,3184.25,0,0,0,3184.25,Churned,Price,Lack of affordable download/upload speed
2796-NNUFI,Female,56,Yes,0,Palos Verdes Peninsula,90274,33.788208,-118.404955,1,46,None,Yes,30.47,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.95,927.1,0,0,1401.62,2328.72,Stayed,,
2796-UUZZO,Male,30,Yes,2,Redding,96002,40.527834,-122.318749,9,63,Offer B,Yes,18.88,No,Yes,Fiber Optic,48,No,Yes,Yes,No,No,No,No,No,Month-to-Month,Yes,Credit Card,80.3,4896.35,0,40,1189.44,6125.79,Stayed,,
2798-NYLMZ,Male,29,Yes,0,Los Banos,93635,36.995162,-120.955099,10,71,Offer A,Yes,31.97,Yes,Yes,Fiber Optic,73,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,108.55,7616,0,0,2269.87,9885.87,Stayed,,
2799-ARNLO,Female,67,Yes,0,Bonsall,92003,33.290907,-117.202895,0,5,Offer E,Yes,9.56,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,69.35,341.6,0,0,47.8,389.4,Stayed,,
2799-TSLAG,Female,25,Yes,3,Irvine,92618,33.667145,-117.732135,9,65,None,Yes,34.03,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,25.3,1748.55,0,0,2211.95,3960.5,Stayed,,
2800-QQUSO,Male,48,No,0,Riverside,92505,33.920907,-117.489426,0,42,None,Yes,25.69,Yes,Yes,Fiber Optic,13,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.3,4222.95,0,0,1078.98,5301.93,Stayed,,
2800-VEQXM,Female,48,No,0,Lebec,93243,34.845861,-118.885163,0,3,None,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,Joined,,
2801-NISEI,Male,28,No,0,Mt Baldy,91759,34.231318,-117.662032,0,24,None,Yes,30.07,No,Yes,DSL,69,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.95,1348.5,0,0,721.68,2070.18,Stayed,,
2804-ETQDK,Male,57,No,2,Ventura,93004,34.278697,-119.167798,0,66,None,Yes,20.63,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.55,1357.1,17.14,0,1361.58,2701.54,Stayed,,
2805-AUFQN,Female,42,No,0,Traver,93673,36.456091,-119.486225,0,25,Offer C,Yes,13.93,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.8,475.2,0,0,348.25,823.45,Stayed,,
2805-EDJPQ,Female,45,Yes,0,San Diego,92124,32.827238,-117.089287,9,56,None,Yes,20.53,Yes,Yes,Fiber Optic,19,No,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,99.75,5608.4,0,0,1149.68,6758.08,Stayed,,
2806-MLNTI,Male,79,Yes,0,White Water,92282,33.972293,-116.654195,4,52,None,Yes,29.15,Yes,Yes,Fiber Optic,9,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.1,5376.4,0,0,1515.8,6892.2,Stayed,,
2808-CHTDM,Female,47,Yes,2,Los Angeles,90024,34.066303,-118.435479,4,23,None,Yes,35.86,Yes,No,,,,,,,,,,,Two Year,No,Mailed Check,25.1,611.45,0,0,824.78,1436.23,Stayed,,
2809-ILCYT,Female,56,Yes,0,Sequoia National Park,93262,36.527243,-118.594938,10,25,None,Yes,3.6,Yes,No,,,,,,,,,,,One Year,Yes,Credit Card,26.8,733.55,0,0,90,823.55,Stayed,,
2809-ZMYOQ,Female,33,No,0,Camptonville,95922,39.432127,-121.099287,0,32,None,Yes,41.53,Yes,Yes,Fiber Optic,28,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.35,3334.9,0,0,1328.96,4663.86,Stayed,,
2810-FTLEM,Female,21,No,0,Los Angeles,90036,34.070291,-118.349191,0,16,None,Yes,14.26,No,Yes,DSL,53,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.15,762.25,0,0,228.16,990.41,Churned,Competitor,Competitor offered higher download speeds
2811-POVEX,Female,74,Yes,3,Live Oak,95953,39.258746,-121.77697,4,23,None,Yes,2.03,No,Yes,Fiber Optic,53,No,Yes,Yes,No,No,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,88.45,2130.55,0,0,46.69,2177.24,Stayed,,
2812-ENYMO,Male,22,No,0,Orick,95555,41.336354,-124.044354,0,26,Offer C,No,,,Yes,Cable,82,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,54.55,1362.85,0,0,0,1362.85,Stayed,,
2812-REYAT,Female,56,Yes,0,Chilcoot,96105,39.872961,-120.198876,3,49,None,Yes,22.1,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,20.05,923.1,0,0,1082.9,2006,Stayed,,
2812-SFXMJ,Male,46,No,3,Hat Creek,96040,40.789799,-121.474529,0,1,None,Yes,7.66,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,20.05,0,0,7.66,27.71,Joined,,
2815-CPTUL,Male,68,No,0,Gasquet,95543,41.867908,-123.794144,0,5,None,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,Churned,Price,Price too high
2817-LVCPP,Female,36,No,0,Sacramento,95822,38.512569,-121.495184,0,50,None,Yes,12.62,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.4,1023.95,0,0,631,1654.95,Stayed,,
2817-NTQDO,Male,52,No,0,Huntington Beach,92646,33.666301,-117.969501,0,13,Offer D,No,,,Yes,DSL,17,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,45.55,597,0,0,0,597,Churned,Dissatisfaction,Poor expertise of online support
2819-GWENI,Female,64,Yes,1,Hayward,94542,37.656695,-122.048361,9,28,Offer C,Yes,21.91,No,No,,,,,,,,,,,One Year,No,Credit Card,19.9,543,0,0,613.48,1156.48,Stayed,,
2821-WARNZ,Female,25,No,1,Buena Park,90620,33.845706,-118.012204,0,49,None,Yes,45.64,No,No,,,,,,,,,,,One Year,No,Credit Card,19.45,921.3,0,0,2236.36,3157.66,Stayed,,
2823-LKABH,Female,51,No,0,Rancho Mirage,92270,33.763678,-116.429928,0,18,None,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,Stayed,,
2824-DXNKN,Female,26,Yes,1,Santa Cruz,95065,37.031404,-121.981865,8,72,Offer A,Yes,38.99,Yes,Yes,Cable,73,Yes,No,Yes,No,Yes,No,Yes,Yes,Two Year,Yes,Bank Withdrawal,71.45,5025.85,0,0,2807.28,7833.13,Stayed,,
2824-MYYBN,Female,43,Yes,2,Bakersfield,93313,35.140938,-119.051348,0,37,None,Yes,1.6,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.25,3314.15,0,0,59.2,3373.35,Stayed,,
2826-DXLQO,Male,80,Yes,0,El Cerrito,94530,37.924838,-122.289145,10,7,Offer E,No,,,Yes,DSL,13,Yes,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,29.8,220.45,11.83,0,0,208.62,Stayed,,
2826-UWHIS,Male,64,Yes,0,Sequoia National Park,93262,36.527243,-118.594938,4,45,Offer B,Yes,1.59,Yes,Yes,Fiber Optic,19,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,81.4,3775.85,0,0,71.55,3847.4,Stayed,,
2828-SLQPF,Male,53,No,0,San Marino,91108,34.122671,-118.112911,0,19,None,Yes,29.52,No,Yes,DSL,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45,865.85,22.55,0,560.88,1404.18,Stayed,,
2829-HYVZP,Male,42,No,0,Fairfax,94930,37.971751,-122.611873,0,29,None,Yes,46.12,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.8,572.2,0,0,1337.48,1909.68,Stayed,,
2830-LEWOA,Male,37,Yes,1,Jamestown,95327,37.84771,-120.486589,3,61,Offer B,Yes,43.08,No,Yes,Fiber Optic,19,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,103.9,6449.15,0,0,2627.88,9077.03,Stayed,,
2831-EBWRN,Male,46,No,0,Altadena,91001,34.196837,-118.142236,0,4,Offer E,Yes,33.93,No,Yes,Cable,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,-8,199.75,0,0,135.72,335.47,Stayed,,
2832-KJCRD,Female,22,No,0,Los Angeles,90071,34.052917,-118.255178,0,38,Offer C,Yes,23.95,Yes,Yes,Fiber Optic,27,No,No,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,103.65,3988.5,0,140,910.1,5038.6,Stayed,,
2832-SCUCO,Female,52,No,0,Kirkwood,95646,38.631489,-120.015167,0,2,Offer E,Yes,26.9,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.9,57.4,0,0,53.8,111.2,Joined,,
2833-SLKDQ,Male,23,No,0,Caspar,95420,39.361283,-123.784599,0,1,None,Yes,48.03,No,Yes,Cable,73,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,45.05,45.05,0,0,48.03,93.08,Churned,Competitor,Competitor had better devices
2834-JKOOW,Female,60,No,0,Gerber,96035,40.03194,-122.176023,0,15,Offer D,No,,,Yes,DSL,25,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,45.9,693.45,16.27,0,0,677.18,Stayed,,
2834-JRTUA,Male,30,No,0,Martinez,94553,38.014457,-122.115432,0,71,Offer A,Yes,49.42,Yes,Yes,Fiber Optic,53,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,108.05,7532.15,0,0,3508.82,11040.97,Churned,Competitor,Competitor had better devices
2834-SPCJV,Male,40,Yes,0,Rough And Ready,95975,39.225634,-121.156163,1,52,None,Yes,38.37,No,Yes,Fiber Optic,14,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,84.1,4348.65,0,0,1995.24,6343.89,Churned,Competitor,Competitor had better devices
2839-RFSQE,Female,60,No,0,Rancho Mirage,92270,33.763678,-116.429928,0,2,Offer E,Yes,24.71,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.65,38.7,0,0,49.42,88.12,Churned,Attitude,Attitude of support person
2840-XANRC,Male,77,Yes,0,San Diego,92122,32.85723,-117.209774,1,24,Offer C,Yes,16.1,No,Yes,Cable,12,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.15,2231.05,0,0,386.4,2617.45,Churned,Competitor,Competitor made better offer
2842-BCQGE,Male,39,No,0,San Diego,92139,32.677716,-117.047666,0,43,Offer B,Yes,19.66,Yes,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.35,3161.4,0,0,845.38,4006.78,Stayed,,
2842-JTCCU,Male,27,No,0,Hopland,95449,38.93706,-123.118111,0,2,Offer E,Yes,29.69,No,Yes,Cable,52,No,No,No,No,No,No,Yes,No,Month-to-Month,No,Bank Withdrawal,46.05,80.35,0,10,59.38,149.73,Churned,Attitude,Attitude of service provider
2843-CQMEG,Male,21,No,0,San Diego,92120,32.807867,-117.060993,0,24,Offer C,Yes,3.72,No,Yes,Cable,59,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,49.7,1218.25,0,0,89.28,1307.53,Stayed,,
2845-AFFTX,Male,78,Yes,0,Westport,95488,39.724433,-123.767578,0,41,None,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,Churned,Dissatisfaction,Product dissatisfaction
2845-HSJCY,Female,49,Yes,0,Fallbrook,92028,33.362575,-117.299644,1,14,None,Yes,29.18,Yes,Yes,Fiber Optic,19,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,87.25,1258.6,0,0,408.52,1667.12,Churned,Competitor,Competitor made better offer
2845-KDHVX,Female,57,Yes,0,Sheridan,95681,38.984756,-121.345074,9,64,None,Yes,23.29,No,Yes,DSL,25,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,68.3,4378.8,0,0,1490.56,5869.36,Stayed,,
2848-YXSMW,Male,38,Yes,0,Torrance,90503,33.840399,-118.353714,1,72,Offer A,Yes,49.5,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.4,1363.25,0,0,3564,4927.25,Stayed,,
2851-MMUTZ,Female,29,No,0,Tahoe Vista,96148,39.24124,-120.054765,0,27,None,Yes,1.31,No,Yes,Cable,53,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,56.15,1439.35,0,0,35.37,1474.72,Stayed,,
2851-STERV,Male,79,No,0,Descanso,91916,32.912664,-116.635387,0,35,None,Yes,3.04,No,Yes,DSL,18,No,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,73,2471.25,0,0,106.4,2577.65,Stayed,,
2853-CWQFQ,Male,20,No,1,Eureka,95503,40.737431,-124.108897,0,1,None,Yes,41.39,No,Yes,Cable,48,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,59.55,59.55,0,0,41.39,100.94,Joined,,
2856-HYAPG,Female,62,No,0,Platina,96076,40.367964,-122.937379,0,1,Offer E,Yes,12.4,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,68.65,68.65,0,0,12.4,81.05,Churned,Price,Price too high
2856-NNASM,Male,74,No,0,Santa Rosa,95407,38.394091,-122.739814,0,43,None,Yes,39.12,No,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,89.55,3856.75,0,0,1682.16,5538.91,Churned,Dissatisfaction,Network reliability
2858-EIMXH,Female,69,Yes,0,Vallejo,94592,38.093701,-122.276589,1,53,None,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,Stayed,,
2858-MOFSQ,Female,50,No,0,Rio Oso,95674,38.954144,-121.482536,0,17,None,Yes,24.31,Yes,Yes,DSL,21,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Mailed Check,55.85,937.5,0,0,413.27,1350.77,Churned,Price,Price too high
2860-RANUS,Female,67,No,0,Mc Kittrick,93251,35.38381,-119.730885,0,20,Offer D,Yes,29.29,Yes,Yes,Fiber Optic,15,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.8,1727.5,0,0,585.8,2313.3,Churned,Price,Price too high
2862-JVEOY,Male,33,No,0,Loma Mar,94021,37.266388,-122.26308,0,6,None,Yes,10.54,No,No,,,,,,,,,,,One Year,No,Credit Card,19.15,124.4,0,0,63.24,187.64,Stayed,,
2862-PFNIK,Male,47,No,3,San Leandro,94578,37.704384,-122.126703,0,1,None,No,,,Yes,Cable,21,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,24.7,24.7,0,0,0,24.7,Joined,,
2863-IMQDR,Female,52,No,0,San Diego,92130,32.957195,-117.202542,0,61,None,Yes,23.45,Yes,Yes,DSL,8,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,89.65,5308.7,0,0,1430.45,6739.15,Stayed,,
2865-TCHJW,Female,74,No,0,Anaheim,92807,33.848733,-117.788357,0,4,None,Yes,48.35,Yes,Yes,Cable,24,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.2,346.2,0,0,193.4,539.6,Churned,Competitor,Competitor had better devices
2866-IKBTM,Female,57,No,0,Dana Point,92629,33.477923,-117.705314,0,1,None,Yes,40.63,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.55,19.55,0,0,40.63,60.18,Joined,,
2867-UIMSS,Male,24,No,0,Vernalis,95385,37.609095,-121.263381,0,1,None,Yes,35.77,No,Yes,Fiber Optic,69,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,80.5,80.5,0,0,35.77,116.27,Churned,Dissatisfaction,Product dissatisfaction
2868-LLSKM,Female,50,Yes,2,Escondido,92027,33.141265,-116.967221,1,68,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,Stayed,,
2868-MZAGQ,Male,49,No,0,Modesto,95354,37.639029,-120.964772,0,1,Offer E,Yes,19.98,No,Yes,Fiber Optic,5,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.25,79.25,0,0,19.98,99.23,Churned,Dissatisfaction,Service dissatisfaction
2868-SNELZ,Female,54,No,0,San Diego,92122,32.85723,-117.209774,0,2,None,Yes,5.32,Yes,Yes,Fiber Optic,20,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,80.6,155.8,0,0,10.64,166.44,Churned,Competitor,Competitor made better offer
2869-ADAWR,Female,41,No,0,Sutter Creek,95685,38.432145,-120.77069,0,45,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,Churned,Dissatisfaction,Poor expertise of online support
2873-ZLIWT,Female,64,Yes,0,Temecula,92592,33.507255,-117.029473,1,40,Offer B,Yes,2.03,Yes,Yes,Fiber Optic,19,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.85,3303.05,0,0,81.2,3384.25,Churned,Competitor,Competitor made better offer
2874-YXVVA,Female,38,No,0,Herlong,96113,40.198234,-120.18089,0,34,None,Yes,2.82,No,Yes,Fiber Optic,2,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.1,3634.8,0,0,95.88,3730.68,Stayed,,
2876-GZYZC,Female,49,No,0,Cerritos,90703,33.8681,-118.067402,0,13,None,Yes,29.21,Yes,Yes,Fiber Optic,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.95,1215.65,0,0,379.73,1595.38,Stayed,,
2876-VBBBL,Female,64,No,0,Shaver Lake,93664,37.223,-119.001021,0,1,Offer E,Yes,10.71,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.25,20.25,0,0,10.71,30.96,Churned,Attitude,Attitude of support person
2877-VDUER,Female,36,Yes,1,Camp Nelson,93208,36.057458,-118.591951,6,35,None,No,,,Yes,DSL,30,No,No,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,40.9,1383.6,0,0,0,1383.6,Stayed,,
2878-DHMIN,Male,63,Yes,2,Sacramento,95833,38.619049,-121.517552,7,35,None,Yes,24.23,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.9,666,0,0,848.05,1514.05,Stayed,,
2878-RMWXY,Male,75,Yes,0,Temecula,92590,33.475493,-117.219551,5,72,None,Yes,28.5,Yes,Yes,Fiber Optic,5,Yes,Yes,Yes,No,No,Yes,No,Yes,Two Year,Yes,Credit Card,102.65,7550.3,0,0,2052,9602.3,Stayed,,
2880-FPNAE,Male,69,Yes,0,Van Nuys,91405,34.202494,-118.448048,1,2,Offer E,Yes,7.29,No,Yes,Fiber Optic,14,No,No,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74.2,140.1,0,0,14.58,154.68,Joined,,
2882-DDZPG,Female,27,No,0,San Carlos,94070,37.497915,-122.267361,0,12,None,Yes,35.81,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.45,227.45,0,0,429.72,657.17,Stayed,,
2882-WDTBA,Male,64,Yes,0,Willows,95988,39.493991,-122.286363,4,69,Offer A,Yes,44.33,No,Yes,Cable,18,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,75.75,5388.15,0,0,3058.77,8446.92,Stayed,,
2883-ILGWO,Male,68,No,0,Compton,90222,33.912246,-118.236773,0,57,None,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,Stayed,,
2884-GBPFB,Female,61,Yes,0,Morro Bay,93442,35.369553,-120.763864,4,35,Offer C,Yes,10.43,No,Yes,Fiber Optic,4,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.3,2416.55,0,80,365.05,2861.6,Churned,Other,Moved
2885-HIJDH,Male,47,Yes,3,Tecate,91980,32.587557,-116.636816,9,69,None,Yes,26.35,Yes,Yes,DSL,53,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,86.9,6194.1,0,0,1818.15,8012.25,Stayed,,
2886-KEFUM,Female,50,Yes,0,Big Bend,96011,41.096569,-121.879082,1,63,None,Yes,1.93,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,107.5,6873.75,0,60,121.59,7055.34,Churned,Attitude,Attitude of support person
2887-JPYLU,Female,58,No,3,Stinson Beach,94970,37.921137,-122.657562,0,41,None,Yes,38.94,No,Yes,DSL,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.2,1841.9,0,0,1596.54,3438.44,Stayed,,
2888-ADFAO,Female,47,Yes,3,Palmdale,93551,34.613476,-118.256358,5,47,None,Yes,3.95,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,21.3,1041.8,0,0,185.65,1227.45,Stayed,,
2889-FPWRM,Male,31,Yes,0,Mckinleyville,95519,40.965011,-124.015255,1,72,None,Yes,34.87,Yes,Yes,Fiber Optic,8,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,117.8,8684.8,0,0,2510.64,11195.44,Churned,Competitor,Competitor offered higher download speeds
2890-WFBHU,Female,26,No,0,Salyer,95563,40.89866,-123.539754,0,59,Offer B,Yes,1.94,Yes,Yes,DSL,73,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,79.85,4786.1,0,0,114.46,4900.56,Stayed,,
2892-GESUL,Female,20,Yes,3,San Juan Capistrano,92675,33.521447,-117.602555,5,18,None,Yes,20,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.35,309.25,0,0,360,669.25,Stayed,,
2894-QOJRX,Female,19,Yes,0,San Diego,92124,32.827238,-117.089287,1,25,Offer C,No,,,Yes,Cable,82,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,34,853,0,0,0,853,Churned,Competitor,Competitor had better devices
2896-TBNBE,Male,46,Yes,0,Guadalupe,93434,34.936,-120.594655,5,40,Offer B,Yes,12.97,No,Yes,Fiber Optic,24,No,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,80.8,3132.75,0,0,518.8,3651.55,Stayed,,
2897-DOVND,Male,31,No,0,Winterhaven,92283,32.852947,-114.850784,0,2,None,Yes,11.19,No,Yes,Fiber Optic,14,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.8,146.65,0,10,22.38,179.03,Joined,,
2898-LSJGD,Female,30,Yes,0,Santa Ana,92707,33.714829,-117.872941,1,21,None,No,,,Yes,Cable,69,Yes,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,55.95,1157.05,0,10,0,1167.05,Churned,Attitude,Attitude of service provider
2898-MRKPI,Male,36,Yes,1,Ranchita,92066,33.215251,-116.53633,10,68,Offer A,Yes,34.62,Yes,Yes,Fiber Optic,18,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,101.05,6770.5,0,0,2354.16,9124.66,Stayed,,
2900-PHPLN,Female,73,Yes,0,Vista,92083,33.17494,-117.242761,2,70,Offer A,Yes,15.9,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.55,1462.05,0,0,1113,2575.05,Stayed,,
2903-YYTBW,Male,48,Yes,2,Hemet,92545,33.734933,-117.044145,1,1,None,Yes,41.1,No,Yes,DSL,18,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.55,44.55,0,0,41.1,85.65,Joined,,
2904-GGUAZ,Female,24,Yes,0,Potrero,91963,32.619465,-116.593605,8,72,Offer A,Yes,16.15,Yes,Yes,Fiber Optic,52,Yes,Yes,No,No,No,No,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.05,6052.25,0,0,1162.8,7215.05,Stayed,,
2905-KFQUV,Female,61,Yes,0,Moss Beach,94038,37.515556,-122.502311,9,2,None,Yes,7.49,No,Yes,Fiber Optic,14,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.4,154.8,0,0,14.98,169.78,Joined,,
2907-ILJBN,Female,21,Yes,0,Duarte,91010,34.145695,-117.95982,7,11,None,Yes,1.92,No,No,,,,,,,,,,,One Year,No,Credit Card,20.6,233.9,0,0,21.12,255.02,Stayed,,
2908-WGAXL,Female,40,Yes,2,Fullerton,92835,33.902211,-117.914922,9,56,None,Yes,29.06,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.95,1468.9,0,0,1627.36,3096.26,Stayed,,
2908-ZTPNF,Female,41,No,0,Pleasanton,94566,37.633361,-121.862395,0,36,Offer C,No,,,Yes,Cable,2,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,34.85,1267.2,0,0,0,1267.2,Stayed,,
2911-IJORQ,Male,42,No,0,Stirling City,95978,39.904002,-121.527823,0,37,None,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,Stayed,,
2911-UREFD,Female,50,Yes,0,Santa Monica,90405,34.005439,-118.477507,3,39,None,No,,,Yes,DSL,13,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,55.9,2184.35,0,0,0,2184.35,Churned,Dissatisfaction,Lack of self-service on Website
2911-WDXMV,Male,29,No,3,Fontana,92335,34.087558,-117.464096,0,18,Offer D,Yes,41.08,Yes,Yes,Fiber Optic,48,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,80.55,1406.65,0,0,739.44,2146.09,Stayed,,
2916-BQZLN,Male,29,No,0,Reseda,91335,34.200175,-118.540958,0,19,None,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,Stayed,,
2919-HBCJO,Female,36,No,0,Downieville,95936,39.578792,-120.780786,0,4,None,Yes,24.09,No,Yes,Fiber Optic,17,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.65,333.6,0,0,96.36,429.96,Churned,Other,Moved
2920-RNCEZ,Male,46,Yes,1,Lebec,93243,34.845861,-118.885163,10,1,None,Yes,11.45,No,Yes,Fiber Optic,14,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.95,69.95,0,0,11.45,81.4,Joined,,
2921-XWDJH,Female,76,Yes,0,Glendale,91202,34.167926,-118.267539,0,38,None,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,Stayed,,
2923-ARZLG,Male,38,Yes,2,La Verne,91750,34.144703,-117.770299,5,10,Offer E,Yes,46.23,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.7,197.54,0,0,462.3,659.84,Stayed,,
2924-KHUVI,Male,28,Yes,0,Orland,95963,39.748037,-122.302169,7,56,None,Yes,46.9,Yes,Yes,Fiber Optic,48,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.55,5514.95,0,0,2626.4,8141.35,Stayed,,
2925-MXLSX,Female,37,No,0,Chula Vista,91911,32.607964,-117.059459,0,30,Offer C,Yes,22.64,Yes,Yes,DSL,18,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,68.95,2038.7,0,0,679.2,2717.9,Stayed,,
2925-VDZHY,Male,64,Yes,2,Sonora,95370,37.982716,-120.343732,1,72,Offer A,Yes,28.63,Yes,Yes,DSL,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,88.7,6501.35,0,0,2061.36,8562.71,Stayed,,
2926-JEJJC,Female,26,No,0,Angelus Oaks,92305,34.1678,-116.86433,0,8,None,Yes,5.27,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,20.2,140.95,0,0,42.16,183.11,Stayed,,
2927-CVULT,Female,64,Yes,1,Ramona,92065,33.044541,-116.833922,1,53,Offer B,Yes,28.36,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.05,5566.4,0,0,1503.08,7069.48,Stayed,,
2927-QRRQV,Male,44,Yes,0,Scott Bar,96085,41.737962,-123.07557,1,46,Offer B,Yes,10.13,Yes,Yes,Fiber Optic,3,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,94.65,4312.5,0,0,465.98,4778.48,Stayed,,
2928-HLDBA,Female,31,No,0,Cypress,90630,33.818477,-118.038307,0,6,Offer E,Yes,7.72,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.7,112.75,0,0,46.32,159.07,Stayed,,
2929-ERCFZ,Female,22,Yes,0,Independence,93526,36.869584,-118.189241,1,8,Offer E,Yes,38.83,No,Yes,Fiber Optic,76,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.2,777.3,0,0,310.64,1087.94,Churned,Competitor,Competitor had better devices
2929-QNSRW,Female,21,Yes,0,San Diego,92130,32.957195,-117.202542,1,56,None,Yes,19.16,Yes,Yes,Fiber Optic,48,No,Yes,No,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,98.25,5508.35,0,150,1072.96,6731.31,Churned,Competitor,Competitor made better offer
2930-UOTMB,Female,29,No,0,Riverside,92506,33.930931,-117.361788,0,31,Offer C,Yes,31.14,Yes,Yes,Cable,52,Yes,No,Yes,Yes,No,No,No,No,Month-to-Month,No,Credit Card,65.25,1994.3,0,120,965.34,3079.64,Churned,Competitor,Competitor offered higher download speeds
2931-FSOHN,Male,76,No,0,Napa,94559,38.232389,-122.324944,0,13,None,Yes,49.9,No,Yes,DSL,30,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.9,788.35,0,0,648.7,1437.05,Stayed,,
2931-SVLTV,Male,59,Yes,3,Vallejo,94589,38.161321,-122.271588,6,40,Offer B,Yes,11.5,Yes,Yes,Fiber Optic,22,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,110.1,4469.1,0,0,460,4929.1,Stayed,,
2931-VUVJN,Female,71,Yes,0,Murrieta,92562,33.548869,-117.334165,0,59,None,Yes,19.14,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,No,No,No,No,One Year,Yes,Bank Withdrawal,94.05,5483.9,0,30,1129.26,6643.16,Stayed,,
2931-XIQBR,Female,41,Yes,3,Kelseyville,95451,38.93496,-122.792243,7,50,None,Yes,47.48,No,Yes,Fiber Optic,27,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,103.05,5153.5,0,0,2374,7527.5,Stayed,,
2933-FILNV,Female,53,Yes,3,Carlsbad,92009,33.098018,-117.258203,0,2,None,No,,,Yes,DSL,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,24.4,36.55,0,0,0,36.55,Churned,Dissatisfaction,Lack of self-service on Website
2933-XEUJM,Female,56,No,0,Ballico,95303,37.4695,-120.672724,0,46,Offer B,Yes,46.83,Yes,Yes,DSL,2,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Mailed Check,79.2,3593.8,0,0,2154.18,5747.98,Stayed,,
2937-FTHUR,Female,45,No,3,Cedar Glen,92321,34.255203,-117.175654,0,18,Offer D,Yes,42.45,Yes,Yes,DSL,28,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,64.8,1166.7,0,0,764.1,1930.8,Stayed,,
2946-KIQSP,Female,59,No,0,Fallbrook,92028,33.362575,-117.299644,0,35,Offer C,No,,,Yes,Cable,12,No,No,Yes,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,33.45,1175.85,0,30,0,1205.85,Stayed,,
2947-DOMLJ,Male,47,No,2,Buena Park,90621,33.874224,-117.993368,0,1,None,Yes,11.86,No,Yes,Cable,13,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.6,50.6,0,0,11.86,62.46,Churned,Dissatisfaction,Service dissatisfaction
2951-QOQTK,Male,28,No,0,Sacramento,95815,38.608405,-121.449942,0,4,None,Yes,42.33,Yes,Yes,Fiber Optic,76,No,No,No,Yes,No,No,Yes,Yes,Month-to-Month,No,Credit Card,80.8,332.45,0,0,169.32,501.77,Churned,Competitor,Competitor offered higher download speeds
2952-QAYZF,Male,30,No,0,Sacramento,95828,38.486938,-121.395805,0,5,None,Yes,36.52,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.3,424.15,0,0,182.6,606.75,Churned,Competitor,Competitor had better devices
2954-PIBKO,Female,64,Yes,0,Los Angeles,90058,34.001617,-118.222274,7,69,None,Yes,39.88,Yes,Yes,Cable,17,Yes,No,Yes,Yes,No,No,No,No,Two Year,Yes,Credit Card,64.15,4254.1,0,40,2751.72,7045.82,Stayed,,
2955-BJZHG,Male,41,Yes,0,Apple Valley,92308,34.424926,-117.184503,1,17,None,Yes,16.61,No,Yes,Fiber Optic,3,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.85,1400.85,0,0,282.37,1683.22,Churned,Competitor,Competitor had better devices
2955-PSXOE,Female,48,No,0,Topanga,90290,34.115192,-118.61017,0,1,None,Yes,43.52,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.2,20.2,0,0,43.52,63.72,Churned,Price,Price too high
2956-GGUCQ,Male,71,Yes,0,Pioneer,95666,38.546999,-120.271114,1,24,None,Yes,2.05,Yes,Yes,Fiber Optic,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.85,1772.25,0,0,49.2,1821.45,Churned,Attitude,Attitude of service provider
2957-JIRMN,Female,69,No,0,Vallejo,94591,38.105733,-122.186338,0,62,None,Yes,19.52,Yes,Yes,Fiber Optic,3,No,No,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,84.45,4959.15,0,0,1210.24,6169.39,Stayed,,
2957-LOLHO,Male,49,No,0,Fallbrook,92028,33.362575,-117.299644,0,12,None,Yes,11.12,No,Yes,DSL,14,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.4,518.9,0,0,133.44,652.34,Churned,Competitor,Competitor made better offer
2958-NHPPS,Male,45,No,0,Sacramento,95816,38.574856,-121.46504,0,23,None,Yes,35.32,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.85,473.9,0,0,812.36,1286.26,Stayed,,
2959-EEXWB,Female,54,Yes,2,Pasadena,91105,34.13946,-118.166649,10,45,Offer B,No,,,Yes,DSL,18,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.9,2333.85,0,0,0,2333.85,Stayed,,
2959-FENLU,Female,64,No,0,Los Gatos,95033,37.160194,-121.945611,0,9,None,Yes,48.38,No,Yes,Fiber Optic,8,No,No,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,85.3,781.4,0,10,435.42,1226.82,Stayed,,
2959-MJHIC,Male,60,Yes,0,Hinkley,92347,34.983808,-117.239306,3,4,None,Yes,32.43,No,Yes,Fiber Optic,13,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.35,307.4,0,0,129.72,437.12,Churned,Dissatisfaction,Product dissatisfaction
2960-NKRSO,Male,60,No,0,Mad River,95552,40.390301,-123.412327,0,24,None,Yes,9.53,No,Yes,Fiber Optic,24,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.95,2107.15,0,0,228.72,2335.87,Stayed,,
2961-VNFKL,Female,42,Yes,0,Mountain View,94041,37.388349,-122.075299,2,71,Offer A,Yes,24.71,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.95,1801.9,0,0,1754.41,3556.31,Stayed,,
2962-XPMCQ,Male,56,No,0,Sacramento,95828,38.486938,-121.395805,0,2,Offer E,Yes,6.47,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.15,98.5,0,0,12.94,111.44,Churned,Competitor,Competitor offered higher download speeds
2967-MXRAV,Male,29,Yes,0,Los Angeles,90003,33.964131,-118.272783,9,1,None,Yes,43.57,No,No,,,,,,,,,,,One Year,No,Mailed Check,18.8,18.8,0,0,43.57,62.37,Joined,,
2968-SSGAA,Female,41,No,0,San Francisco,94117,37.770533,-122.445121,0,10,None,Yes,45.21,Yes,Yes,Fiber Optic,3,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.6,1060.2,0,0,452.1,1512.3,Churned,Competitor,Competitor offered more data
2969-QWUBZ,Female,53,No,0,Los Altos,94022,37.349546,-122.134356,0,2,None,No,,,Yes,Cable,21,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,51.4,96.8,0,0,0,96.8,Joined,,
2969-VAPYH,Female,28,No,0,Fresno,93704,36.799648,-119.801247,0,67,Offer A,Yes,35.99,No,Yes,DSL,73,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Credit Card,60.5,3870,0,0,2411.33,6281.33,Stayed,,
2969-WGHQO,Female,39,Yes,3,Bradley,93426,35.842889,-121.004862,1,7,None,Yes,18.91,No,Yes,DSL,29,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,69.45,477.05,0,0,132.37,609.42,Stayed,,
2971-SGAFL,Female,34,No,0,Millbrae,94030,37.601248,-122.403099,0,13,Offer D,Yes,38.4,Yes,Yes,DSL,23,Yes,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,78.75,995.35,0,50,499.2,1544.55,Stayed,,
2972-YDYUW,Female,47,No,0,Posey,93260,35.861928,-118.636698,0,57,None,Yes,38.94,Yes,Yes,Fiber Optic,7,No,Yes,No,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,94.7,5468.95,0,0,2219.58,7688.53,Stayed,,
2974-GGUXS,Female,74,Yes,0,Granite Bay,95746,38.749466,-121.184196,0,36,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,Stayed,,
2977-CEBSX,Female,61,No,0,Coachella,92236,33.680031,-116.171678,0,66,None,Yes,13.28,Yes,Yes,DSL,24,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.05,5965.95,0,0,876.48,6842.43,Stayed,,
2978-XXSOG,Female,33,No,0,Doyle,96109,40.012675,-120.101857,0,22,Offer D,Yes,32.75,Yes,Yes,DSL,24,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,59.05,1253.5,0,0,720.5,1974,Stayed,,
2979-SXESE,Female,57,Yes,0,Berkeley,94703,37.863843,-122.275684,1,17,Offer D,Yes,25.79,Yes,Yes,Cable,12,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,94.4,1607.2,0,0,438.43,2045.63,Churned,Other,Moved
2982-IHMFT,Female,75,No,0,San Diego,92126,32.886925,-117.152162,0,1,None,Yes,39.61,Yes,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.45,74.45,0,0,39.61,114.06,Churned,Competitor,Competitor made better offer
2982-VPSGI,Female,64,Yes,0,South Pasadena,91030,34.110444,-118.156957,1,11,Offer D,Yes,25.67,Yes,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94,1078.9,0,0,282.37,1361.27,Churned,Competitor,Competitor made better offer
2983-ZANRP,Female,27,Yes,0,La Puente,91744,34.031441,-117.936436,1,2,None,Yes,8.5,No,Yes,Fiber Optic,59,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,73.55,145.4,0,0,17,162.4,Churned,Competitor,Competitor had better devices
2984-AFWNC,Female,52,No,0,Rough And Ready,95975,39.225634,-121.156163,0,3,None,Yes,17.01,No,Yes,Fiber Optic,28,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,95.4,293.15,0,0,51.03,344.18,Joined,,
2984-MIIZL,Male,51,No,0,Guadalupe,93434,34.936,-120.594655,0,4,None,Yes,7.26,No,Yes,Fiber Optic,29,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.8,321.9,0,0,29.04,350.94,Churned,Dissatisfaction,Network reliability
2984-RGEYA,Female,38,Yes,0,Winnetka,91306,34.209532,-118.577563,9,69,Offer A,Yes,5.27,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.75,1375.4,0,0,363.63,1739.03,Stayed,,
2984-TBYKU,Male,38,Yes,3,Barstow,92311,34.965648,-117.001509,6,72,Offer A,Yes,32.22,Yes,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,104.9,7732.65,0,0,2319.84,10052.49,Stayed,,
2985-FMWYF,Female,46,No,0,Myers Flat,95554,40.267158,-123.805913,0,23,Offer D,Yes,18.12,Yes,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.5,2341.55,0,0,416.76,2758.31,Stayed,,
2985-JUUBZ,Male,32,Yes,3,Dulzura,91917,32.622999,-116.687855,5,40,Offer B,Yes,13.86,Yes,Yes,DSL,75,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,74.55,3015.75,0,0,554.4,3570.15,Stayed,,
2987-BJXIK,Female,44,No,0,Tulare,93274,36.185471,-119.375243,0,70,None,Yes,16.93,Yes,Yes,DSL,10,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,84.7,5991.05,0,0,1185.1,7176.15,Stayed,,
2988-GBIVW,Female,68,Yes,0,Knights Landing,95645,38.875508,-121.765866,10,70,None,Yes,38.5,Yes,Yes,Fiber Optic,25,Yes,No,No,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,90.85,6470.1,0,0,2695,9165.1,Stayed,,
2988-PLAHS,Female,58,No,0,Sierraville,96126,39.559709,-120.345639,0,3,Offer E,Yes,29.51,No,Yes,Cable,17,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,69.95,220.45,0,30,88.53,338.98,Joined,,
2988-QRAJY,Male,27,No,0,Santa Rosa,95403,38.488431,-122.752839,0,69,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,Stayed,,
2990-HWIML,Female,58,No,0,Ontario,91764,34.074087,-117.605618,0,6,Offer E,Yes,47.92,No,Yes,Fiber Optic,25,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.5,573.3,0,0,287.52,860.82,Churned,Competitor,Competitor had better devices
2990-IAJSV,Male,55,No,0,San Francisco,94110,37.750021,-122.415201,0,72,None,Yes,45.41,Yes,Yes,Cable,20,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,92,6632.75,0,0,3269.52,9902.27,Stayed,,
2990-OGYTD,Female,41,Yes,0,Fullerton,92831,33.879983,-117.895482,1,67,Offer A,Yes,3.2,Yes,Yes,DSL,23,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,86.15,5883.85,0,0,214.4,6098.25,Stayed,,
2995-UPRYS,Female,74,Yes,0,Long Beach,90802,33.752524,-118.210737,1,40,None,Yes,19.76,No,Yes,Fiber Optic,22,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,99.2,4062.2,0,0,790.4,4852.6,Churned,Other,Moved
2995-YWTCD,Female,20,Yes,1,Browns Valley,95918,39.292334,-121.320597,1,19,None,Yes,31.58,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,24.9,467.7,0,0,600.02,1067.72,Stayed,,
2996-XAUVF,Male,25,No,0,Needles,92363,34.711224,-114.702256,0,70,Offer A,No,,,Yes,DSL,59,No,No,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Mailed Check,40.05,2799.75,0,0,0,2799.75,Stayed,,
2999-AANRQ,Female,23,No,0,Sacramento,95833,38.619049,-121.517552,0,21,None,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,Stayed,,
3001-CBHLQ,Male,76,Yes,0,Angels Camp,95222,38.071327,-120.632221,1,32,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,Churned,Attitude,Attitude of support person
3001-UNBTL,Male,69,Yes,1,Burbank,91506,34.169706,-118.323548,1,29,Offer C,Yes,49.36,Yes,Yes,Fiber Optic,19,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,103.95,2964.8,0,0,1431.44,4396.24,Stayed,,
3002-WQZWT,Female,25,No,0,Murrieta,92563,33.581045,-117.14719,0,29,Offer C,Yes,16.38,Yes,Yes,Fiber Optic,82,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.2,1993.25,0,0,475.02,2468.27,Stayed,,
3003-CMDUU,Female,22,Yes,0,Santa Paula,93060,34.402343,-119.094824,0,25,None,Yes,29.81,No,Yes,Fiber Optic,52,No,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,95.15,2395.7,0,80,745.25,3220.95,Stayed,,
3005-NFMTA,Male,73,No,0,Valencia,91354,34.457005,-118.573726,0,55,Offer B,Yes,8.93,Yes,Yes,Fiber Optic,21,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.8,5617.75,0,0,491.15,6108.9,Churned,Price,Price too high
3005-TYFRD,Female,54,Yes,0,Tollhouse,93667,36.993666,-119.348267,4,55,Offer B,Yes,33.66,Yes,Yes,Fiber Optic,25,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,103.65,5676.65,0,0,1851.3,7527.95,Stayed,,
3006-XIMLN,Female,34,No,0,Garden Valley,95633,38.852544,-120.837669,0,2,None,Yes,42.89,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.2,193.8,0,0,85.78,279.58,Churned,Dissatisfaction,Lack of self-service on Website
3007-FDPEA,Female,28,No,0,Fallbrook,92028,33.362575,-117.299644,0,2,None,Yes,13.89,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.7,39.85,0,0,27.78,67.63,Joined,,
3009-JWMPU,Male,58,No,0,Five Points,93624,36.397745,-120.119911,0,62,Offer B,Yes,22.64,Yes,Yes,Fiber Optic,9,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,96.75,6125.4,0,0,1403.68,7529.08,Churned,Attitude,Attitude of service provider
3011-WQKSZ,Male,41,No,3,Foresthill,95631,39.031876,-120.811141,0,19,Offer D,Yes,24.1,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20,377.55,0,0,457.9,835.45,Stayed,,
3012-VFFMN,Female,61,Yes,1,Richvale,95974,39.495768,-121.747472,7,7,None,Yes,5.01,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.65,158.95,0,0,35.07,194.02,Stayed,,
3014-WJKSM,Male,26,Yes,0,San Luis Obispo,93401,35.233745,-120.626442,10,29,None,Yes,3.35,No,Yes,Fiber Optic,59,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.3,2263.4,0,0,97.15,2360.55,Stayed,,
3016-KSVCP,Male,47,Yes,0,Rancho Palos Verdes,90275,33.753146,-118.367459,4,29,Offer C,No,,,Yes,DSL,22,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,33.75,1009.25,0,0,0,1009.25,Stayed,,
3018-TFTSU,Male,44,No,0,Hathaway Pines,95233,38.184914,-120.364085,0,12,Offer D,Yes,18.38,No,Yes,Fiber Optic,3,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,81.7,858.6,0,0,220.56,1079.16,Churned,Dissatisfaction,Poor expertise of phone support
3021-VLNRJ,Female,25,No,2,Encino,91436,34.152875,-118.486056,0,50,Offer B,Yes,37.52,No,Yes,DSL,71,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,70.8,3478.15,0,0,1876,5354.15,Stayed,,
3022-BEXHZ,Male,19,Yes,1,Sonoma,95476,38.25485,-122.461799,6,67,None,Yes,40.96,Yes,Yes,Fiber Optic,47,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,111.2,7530.8,0,0,2744.32,10275.12,Stayed,,
3023-GFLBR,Female,63,Yes,0,San Bernardino,92408,34.084909,-117.258107,1,33,None,Yes,14.34,Yes,Yes,Fiber Optic,28,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,86.15,2745.7,0,0,473.22,3218.92,Churned,Attitude,Attitude of service provider
3026-ATZYV,Female,32,Yes,2,Riverside,92507,33.976328,-117.319786,3,37,Offer C,Yes,1.12,No,Yes,Cable,23,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,75.1,2658.8,0,0,41.44,2700.24,Stayed,,
3027-YNWZU,Female,44,Yes,0,San Ramon,94583,37.766556,-121.976784,5,64,Offer B,Yes,6.81,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25,1584.8,0,0,435.84,2020.64,Stayed,,
3027-ZTDHO,Male,21,No,0,Fresno,93721,36.732694,-119.783786,0,1,Offer E,Yes,32.85,No,Yes,Fiber Optic,53,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.9,89.9,0,0,32.85,122.75,Churned,Other,Don't know
3030-YDNRM,Male,64,No,0,Pasadena,91107,34.159007,-118.087353,0,8,Offer E,Yes,11.58,Yes,Yes,Fiber Optic,7,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.85,572.45,0,0,92.64,665.09,Stayed,,
3030-YZADT,Male,57,No,0,Grass Valley,95949,39.099204,-121.137962,0,9,Offer E,Yes,2.88,No,Yes,DSL,26,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,44.95,431,0,10,25.92,466.92,Churned,Competitor,Competitor had better devices
3030-ZKIWL,Male,23,No,0,Lake Isabella,93240,35.607875,-118.466318,0,1,None,Yes,18.15,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,20.05,0,0,18.15,38.2,Joined,,
3034-ZBEQN,Female,31,Yes,0,La Puente,91746,34.038983,-117.991372,1,48,None,No,,,Yes,DSL,22,No,Yes,Yes,No,No,No,No,Yes,One Year,No,Mailed Check,34.7,1604.5,0,0,0,1604.5,Churned,Dissatisfaction,Product dissatisfaction
3038-PQIUY,Female,39,No,0,Dulzura,91917,32.622999,-116.687855,0,38,None,Yes,20.14,Yes,Yes,DSL,13,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,66.15,2522.4,0,0,765.32,3287.72,Stayed,,
3039-MJSLN,Male,36,No,3,Cressey,95312,37.420273,-120.66527,0,3,None,Yes,18.43,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.2,50.6,0,0,55.29,105.89,Joined,,
3043-SUDUA,Female,35,No,0,West Sacramento,95605,38.592745,-121.540036,0,32,Offer C,Yes,15.53,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.9,601.55,0,0,496.96,1098.51,Stayed,,
3043-TYBNO,Male,43,No,0,Kneeland,95549,40.664483,-123.865325,0,3,None,Yes,22.49,No,Yes,DSL,11,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,60.65,196.9,0,0,67.47,264.37,Joined,,
3045-XETSH,Female,34,No,0,Lake Hughes,93532,34.659579,-118.584212,0,10,None,Yes,43.26,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.85,953.45,0,0,432.6,1386.05,Churned,Competitor,Competitor offered more data
3049-NDXFL,Female,30,No,0,San Diego,92130,32.957195,-117.202542,0,1,Offer E,Yes,34.47,Yes,Yes,Fiber Optic,59,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,85.8,85.8,0,0,34.47,120.27,Churned,Competitor,Competitor made better offer
3049-SOLAY,Female,21,Yes,0,San Diego,92109,32.787836,-117.232376,5,3,None,Yes,23.26,Yes,Yes,Fiber Optic,42,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,95.2,292.85,0,20,69.78,382.63,Churned,Competitor,Competitor made better offer
3050-GBUSH,Female,25,No,0,Burlingame,94010,37.57028,-122.365778,0,3,None,No,,,Yes,DSL,46,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,34.8,113.95,0,0,0,113.95,Joined,,
3050-RLLXC,Female,51,Yes,2,Kyburz,95720,38.766036,-120.209673,10,56,Offer B,Yes,25.9,Yes,Yes,Cable,30,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,81.25,4620.4,0,0,1450.4,6070.8,Stayed,,
3055-MJDSB,Male,24,No,0,Planada,95365,37.329725,-120.306399,0,9,Offer E,No,,,Yes,DSL,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,24.6,190.1,0,0,0,190.1,Stayed,,
3055-OYMSE,Female,75,No,0,Saratoga,95070,37.257772,-122.051824,0,53,None,Yes,16.74,No,Yes,Fiber Optic,15,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,73.8,4003.85,0,0,887.22,4891.07,Stayed,,
3055-VTCGS,Female,35,No,0,Whittier,90605,33.960891,-118.032222,0,63,Offer B,Yes,27.38,No,Yes,DSL,9,No,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,58.55,3503.5,0,0,1724.94,5228.44,Stayed,,
3057-VJJQE,Male,64,No,0,Yorba Linda,92886,33.897253,-117.792202,0,35,None,Yes,20.39,Yes,Yes,DSL,21,Yes,No,No,No,No,No,No,Yes,Two Year,No,Credit Card,55.25,1924.1,0,0,713.65,2637.75,Stayed,,
3058-HJCUY,Male,36,Yes,0,Rancho Cordova,95742,38.591134,-121.161585,1,41,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,Churned,Competitor,Competitor had better devices
3058-WQDRE,Male,37,No,0,Branscomb,95417,39.710591,-123.682799,0,13,Offer D,No,,,Yes,Cable,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.15,331.85,48.59,0,0,283.26,Stayed,,
3059-NGMXB,Male,52,Yes,3,San Jose,95124,37.257063,-121.923037,8,14,Offer D,Yes,2.96,Yes,Yes,DSL,76,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,69.2,944.65,0,0,41.44,986.09,Stayed,,
3061-BCKYI,Male,27,No,0,Thousand Palms,92276,33.849263,-116.382778,0,14,Offer D,Yes,43.5,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.9,283.75,0,0,609,892.75,Stayed,,
3062-ICYZQ,Female,41,Yes,3,Oak Park,91377,34.19225,-118.776874,9,51,None,Yes,27.23,Yes,Yes,Fiber Optic,75,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.8,4539.35,0,0,1388.73,5928.08,Stayed,,
3063-QFSZL,Female,37,No,0,San Jose,95135,37.28682,-121.723877,0,1,Offer E,Yes,13.01,No,Yes,Cable,4,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55.4,55.4,0,0,13.01,68.41,Churned,Competitor,Competitor had better devices
3066-RRJIO,Female,29,No,0,San Francisco,94132,37.722302,-122.491129,0,1,Offer E,Yes,13.04,No,Yes,Fiber Optic,46,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.95,69.95,0,0,13.04,82.99,Churned,Competitor,Competitor made better offer
3067-SVMTC,Female,49,Yes,0,Imperial,92251,32.858595,-115.662709,9,68,None,Yes,44.79,No,Yes,Cable,14,Yes,No,No,Yes,No,No,No,No,One Year,No,Bank Withdrawal,55.9,3848.8,0,20,3045.72,6914.52,Stayed,,
3068-OMWZA,Male,77,No,0,Round Mountain,96084,40.923558,-122.059933,0,1,None,Yes,49.6,Yes,Yes,Fiber Optic,20,No,No,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,88.8,88.8,0,10,49.6,148.4,Churned,Competitor,Competitor made better offer
3069-SSVSN,Female,50,No,0,Hilmar,95324,37.394536,-120.890747,0,1,None,No,,,Yes,DSL,18,No,No,No,No,No,No,No,Yes,One Year,No,Credit Card,25.85,25.85,0,0,0,25.85,Joined,,
3070-BDOQC,Female,38,No,0,Sacramento,95827,38.549185,-121.328386,0,60,None,Yes,16.81,No,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99.65,5941.05,0,0,1008.6,6949.65,Stayed,,
3070-DVEYC,Male,78,No,0,Williams,95987,39.117537,-122.284654,0,7,None,Yes,32.4,Yes,Yes,Fiber Optic,7,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,73.75,545.15,0,0,226.8,771.95,Churned,Attitude,Attitude of support person
3070-FNFZQ,Female,48,Yes,1,Happy Camp,96039,41.831901,-123.487478,1,23,Offer D,Yes,39.59,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.4,478.75,0,0,910.57,1389.32,Stayed,,
3071-MVJCD,Male,40,Yes,0,Grizzly Flats,95636,38.636102,-120.522149,10,72,Offer A,Yes,48.44,Yes,Yes,Cable,15,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,82.3,5815.15,0,0,3487.68,9302.83,Stayed,,
3071-VBYPO,Male,38,Yes,2,Whittier,90604,33.929704,-118.01208,1,3,Offer E,Yes,33.3,No,Yes,Fiber Optic,12,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,89.85,248.4,0,0,99.9,348.3,Joined,,
3074-GQWYX,Male,30,No,0,San Diego,92117,32.825086,-117.199424,0,5,None,Yes,46.88,Yes,Yes,Fiber Optic,59,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.9,357.75,0,0,234.4,592.15,Churned,Competitor,Competitor made better offer
3077-RSNTJ,Female,29,Yes,3,Long Beach,90807,33.830099,-118.182239,9,6,None,Yes,5.52,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.7,113.5,0,0,33.12,146.62,Stayed,,
3078-ZKNTS,Female,45,Yes,1,Rancho Santa Fe,92091,32.99356,-117.207121,7,13,None,Yes,5.58,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,19.75,246.7,0,0,72.54,319.24,Stayed,,
3079-BCHLN,Male,26,Yes,0,Wishon,93669,37.287758,-119.548156,0,47,Offer B,Yes,43.2,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.9,942.95,0,0,2030.4,2973.35,Stayed,,
3082-VQXNH,Male,62,Yes,0,Hat Creek,96040,40.789799,-121.474529,1,3,Offer E,No,,,Yes,DSL,4,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,29.8,94.4,0,0,0,94.4,Joined,,
3082-WQRVY,Male,73,Yes,0,Stockton,95203,37.954089,-121.329761,8,14,None,Yes,45.76,No,No,,,,,,,,,,,One Year,No,Credit Card,19.65,228.65,0,0,640.64,869.29,Stayed,,
3082-YVEKW,Female,62,Yes,2,Yucca Valley,92284,34.159534,-116.425984,10,23,None,Yes,33.02,Yes,Yes,DSL,12,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,77.15,1759.4,0,0,759.46,2518.86,Stayed,,
3084-DOWLE,Female,47,Yes,0,Citrus Heights,95621,38.69549,-121.307864,8,72,Offer A,Yes,43.29,Yes,Yes,DSL,16,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,92,6474.4,0,110,3116.88,9701.28,Stayed,,
3085-QUOZK,Female,55,No,0,Alpine,91901,32.827184,-116.703729,0,1,Offer E,Yes,34.48,No,Yes,Cable,9,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,43.95,43.95,0,0,34.48,78.43,Churned,Attitude,Attitude of service provider
3086-RUCRN,Female,33,No,0,Paicines,95043,36.525703,-120.952122,0,66,Offer A,Yes,43.14,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.1,6595,0,0,2847.24,9442.24,Stayed,,
3088-FVYWK,Male,37,Yes,3,Mc Kittrick,93251,35.38381,-119.730885,3,53,Offer B,Yes,33.31,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.55,1336.1,37.37,0,1765.43,3064.16,Stayed,,
3088-LHEFH,Female,28,No,0,Pollock Pines,95726,38.733908,-120.453416,0,11,Offer D,Yes,10.06,Yes,Yes,Fiber Optic,48,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79,929.3,0,0,110.66,1039.96,Stayed,,
3090-HAWSU,Male,44,No,0,Pasadena,91107,34.159007,-118.087353,0,61,None,Yes,7.82,Yes,Yes,Fiber Optic,11,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,111.6,6876.05,0,0,477.02,7353.07,Churned,Competitor,Competitor offered more data
3090-LETTY,Male,54,No,2,San Diego,92130,32.957195,-117.202542,0,2,None,Yes,14.88,Yes,Yes,DSL,12,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,60.95,134.6,0,0,29.76,164.36,Joined,,
3090-QFUVD,Female,48,No,0,Reedley,93654,36.636638,-119.421842,0,1,None,Yes,4.09,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.3,20.3,0,0,4.09,24.39,Joined,,
3091-FYHKI,Male,64,No,0,Harbor City,90710,33.798266,-118.300237,0,1,Offer E,No,,,Yes,DSL,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,35.45,35.45,0,0,0,35.45,Churned,Dissatisfaction,Network reliability
3092-IGHWF,Male,34,Yes,0,San Diego,92130,32.957195,-117.202542,1,67,Offer A,Yes,28.4,Yes,Yes,Cable,10,No,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,87.4,5918.8,0,0,1902.8,7821.6,Churned,Competitor,Competitor made better offer
3094-JOJAI,Male,63,No,0,Maxwell,95955,39.281194,-122.226568,0,18,None,Yes,4.38,Yes,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,74.15,1387,0,0,78.84,1465.84,Stayed,,
3096-GKWEB,Male,42,Yes,0,Bakersfield,93306,35.449881,-118.841442,1,18,None,Yes,34.17,Yes,Yes,Fiber Optic,16,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.75,1691.9,0,0,615.06,2306.96,Stayed,,
3096-IZETN,Female,32,No,0,Lomita,90717,33.794209,-118.317354,0,12,Offer D,Yes,42.55,No,Yes,Fiber Optic,18,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,78.1,947.3,0,0,510.6,1457.9,Churned,Attitude,Attitude of support person
3096-JRDSO,Female,73,Yes,0,Fallbrook,92028,33.362575,-117.299644,5,27,Offer C,Yes,10.19,Yes,Yes,Fiber Optic,27,Yes,No,No,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,104.3,2867.75,0,0,275.13,3142.88,Churned,Competitor,Competitor made better offer
3096-WPXBT,Female,60,Yes,1,Venice,90291,33.991782,-118.479229,5,61,Offer B,Yes,18.26,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,No,Yes,Yes,No,One Year,Yes,Credit Card,100.7,6018.65,0,90,1113.86,7222.51,Stayed,,
3096-YXENJ,Female,25,Yes,0,Danville,94506,37.791481,-121.903253,1,65,None,Yes,27.69,Yes,Yes,Fiber Optic,52,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,107.65,7082.85,0,0,1799.85,8882.7,Stayed,,
3097-FQTVJ,Female,23,No,0,Denair,95316,37.524721,-120.757977,0,41,Offer B,Yes,10.09,No,No,,,,,,,,,,,Two Year,No,Mailed Check,20,810.3,0,0,413.69,1223.99,Stayed,,
3097-IDVPU,Male,51,Yes,2,Los Angeles,90012,34.065875,-118.238728,10,19,Offer D,Yes,9.47,Yes,Yes,DSL,13,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,50.1,910.45,0,120,179.93,1210.38,Stayed,,
3097-NNSPB,Female,42,No,0,Valley Ford,94972,38.339996,-122.935056,0,2,Offer E,Yes,14.7,No,Yes,DSL,13,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,49.05,91.1,0,40,29.4,160.5,Churned,Competitor,Competitor had better devices
3097-NQYSN,Male,73,Yes,0,San Jose,95139,37.218705,-121.762429,3,2,None,Yes,4.19,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,86.85,156.35,0,40,8.38,204.73,Churned,Competitor,Competitor had better devices
3097-PYWXL,Female,30,Yes,2,New Cuyama,93254,34.956577,-119.750142,1,4,None,Yes,28.55,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.95,82.9,0,0,114.2,197.1,Stayed,,
3099-OONVS,Male,34,Yes,1,Crockett,94525,38.049292,-122.228415,6,25,Offer C,Yes,37.97,No,Yes,DSL,22,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.3,1296.8,0,0,949.25,2246.05,Stayed,,
3104-OWCGK,Male,21,Yes,0,South Dos Palos,93665,36.959731,-120.653519,1,60,Offer B,Yes,33.25,No,Yes,Fiber Optic,52,No,Yes,Yes,No,Yes,No,Yes,Yes,One Year,No,Bank Withdrawal,90.95,5453.4,0,0,1995,7448.4,Churned,Other,Moved
3106-ULWFW,Female,32,Yes,0,Fontana,92337,34.049671,-117.468896,0,8,Offer E,Yes,26.41,Yes,Yes,Fiber Optic,16,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.2,627.4,0,0,211.28,838.68,Churned,Competitor,Competitor had better devices
3108-PCCGG,Male,75,Yes,0,Redwood Valley,95470,39.298065,-123.25211,3,72,Offer A,Yes,16.72,Yes,Yes,Cable,9,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,No,Credit Card,84.45,5899.85,0,0,1203.84,7103.69,Stayed,,
3113-IWHLC,Male,24,No,0,Strathmore,93267,36.141319,-119.129075,0,5,None,Yes,41.29,No,Yes,DSL,51,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.8,274.35,0,0,206.45,480.8,Stayed,,
3115-CZMZD,Male,24,No,0,Independence,93526,36.869584,-118.189241,0,10,None,Yes,13.16,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.25,202.5,0,0,131.6,334.1,Stayed,,
3115-JPJDD,Female,43,Yes,0,Ventura,93003,34.279221,-119.221437,1,59,None,Yes,29.6,No,Yes,Fiber Optic,12,Yes,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,81.25,4639.45,0,0,1746.4,6385.85,Stayed,,
3118-UHVVQ,Female,41,Yes,0,Calpine,96124,39.672813,-120.456699,8,68,Offer A,Yes,17.12,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.8,1911.5,0,0,1164.16,3075.66,Stayed,,
3120-FAZKD,Male,19,Yes,2,El Portal,95318,37.654551,-119.822984,7,54,Offer B,Yes,41.58,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,24.05,1230.9,0,0,2245.32,3476.22,Stayed,,
3125-RAHBV,Male,24,No,0,Rocklin,95765,38.823278,-121.281856,0,22,Offer D,Yes,23.03,No,No,,,,,,,,,,,One Year,No,Credit Card,20.3,467.15,0,0,506.66,973.81,Stayed,,
3126-WQMGH,Female,19,Yes,0,Yorba Linda,92887,33.884073,-117.732197,6,49,None,Yes,28.42,Yes,Yes,DSL,41,No,No,No,No,No,No,Yes,No,Month-to-Month,Yes,Credit Card,52.15,2583.75,0,50,1392.58,4026.33,Stayed,,
3128-YOVTD,Female,29,Yes,2,Forbestown,95941,39.531028,-121.24807,6,51,None,Yes,2.53,No,Yes,Fiber Optic,71,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.15,4018.55,0,0,129.03,4147.58,Stayed,,
3129-AAQOU,Female,50,Yes,2,Trabuco Canyon,92679,33.631119,-117.567346,4,19,Offer D,Yes,38.43,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.6,485.9,0,0,730.17,1216.07,Stayed,,
3130-ICDUP,Female,56,No,1,Hercules,94547,37.991259,-122.214945,0,2,None,Yes,5.3,Yes,Yes,Fiber Optic,11,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,80.55,188.1,0,0,10.6,198.7,Joined,,
3131-NWVFJ,Female,56,Yes,0,Pioneer,95666,38.546999,-120.271114,9,14,None,Yes,19.03,No,No,,,,,,,,,,,One Year,No,Mailed Check,19.55,294.5,0,0,266.42,560.92,Stayed,,
3132-TVFDZ,Male,70,Yes,0,Glendale,91202,34.167926,-118.267539,1,57,None,No,,,Yes,Cable,3,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,44.85,2572.95,12.07,0,0,2560.88,Churned,Attitude,Attitude of support person
3133-PZNSR,Male,25,Yes,3,Belmont,94002,37.509366,-122.306132,1,72,None,Yes,20.79,Yes,Yes,Fiber Optic,59,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,97.75,6991.6,0,0,1496.88,8488.48,Stayed,,
3134-DSHVC,Female,49,No,0,Stockton,95205,37.965695,-121.260051,0,63,None,Yes,23.62,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,No,Credit Card,98,6218.45,0,0,1488.06,7706.51,Stayed,,
3137-LUPIX,Female,58,No,0,Yucca Valley,92284,34.159534,-116.425984,0,4,None,Yes,1.1,Yes,Yes,Cable,19,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,64.4,253,0,0,4.4,257.4,Stayed,,
3137-NYQQI,Male,32,Yes,0,Palmdale,93550,34.536232,-118.082935,2,17,Offer D,Yes,45.35,No,Yes,DSL,11,Yes,Yes,No,No,No,Yes,Yes,Yes,One Year,No,Credit Card,64.8,1175.6,0,0,770.95,1946.55,Stayed,,
3138-BKYAV,Male,61,No,0,Kerman,93630,36.727418,-120.123526,0,6,None,Yes,11.97,No,Yes,Fiber Optic,27,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.35,489.45,0,0,71.82,561.27,Churned,Attitude,Attitude of service provider
3143-ILDAL,Male,21,No,0,El Monte,91732,34.074492,-118.01462,0,56,None,Yes,25.41,Yes,Yes,Fiber Optic,51,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.45,5124.6,0,0,1422.96,6547.56,Churned,Attitude,Attitude of support person
3143-JQEGI,Female,52,Yes,0,San Diego,92126,32.886925,-117.152162,1,13,None,Yes,17.83,No,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,88.35,1222.8,0,0,231.79,1454.59,Churned,Competitor,Competitor made better offer
3144-AUDBS,Female,59,Yes,0,Calexico,92231,32.690654,-115.431225,1,6,Offer E,Yes,6.94,No,Yes,DSL,28,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.15,270.8,0,0,41.64,312.44,Churned,Competitor,Competitor had better devices
3144-KMTWZ,Male,40,Yes,0,Whittier,90606,33.976678,-118.065875,8,71,Offer A,Yes,26.56,Yes,Yes,Fiber Optic,7,No,Yes,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,93.25,6669.45,0,90,1885.76,8645.21,Stayed,,
3146-JTQHR,Male,23,Yes,0,San Bruno,94066,37.624436,-122.430661,3,10,Offer D,Yes,39.35,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.6,189.45,0,0,393.5,582.95,Stayed,,
3146-MSEGF,Female,71,Yes,0,Paramount,90723,33.897122,-118.164432,1,72,Offer A,Yes,20.48,Yes,Yes,DSL,6,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,88.05,6425.65,0,0,1474.56,7900.21,Stayed,,
3148-AOIQT,Female,23,Yes,0,Sacramento,95837,38.691607,-121.602284,10,69,None,Yes,45.12,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.95,1718.35,0,0,3113.28,4831.63,Stayed,,
3148-BLQJT,Male,33,No,0,Fallbrook,92028,33.362575,-117.299644,0,1,Offer E,Yes,16.81,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.1,20.1,0,0,16.81,36.91,Churned,Competitor,Competitor made better offer
3154-CFSZG,Male,57,Yes,1,Modesto,95351,37.621458,-121.012295,3,47,None,Yes,38.25,No,Yes,Fiber Optic,20,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,90.05,4137.2,0,0,1797.75,5934.95,Stayed,,
3154-HMWUU,Male,28,Yes,0,Winters,95694,38.578604,-122.024579,9,60,Offer B,Yes,31.29,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,20.5,1198.8,0,0,1877.4,3076.2,Stayed,,
3156-QLHBO,Male,58,No,1,San Jose,95136,37.270938,-121.851046,0,2,None,Yes,21.18,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.25,48.35,0,0,42.36,90.71,Joined,,
3158-MOERK,Female,57,No,0,Hayward,94545,37.62984,-122.120843,0,2,None,Yes,48.34,Yes,Yes,Fiber Optic,28,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96,174.8,0,0,96.68,271.48,Churned,Competitor,Competitor offered more data
3160-TYXLT,Male,37,No,0,Palmdale,93552,34.557711,-118.029441,0,53,Offer B,No,,,Yes,DSL,24,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,46.3,2546.85,0,0,0,2546.85,Stayed,,
3161-GETRM,Male,61,Yes,3,Soledad,93960,36.414216,-121.360597,10,34,Offer C,Yes,20.05,Yes,Yes,Fiber Optic,57,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,90.05,3097,0,0,681.7,3778.7,Stayed,,
3161-ONRWK,Male,35,Yes,0,Hydesville,95547,40.557314,-124.081662,4,60,Offer B,Yes,43.57,No,Yes,DSL,30,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,65.85,3928.3,0,0,2614.2,6542.5,Stayed,,
3162-KKZXO,Female,75,No,0,Citrus Heights,95610,38.69508,-121.271616,0,55,None,Yes,29.6,Yes,Yes,Fiber Optic,3,No,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,-2,5409.75,0,0,1628,7037.75,Stayed,,
3162-ZJZFU,Male,25,Yes,2,Mill Creek,96061,40.331975,-121.460674,5,53,None,Yes,24.33,No,Yes,Fiber Optic,52,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,92.55,4779.45,0,0,1289.49,6068.94,Stayed,,
3164-AALRN,Male,39,No,0,Greenwood,95635,38.921333,-120.897718,0,5,None,Yes,45.25,No,Yes,DSL,22,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,70,347.4,0,10,226.25,583.65,Churned,Competitor,Competitor had better devices
3164-YAXFY,Male,56,No,0,Coulterville,95311,37.722127,-120.110174,0,57,Offer B,No,,,Yes,DSL,30,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,53.75,3196,0,0,0,3196,Stayed,,
3165-HDOEW,Male,47,Yes,0,Salida,95368,37.713152,-121.08739,1,1,None,Yes,14.9,No,Yes,DSL,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.85,45.85,0,0,14.9,60.75,Churned,Other,Don't know
3166-PNEOF,Female,57,No,0,Walnut Creek,94596,37.900662,-122.052782,0,61,Offer B,Yes,4.51,Yes,Yes,Cable,24,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,86.45,5175.3,0,0,275.11,5450.41,Stayed,,
3167-SNQPL,Male,71,Yes,1,Pine Valley,91962,32.800671,-116.483363,9,38,None,Yes,28.3,Yes,Yes,Fiber Optic,27,No,Yes,No,No,Yes,Yes,No,Yes,One Year,No,Bank Withdrawal,101.15,3741.85,0,0,1075.4,4817.25,Stayed,,
3170-GWYKC,Female,30,No,0,Vernalis,95385,37.609095,-121.263381,0,60,None,Yes,22.88,No,Yes,Fiber Optic,48,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.95,6236.75,0,0,1372.8,7609.55,Stayed,,
3170-NMYVV,Female,37,Yes,0,Compton,90222,33.912246,-118.236773,5,50,Offer B,Yes,26.95,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.15,930.9,0,0,1347.5,2278.4,Stayed,,
3173-NVMPX,Female,51,Yes,3,Newport Beach,92663,33.62251,-117.927024,1,9,None,Yes,23.36,Yes,Yes,DSL,22,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.3,501.2,0,0,210.24,711.44,Stayed,,
3173-WSSUE,Female,22,Yes,2,Canoga Park,91304,34.224377,-118.632656,5,71,None,Yes,22.36,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.7,1415.85,0,0,1587.56,3003.41,Stayed,,
3174-AKMAS,Female,61,Yes,0,Hume,93628,36.807595,-118.901544,1,46,None,Yes,37.02,No,Yes,DSL,6,No,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,64.2,3009.5,0,0,1702.92,4712.42,Stayed,,
3174-RKMOW,Male,24,Yes,3,Glendale,91201,34.17051,-118.289463,8,35,None,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,Stayed,,
3177-LASXD,Female,43,No,0,Westmorland,92281,33.03679,-115.60503,0,1,None,Yes,40.4,No,Yes,Cable,13,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,71.35,71.35,0,0,40.4,111.75,Churned,Dissatisfaction,Poor expertise of phone support
3178-CIFOT,Female,34,No,0,Amador City,95601,38.431407,-120.8421,0,23,Offer D,Yes,10.41,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.65,478.1,0,0,239.43,717.53,Stayed,,
3178-FESZO,Female,45,No,0,Clements,95227,38.227285,-121.02789,0,1,Offer E,Yes,20.23,Yes,Yes,Fiber Optic,17,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,100.25,100.25,0,0,20.23,120.48,Churned,Other,Don't know
3179-GBRWV,Male,79,Yes,0,San Gabriel,91775,34.114772,-118.089431,5,21,None,Yes,42.95,No,Yes,DSL,30,Yes,Yes,No,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,-3,1339.8,0,0,901.95,2241.75,Stayed,,
3181-MIZBN,Male,40,Yes,1,Jenner,95450,38.505995,-123.187019,2,16,None,Yes,31.99,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.75,313.4,0,0,511.84,825.24,Stayed,,
3181-VTHOE,Male,19,Yes,0,Browns Valley,95918,39.292334,-121.320597,10,70,None,No,,,Yes,DSL,41,No,Yes,Yes,Yes,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,51.05,3635.15,0,120,0,3755.15,Stayed,,
3186-AJIEK,Male,44,No,0,Apple Valley,92308,34.424926,-117.184503,0,66,None,Yes,30.96,No,Yes,Fiber Optic,11,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.65,6844.5,0,0,2043.36,8887.86,Stayed,,
3186-BAXNB,Female,20,No,0,Cottonwood,96022,40.336392,-122.448533,0,1,Offer E,Yes,17.23,No,Yes,Fiber Optic,52,No,Yes,No,Yes,Yes,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,91.7,91.7,0,0,17.23,108.93,Churned,Attitude,Attitude of service provider
3190-FZATL,Male,49,No,5,Lakeside,92040,32.909873,-116.906774,0,14,None,Yes,40.66,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.95,268.4,0,0,569.24,837.64,Stayed,,
3190-ITQXP,Female,42,Yes,1,Ceres,95307,37.553469,-120.952825,7,46,None,Yes,27.65,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.25,890.35,0,0,1271.9,2162.25,Stayed,,
3190-XFANI,Male,42,No,0,Happy Camp,96039,41.831901,-123.487478,0,49,None,Yes,18.97,Yes,Yes,Fiber Optic,3,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.6,5069.65,0,0,929.53,5999.18,Churned,Competitor,Competitor offered more data
3191-CSNMG,Female,57,Yes,1,Upland,91784,34.141146,-117.655583,5,3,Offer E,Yes,23.72,No,Yes,Fiber Optic,17,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.7,239.45,0,0,71.16,310.61,Joined,,
3192-LNKRK,Male,63,Yes,1,San Joaquin,93660,36.600193,-120.153393,10,34,None,Yes,5.65,No,Yes,Fiber Optic,26,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,84.05,2909.95,0,0,192.1,3102.05,Stayed,,
3192-NQECA,Male,26,Yes,0,Santa Monica,90403,34.031529,-118.491156,4,68,Offer A,Yes,14.79,Yes,Yes,Fiber Optic,47,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110,7611.85,0,0,1005.72,8617.57,Churned,Competitor,Competitor had better devices
3194-ORPIK,Female,59,Yes,0,San Diego,92113,32.697098,-117.116587,1,50,None,Yes,35.33,Yes,Yes,Fiber Optic,17,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.4,4116.15,0,0,1766.5,5882.65,Churned,Competitor,Competitor had better devices
3195-TQDZX,Male,19,No,0,Elk Creek,95939,39.53222,-122.594879,0,3,None,Yes,1.57,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.25,61.45,0,0,4.71,66.16,Joined,,
3196-NVXLZ,Female,23,No,0,Orange Cove,93646,36.633498,-119.298895,0,25,Offer C,Yes,9.57,Yes,Yes,Fiber Optic,59,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,84.6,2088.05,0,0,239.25,2327.3,Stayed,,
3197-ARFOY,Female,67,No,0,Ontario,91761,34.035602,-117.591528,0,19,None,Yes,7.95,No,Yes,Fiber Optic,12,Yes,Yes,No,Yes,Yes,Yes,No,No,One Year,Yes,Mailed Check,105,2007.25,0,20,151.05,2178.3,Stayed,,
3197-NNYNB,Male,47,No,0,Jolon,93928,35.930782,-121.189757,0,65,Offer B,Yes,27.75,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,-3,6631.85,0,0,1803.75,8435.6,Stayed,,
3198-VELRD,Female,47,Yes,0,Marina Del Rey,90292,33.977468,-118.445475,1,3,None,Yes,38.09,Yes,Yes,Fiber Optic,30,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.75,264.85,0,0,114.27,379.12,Churned,Competitor,Competitor had better devices
3199-NPKCN,Female,39,Yes,0,Menlo Park,94025,37.449551,-122.183762,1,67,None,Yes,35.03,Yes,Yes,Fiber Optic,23,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,111.25,7511.65,0,0,2347.01,9858.66,Stayed,,
3199-XGZCY,Female,51,No,0,Granada Hills,91344,34.291273,-118.505104,0,8,None,Yes,18.82,Yes,Yes,Fiber Optic,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.25,576.7,0,0,150.56,727.26,Stayed,,
3200-MNQTF,Male,38,Yes,0,Raisin City,93652,36.594542,-119.905245,8,67,None,Yes,28.06,Yes,Yes,DSL,15,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,70.9,4677.1,0,0,1880.02,6557.12,Stayed,,
3205-MXZRA,Male,47,No,0,Standish,96128,40.346634,-120.386422,0,26,Offer C,Yes,3.26,No,Yes,DSL,6,No,No,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,59.45,1507,0,0,84.76,1591.76,Stayed,,
3207-OYBWH,Male,74,Yes,0,Newport Beach,92661,33.601309,-117.902304,1,57,None,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,Churned,Attitude,Attitude of support person
3208-YPIOE,Male,64,No,0,La Mesa,91942,32.782501,-117.01611,0,39,Offer C,Yes,36.17,Yes,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.25,3017.65,0,0,1410.63,4428.28,Churned,Competitor,Competitor made better offer
3209-ZPKFI,Male,28,Yes,1,Borrego Springs,92004,33.200369,-116.192313,1,47,Offer B,Yes,39.25,Yes,Yes,DSL,26,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,54.25,2538.2,0,0,1844.75,4382.95,Stayed,,
3211-AAPKX,Male,26,No,0,Woodland,95776,38.694081,-121.694431,0,20,None,Yes,23.22,Yes,Yes,Fiber Optic,59,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,98.55,2031.95,0,0,464.4,2496.35,Stayed,,
3211-ILJTT,Male,35,Yes,0,Taft,93268,35.184837,-119.402525,1,17,None,Yes,13.68,No,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.4,1214.05,0,0,232.56,1446.61,Churned,Competitor,Competitor had better devices
3212-KXOCR,Male,62,No,0,Inglewood,90302,33.975332,-118.355252,0,52,None,Yes,28.3,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,21,1107.2,0,0,1471.6,2578.8,Stayed,,
3213-VVOLG,Male,22,Yes,2,Sun City,92585,33.739412,-117.173334,3,10,None,Yes,36.37,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.35,253.5,0,0,363.7,617.2,Stayed,,
3214-IYUUQ,Female,19,Yes,0,Pine Grove,95665,38.400264,-120.641274,0,61,None,Yes,10.21,No,Yes,Fiber Optic,69,Yes,Yes,No,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,93.7,5860.7,0,0,622.81,6483.51,Stayed,,
3217-FZDMN,Female,66,No,0,Los Angeles,90001,33.973616,-118.24902,0,8,Offer E,Yes,5.21,No,Yes,Fiber Optic,8,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,94.45,742.95,0,0,41.68,784.63,Churned,Competitor,Competitor had better devices
3219-JQRSL,Female,70,Yes,0,Monterey Park,91755,34.049172,-118.115022,1,72,None,Yes,24.44,Yes,Yes,DSL,13,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,No,Credit Card,89.1,6352.4,0,0,1759.68,8112.08,Stayed,,
3221-CJMSG,Male,45,No,0,Mira Loma,91752,33.999992,-117.535395,0,24,None,Yes,2.33,No,Yes,DSL,2,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,51.1,1269.6,0,0,55.92,1325.52,Stayed,,
3223-DWFIO,Male,77,No,0,Forks Of Salmon,96031,41.232128,-123.194748,0,4,None,Yes,30.11,No,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,69.35,261.65,0,0,120.44,382.09,Stayed,,
3223-WZWJM,Male,36,No,0,Petrolia,95558,40.274302,-124.210902,0,26,None,Yes,14.3,Yes,Yes,Fiber Optic,20,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,83.95,2254.2,0,0,371.8,2626,Churned,Competitor,Competitor offered higher download speeds
3224-DFQNQ,Female,59,Yes,0,Carmel Valley,93924,36.414611,-121.6386,10,66,None,Yes,37.38,Yes,Yes,Fiber Optic,8,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,89,5898.6,0,0,2467.08,8365.68,Stayed,,
3227-WLKLI,Female,52,Yes,3,San Francisco,94112,37.720498,-122.443119,1,65,None,Yes,10.11,Yes,Yes,Cable,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,91.55,5963.95,0,0,657.15,6621.1,Stayed,,
3229-USWAR,Female,40,No,0,San Francisco,94129,37.797526,-122.464531,0,34,Offer C,Yes,5.32,No,Yes,DSL,23,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,79.95,2727.3,0,0,180.88,2908.18,Stayed,,
3230-IUALN,Female,41,Yes,0,Eureka,95501,40.796621,-124.15428,10,45,None,Yes,26.01,No,Yes,Cable,29,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,81,3533.6,0,0,1170.45,4704.05,Stayed,,
3230-JCNZS,Female,43,Yes,2,San Francisco,94107,37.768881,-122.395521,4,71,Offer A,Yes,15.73,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,99,7061.65,0,0,1116.83,8178.48,Stayed,,
3230-WYKIR,Male,36,No,0,San Francisco,94110,37.750021,-122.415201,0,18,None,Yes,12.5,Yes,Yes,DSL,5,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,82,1425.45,0,0,225,1650.45,Churned,Dissatisfaction,Product dissatisfaction
3234-VKACU,Male,21,No,0,Sunol,94586,37.587494,-121.862856,0,2,None,Yes,23.52,No,Yes,DSL,48,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,-8,132.4,0,0,47.04,179.44,Joined,,
3235-ETOOB,Male,51,Yes,0,San Diego,92109,32.787836,-117.232376,1,8,None,Yes,47.91,No,Yes,Fiber Optic,23,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.5,609.9,0,0,383.28,993.18,Churned,Competitor,Competitor made better offer
3237-AJGEH,Female,43,Yes,1,Bridgeville,95526,40.372532,-123.525626,1,3,None,No,,,Yes,DSL,19,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,31,95.05,0,20,0,115.05,Churned,Dissatisfaction,Poor expertise of online support
3239-TPHPZ,Female,60,Yes,0,Chula Vista,91910,32.636792,-117.054989,10,12,Offer D,Yes,40.34,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,20.05,264.55,0,0,484.08,748.63,Stayed,,
3243-ZHOHY,Female,35,No,0,Escondido,92025,33.081478,-117.033814,0,16,Offer D,Yes,20.65,No,No,,,,,,,,,,,One Year,No,Credit Card,20.1,296.15,0,0,330.4,626.55,Stayed,,
3244-CQPHU,Female,77,No,0,Berkeley,94710,37.872902,-122.303708,0,72,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,Stayed,,
3244-DCJWY,Female,27,No,0,Bakersfield,93312,35.392599,-119.245341,0,1,Offer E,Yes,23,No,Yes,Fiber Optic,59,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.25,70.25,0,0,23,93.25,Churned,Competitor,Competitor had better devices
3247-MHJKM,Male,27,No,0,Upland,91784,34.141146,-117.655583,0,1,None,Yes,42.15,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.2,20.2,0,0,42.15,62.35,Joined,,
3247-ZVOUO,Male,77,Yes,0,Downey,90240,33.956228,-118.120993,0,10,Offer D,Yes,6.01,Yes,Yes,Fiber Optic,27,No,No,No,No,No,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,85.55,851.75,0,0,60.1,911.85,Churned,Attitude,Attitude of support person
3249-VHRIP,Female,38,No,0,Fiddletown,95629,38.513484,-120.704613,0,62,Offer B,No,,,Yes,Cable,30,No,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,43.6,2748.7,0,0,0,2748.7,Stayed,,
3249-ZPQRG,Male,28,No,0,Diamond Springs,95619,38.683605,-120.811852,0,4,Offer E,Yes,42.06,Yes,Yes,Fiber Optic,58,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,78.45,330.05,0,0,168.24,498.29,Churned,Competitor,Competitor made better offer
3251-YMVWZ,Male,34,No,0,San Andreas,95249,38.196497,-120.61689,0,53,Offer B,Yes,39.37,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,24.05,1301.9,0,0,2086.61,3388.51,Stayed,,
3253-HKOKL,Female,31,Yes,2,Elk Grove,95758,38.35363,-121.44195,7,52,None,Yes,7.99,No,Yes,Fiber Optic,19,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,100.3,5244.45,0,0,415.48,5659.93,Stayed,,
3254-YRILK,Male,74,No,0,Dobbins,95935,39.381174,-121.21191,0,19,Offer D,Yes,39.97,Yes,Yes,Fiber Optic,9,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.2,1775.8,0,0,759.43,2535.23,Churned,Competitor,Competitor had better devices
3255-GRXMG,Male,58,No,2,Playa Del Rey,90293,33.947305,-118.439841,0,18,Offer D,Yes,34.07,No,Yes,DSL,28,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,45.65,747.2,0,40,613.26,1400.46,Stayed,,
3256-EZDBI,Male,71,Yes,0,Greenville,95947,40.160386,-120.835428,1,51,Offer B,No,,,Yes,DSL,21,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,29.45,1459.35,0,0,0,1459.35,Stayed,,
3258-SANFR,Male,69,No,0,Big Oak Flat,95305,37.818589,-120.256995,0,6,Offer E,Yes,19.74,No,Yes,DSL,7,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.7,276.5,0,0,118.44,394.94,Stayed,,
3258-SYSWS,Male,75,No,0,Lakeside,92040,32.909873,-116.906774,0,72,None,Yes,24.67,Yes,Yes,Fiber Optic,26,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,113.8,7845.8,0,0,1776.24,9622.04,Stayed,,
3258-ZKPAI,Male,26,Yes,1,Sacramento,95815,38.608405,-121.449942,7,72,None,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,Stayed,,
3259-FDWOY,Male,60,Yes,0,Elk Grove,95758,38.35363,-121.44195,3,71,Offer A,Yes,47.34,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,106,7723.7,0,0,3361.14,11084.84,Churned,Competitor,Competitor offered higher download speeds
3259-KNMRR,Male,72,No,0,Montrose,91020,34.2112,-118.230625,0,57,Offer B,Yes,9.1,Yes,Yes,DSL,16,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,79.75,4438.2,0,0,518.7,4956.9,Stayed,,
3259-QMXUN,Male,38,Yes,0,Campo Seco,95226,38.233879,-120.861666,3,58,Offer B,Yes,22.14,Yes,Yes,DSL,2,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,86.1,4890.5,0,110,1284.12,6284.62,Stayed,,
3261-CQXOL,Female,33,Yes,2,Concord,94521,37.971421,-121.971504,0,71,Offer A,Yes,4.15,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.45,1813.35,0,0,294.65,2108,Stayed,,
3262-EIDHV,Female,46,Yes,1,Inglewood,90304,33.936827,-118.359824,1,72,Offer A,Yes,24.9,Yes,Yes,DSL,19,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,84.7,5893.9,0,0,1792.8,7686.7,Stayed,,
3266-FTKHB,Male,35,No,0,Beale Afb,95903,39.125311,-121.392283,0,17,None,Yes,27.66,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.15,343.45,28.63,0,470.22,785.04,Stayed,,
3269-ATYWD,Male,79,No,0,San Francisco,94123,37.800254,-122.436975,0,39,Offer C,Yes,41.93,Yes,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,95.65,3759.05,0,150,1635.27,5544.32,Churned,Other,Don't know
3272-VUHPV,Female,24,Yes,1,Whittier,90602,33.972119,-118.020188,10,8,None,Yes,31.86,No,Yes,Cable,59,No,Yes,No,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,56.3,401.5,0,30,254.88,686.38,Stayed,,
3274-NSDWE,Female,37,No,0,Ivanhoe,93235,36.385818,-119.224243,0,68,None,Yes,32.99,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.6,1441.65,0,0,2243.32,3684.97,Stayed,,
3275-RHRNE,Male,58,Yes,3,Keeler,93530,36.560498,-117.962461,8,28,None,No,,,Yes,DSL,52,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,60,1682.05,0,0,0,1682.05,Stayed,,
3276-HDUEG,Female,23,No,0,Temecula,92592,33.507255,-117.029473,0,1,Offer E,Yes,32.86,Yes,Yes,Fiber Optic,58,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,75.05,75.05,0,0,32.86,107.91,Churned,Competitor,Competitor made better offer
3278-FSIXX,Female,34,No,0,Blue Lake,95525,40.94338,-123.831799,0,2,Offer E,Yes,39.5,No,Yes,Cable,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.25,74.2,0,0,79,153.2,Joined,,
3279-DYZQM,Male,21,Yes,3,Santa Clarita,91350,34.502432,-118.41459,6,71,None,Yes,11.3,No,No,,,,,,,,,,,Two Year,No,Mailed Check,19.45,1378.45,0,0,802.3,2180.75,Stayed,,
3280-MRDOF,Male,69,No,0,Los Angeles,90067,34.057496,-118.413959,0,30,None,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,Stayed,,
3280-NMUVX,Male,53,Yes,0,Rio Vista,94571,38.148862,-121.737696,7,34,None,Yes,26.03,No,No,,,,,,,,,,,One Year,No,Credit Card,19.6,678.8,0,0,885.02,1563.82,Stayed,,
3282-ZISZV,Male,56,No,0,South El Monte,91733,34.04622,-118.053753,0,32,None,Yes,37.48,Yes,Yes,DSL,15,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,83.7,2633.3,0,0,1199.36,3832.66,Stayed,,
3283-WCWXT,Male,58,Yes,3,Los Angeles,90027,34.127194,-118.295647,8,6,Offer E,Yes,31.73,Yes,No,,,,,,,,,,,Two Year,No,Mailed Check,25.4,153.3,0,0,190.38,343.68,Stayed,,
3284-SVCRO,Female,35,Yes,0,Sunol,94586,37.587494,-121.862856,6,45,Offer B,Yes,42.32,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.5,1121.05,0,0,1904.4,3025.45,Stayed,,
3285-UCQVC,Female,31,No,0,Seaside,93955,36.625114,-121.823565,0,37,None,No,,,Yes,DSL,10,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,28.6,973.55,0,0,0,973.55,Churned,Other,Don't know
3292-PBZEJ,Male,75,No,0,Greenview,96037,41.528541,-122.955018,0,11,None,Yes,2.63,Yes,Yes,Fiber Optic,13,No,Yes,Yes,Yes,Yes,Yes,No,No,Two Year,Yes,Bank Withdrawal,111.4,1183.05,0,40,28.93,1251.98,Stayed,,
3295-YVUSR,Male,73,No,0,Glendale,91202,34.167926,-118.267539,0,2,None,Yes,15.19,Yes,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,72.6,154.3,0,0,30.38,184.68,Joined,,
3296-SILRA,Female,76,Yes,0,Lakeport,95453,39.080469,-122.955176,6,1,None,Yes,41.16,No,Yes,Fiber Optic,6,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,76.4,76.4,0,0,41.16,117.56,Churned,Attitude,Attitude of support person
3298-QEICA,Female,27,Yes,0,Fountain Valley,92708,33.712036,-117.950113,10,23,None,No,,,Yes,DSL,42,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,34.6,813.45,0,0,0,813.45,Stayed,,
3301-LSLWQ,Female,32,No,0,Vallejo,94592,38.093701,-122.276589,0,29,None,Yes,17.87,Yes,Yes,Cable,26,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,66.1,1912.15,0,0,518.23,2430.38,Stayed,,
3301-VKTGC,Male,27,Yes,1,Huron,93234,36.217864,-120.080117,1,68,None,Yes,29.67,Yes,Yes,Fiber Optic,85,Yes,Yes,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,85.5,5696.6,0,0,2017.56,7714.16,Stayed,,
3307-TLCUD,Male,36,Yes,0,Los Angeles,90001,33.973616,-118.24902,1,17,None,No,,,Yes,Cable,10,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,34.4,592.75,0,0,0,592.75,Stayed,,
3308-DGHKL,Male,54,No,0,Linden,95236,38.047746,-121.030499,0,69,None,Yes,17.74,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,19.3,1447.9,0,0,1224.06,2671.96,Stayed,,
3308-JSGML,Male,77,Yes,0,Shandon,93461,35.634488,-120.293534,3,59,None,No,,,Yes,Cable,6,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,64.05,3886.85,0,0,0,3886.85,Stayed,,
3308-MHOOC,Male,37,No,3,Scotia,95565,40.440636,-124.098739,0,1,None,Yes,17.89,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.2,19.2,0,0,17.89,37.09,Joined,,
3312-UUMZW,Male,33,Yes,0,San Jose,95117,37.311088,-121.961786,3,32,None,Yes,47.89,Yes,Yes,Fiber Optic,9,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,98.85,3145.9,0,0,1532.48,4678.38,Stayed,,
3312-ZWLGF,Male,69,Yes,0,Acton,93510,34.501452,-118.207862,0,29,None,Yes,10.55,Yes,Yes,Fiber Optic,2,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.3,2414.55,0,0,305.95,2720.5,Stayed,,
3313-QKNKB,Male,24,Yes,0,Pebble Beach,93953,36.587497,-121.944815,0,59,Offer B,Yes,6.91,Yes,Yes,Fiber Optic,52,No,No,No,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,85.55,5084.65,0,0,407.69,5492.34,Churned,Competitor,Competitor offered more data
3315-IKYZQ,Male,42,Yes,1,Los Angeles,90035,34.051809,-118.383843,2,28,Offer C,No,,,Yes,DSL,19,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,No,Credit Card,50.8,1386.8,0,0,0,1386.8,Stayed,,
3315-TOTBP,Male,29,No,0,Mill Creek,96061,40.331975,-121.460674,0,15,Offer D,Yes,44.86,Yes,Yes,Fiber Optic,52,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Mailed Check,76,1130.85,0,0,672.9,1803.75,Churned,Dissatisfaction,Lack of self-service on Website
3316-UWXUY,Male,64,No,0,Burbank,91502,34.177267,-118.31003,0,50,Offer B,Yes,40.83,No,Yes,Fiber Optic,21,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,93.5,4747.5,0,0,2041.5,6789,Stayed,,
3317-HRTNN,Female,79,No,0,San Diego,92109,32.787836,-117.232376,0,5,None,No,,,Yes,DSL,15,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,45.7,198,0,0,0,198,Churned,Competitor,Competitor made better offer
3317-VLGQT,Female,50,Yes,0,Wallace,95254,38.192608,-120.957842,7,14,None,Yes,4.45,No,Yes,Fiber Optic,16,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,78.1,1122.4,0,0,62.3,1184.7,Stayed,,
3318-ISQFQ,Female,23,No,0,Newark,94560,37.504133,-122.032347,0,20,Offer D,Yes,10.97,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.5,413,0,0,219.4,632.4,Stayed,,
3318-NMQXL,Male,58,No,0,El Monte,91731,34.079934,-118.046695,0,3,Offer E,Yes,15.6,No,Yes,Fiber Optic,9,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92,266.8,0,0,46.8,313.6,Joined,,
3318-OSATS,Male,70,No,0,Sierra City,96125,39.600599,-120.636358,0,35,Offer C,Yes,35.1,Yes,Yes,Fiber Optic,29,No,No,No,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,95.45,3474.05,0,80,1228.5,4782.55,Churned,Other,Don't know
3319-DWOEP,Male,69,Yes,0,San Diego,92121,32.898613,-117.202937,0,6,Offer E,Yes,47.9,No,Yes,Fiber Optic,6,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.75,573.75,0,0,287.4,861.15,Churned,Competitor,Competitor made better offer
3320-VEOYC,Male,65,No,0,Beverly Hills,90210,34.099891,-118.414338,0,14,None,Yes,37.62,Yes,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.6,1273.3,0,0,526.68,1799.98,Stayed,,
3323-CPBWR,Male,61,No,0,Knights Landing,95645,38.875508,-121.765866,0,23,Offer D,Yes,8.5,Yes,Yes,Fiber Optic,6,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,96.9,2085.45,0,0,195.5,2280.95,Stayed,,
3324-OIRTO,Male,23,Yes,3,Glennville,93226,35.735694,-118.738483,1,71,Offer A,Yes,14.14,No,Yes,Fiber Optic,59,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.65,7288.4,0,0,1003.94,8292.34,Stayed,,
3325-FUYCG,Male,58,Yes,0,Five Points,93624,36.397745,-120.119911,1,28,Offer C,Yes,9.62,Yes,Yes,Fiber Optic,24,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,106.1,2847.4,0,0,269.36,3116.76,Churned,Dissatisfaction,Service dissatisfaction
3327-YBAKM,Female,31,Yes,0,San Diego,92131,32.89325,-117.087091,10,64,None,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,Stayed,,
3329-WDIOK,Female,56,No,0,Edwards,93523,34.966777,-117.961179,0,3,None,No,,,Yes,Cable,25,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.6,155.35,0,0,0,155.35,Churned,Dissatisfaction,Poor expertise of online support
3331-HQDTW,Female,23,No,0,San Diego,92130,32.957195,-117.202542,0,34,None,Yes,7.99,Yes,Yes,Fiber Optic,76,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,109.8,3587.25,0,0,271.66,3858.91,Churned,Competitor,Competitor made better offer
3334-CTHOL,Female,51,No,0,Jackson,95642,38.336216,-120.76901,0,1,None,Yes,43.49,Yes,Yes,Cable,4,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.95,49.95,0,0,43.49,93.44,Churned,Competitor,Competitor had better devices
3336-JORSO,Female,70,No,0,Hayward,94542,37.656695,-122.048361,0,33,Offer C,Yes,17.24,Yes,Yes,Fiber Optic,25,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,110.45,3655.45,0,70,568.92,4294.37,Churned,Dissatisfaction,Product dissatisfaction
3338-CVVEH,Male,38,No,0,Chula Vista,91913,32.64164,-116.985026,0,12,Offer D,Yes,13.88,Yes,Yes,Fiber Optic,8,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,94.55,1173.55,0,0,166.56,1340.11,Stayed,,
3339-EAQNV,Male,75,Yes,0,Palermo,95968,39.435756,-121.552071,7,72,None,Yes,11.23,Yes,Yes,Fiber Optic,20,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,97.25,7133.1,0,0,808.56,7941.66,Stayed,,
3340-QBBFM,Male,65,Yes,0,Petaluma,94954,38.235021,-122.557332,9,36,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,Stayed,,
3345-JHUEO,Male,29,No,0,Windsor,95492,38.527297,-122.810044,0,4,None,Yes,46.53,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.2,55.7,0,0,186.12,241.82,Stayed,,
3345-PBBFH,Male,24,Yes,0,Fowler,93625,36.625792,-119.672483,6,8,Offer E,Yes,2.38,No,Yes,DSL,53,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.55,393.45,0,0,19.04,412.49,Stayed,,
3346-BRMIS,Female,70,Yes,0,Bonsall,92003,33.290907,-117.202895,1,18,None,No,,,Yes,DSL,12,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,48.35,810.7,0,0,0,810.7,Churned,Dissatisfaction,Service dissatisfaction
3347-YJZZE,Male,60,Yes,2,Los Osos,93402,35.279984,-120.824288,6,29,None,Yes,6.73,Yes,Yes,DSL,27,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,80.1,2211.8,0,0,195.17,2406.97,Stayed,,
3348-CFRNX,Female,47,Yes,0,Healdsburg,95448,38.618347,-122.908422,1,28,None,Yes,37.66,No,Yes,Fiber Optic,20,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,92.35,2602.9,0,0,1054.48,3657.38,Churned,Price,Lack of affordable download/upload speed
3349-ANQNH,Female,70,No,0,Del Rey,93616,36.657462,-119.595293,0,59,None,Yes,24.27,Yes,Yes,Fiber Optic,9,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99.5,5890,0,0,1431.93,7321.93,Stayed,,
3351-NGXYI,Female,70,No,0,San Diego,92106,32.71346,-117.236378,0,16,Offer D,Yes,9.72,Yes,Yes,DSL,29,Yes,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,54.1,889,0,0,155.52,1044.52,Stayed,,
3351-NQLDI,Female,41,Yes,0,Travis Afb,94535,38.265899,-121.939461,1,67,Offer A,Yes,30.94,Yes,Yes,Fiber Optic,11,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,94.35,6341.45,0,0,2072.98,8414.43,Churned,Price,Long distance charges
3352-ALMCK,Male,42,No,0,Navarro,95463,39.182916,-123.552571,0,40,None,Yes,32.78,Yes,Yes,Fiber Optic,29,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,102.65,4108.15,0,0,1311.2,5419.35,Stayed,,
3352-RICWQ,Female,45,Yes,2,Davis,95616,38.508735,-121.678813,6,9,Offer E,Yes,16.13,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.75,210.65,0,0,145.17,355.82,Stayed,,
3354-OADJP,Female,37,No,0,Bolinas,94924,37.943087,-122.72379,0,8,None,Yes,42.78,No,Yes,DSL,27,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,54.25,447.75,0,0,342.24,789.99,Stayed,,
3359-DSRKA,Female,48,Yes,3,Scott Bar,96085,41.737962,-123.07557,9,58,Offer B,Yes,11.81,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.85,1158.85,0,0,684.98,1843.83,Stayed,,
3363-DTIVD,Male,55,Yes,3,Reseda,91335,34.200175,-118.540958,3,71,Offer A,Yes,25.02,Yes,Yes,Fiber Optic,53,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,105.55,7405.5,0,0,1776.42,9181.92,Stayed,,
3363-EWLGO,Female,33,No,0,Freedom,95019,36.936228,-121.785559,0,5,None,Yes,34.8,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.95,109.6,0,0,174,283.6,Stayed,,
3365-SAIGS,Female,60,No,0,Rancho Santa Fe,92067,33.012751,-117.200617,0,17,None,Yes,22.61,No,Yes,Fiber Optic,19,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.55,1329.15,0,0,384.37,1713.52,Stayed,,
3370-GQEAL,Male,63,Yes,2,Indio,92201,33.713891,-116.237257,9,30,None,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,Stayed,,
3370-HXOPH,Female,50,No,0,Mountain View,94041,37.388349,-122.075299,0,3,None,Yes,14.35,Yes,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,76.1,257.6,0,0,43.05,300.65,Joined,,
3372-CDXFJ,Male,31,Yes,2,San Quentin,94964,37.942551,-122.491642,8,13,None,Yes,48.7,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,24.5,343.6,0,0,633.1,976.7,Stayed,,
3372-KWFBM,Male,76,No,0,Bayside,95524,40.825486,-124.049485,0,16,None,Yes,19.18,Yes,Yes,Fiber Optic,22,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.6,1281,0,0,306.88,1587.88,Churned,Dissatisfaction,Network reliability
3373-DIUUN,Male,58,Yes,3,Hinkley,92347,34.983808,-117.239306,6,30,None,Yes,40,No,No,,,,,,,,,,,Two Year,No,Credit Card,21.25,711.9,0,0,1200,1911.9,Stayed,,
3373-YZZYM,Male,57,Yes,3,Los Gatos,95030,37.222842,-121.988727,10,1,None,Yes,32.78,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.2,19.2,0,0,32.78,51.98,Joined,,
3374-LXDEV,Female,42,No,0,Pearblossom,93553,34.445239,-117.894868,0,13,Offer D,Yes,8.59,Yes,Yes,Fiber Optic,15,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,89.4,1132.35,0,0,111.67,1244.02,Churned,Competitor,Competitor had better devices
3374-PZLXD,Male,31,No,0,Blairsden Graeagle,96103,39.783747,-120.661032,0,34,Offer C,Yes,36.52,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.7,675.6,0,0,1241.68,1917.28,Stayed,,
3374-TTZTK,Male,26,Yes,0,Sun City,92585,33.739412,-117.173334,4,52,None,Yes,49.82,No,Yes,Fiber Optic,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,106.3,5487,0,0,2590.64,8077.64,Stayed,,
3376-BMGFE,Female,42,No,1,Monrovia,91016,34.1528,-118.000482,0,4,Offer E,Yes,33.5,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.9,273,8.74,0,134,398.26,Churned,Dissatisfaction,Product dissatisfaction
3378-AJRAO,Male,44,Yes,0,Garden Grove,92840,33.787165,-117.931889,7,44,None,Yes,32.22,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,24.85,1013.6,0,0,1417.68,2431.28,Stayed,,
3384-CTMSF,Male,61,Yes,0,Lincoln,95648,38.922812,-121.312005,2,47,Offer B,Yes,48.69,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.1,5135.15,0,0,2288.43,7423.58,Stayed,,
3387-PLKUI,Female,27,Yes,1,San Jose,95119,37.233226,-121.78809,6,13,Offer D,Yes,16.74,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,18.8,251.25,0,0,217.62,468.87,Stayed,,
3387-VATUS,Male,44,No,0,Aromas,95004,36.878364,-121.629781,0,5,Offer E,Yes,40.15,Yes,Yes,Fiber Optic,19,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.85,462.8,0,0,200.75,663.55,Churned,Attitude,Attitude of service provider
3389-KTRXV,Female,61,Yes,3,Ravendale,96123,40.845738,-120.322219,0,23,None,Yes,7.11,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,23.85,625.65,0,0,163.53,789.18,Stayed,,
3389-YGYAI,Female,79,No,0,Princeton,95970,39.424957,-122.039307,0,8,None,Yes,45.16,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,105.5,829.55,0,0,361.28,1190.83,Churned,Price,Price too high
3391-JSQEW,Male,32,Yes,0,San Jose,95110,37.34667,-121.910019,7,40,None,Yes,24.3,No,Yes,DSL,28,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.15,2058.5,37.03,0,972,2993.47,Stayed,,
3392-EHMNK,Female,53,Yes,3,Thermal,92274,33.53604,-116.119222,1,67,Offer A,Yes,11.4,Yes,Yes,Fiber Optic,27,No,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,94.1,6302.8,0,0,763.8,7066.6,Stayed,,
3393-FMZPV,Female,59,No,0,Elverta,95626,38.734997,-121.463719,0,25,None,Yes,36.24,Yes,Yes,Fiber Optic,3,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.25,2387.75,0,0,906,3293.75,Churned,Price,Extra data charges
3396-DKDEL,Female,45,Yes,3,King City,93930,36.220761,-120.980777,3,70,Offer A,Yes,11.36,Yes,Yes,Fiber Optic,53,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,115.15,8250,0,0,795.2,9045.2,Stayed,,
3397-AVTKU,Male,64,No,0,Mount Hamilton,95140,37.382909,-121.634151,0,43,None,Yes,21.64,No,Yes,DSL,13,No,Yes,No,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,60,2548.55,0,0,930.52,3479.07,Stayed,,
3398-FSHON,Female,79,No,0,San Diego,92121,32.898613,-117.202937,0,12,None,Yes,34.01,Yes,Yes,Fiber Optic,18,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.3,1094.5,0,0,408.12,1502.62,Churned,Competitor,Competitor made better offer
3398-GCPMU,Female,74,Yes,0,Fullerton,92833,33.877639,-117.961212,4,72,Offer A,Yes,5.77,Yes,Yes,DSL,24,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,89.55,6448.85,0,0,415.44,6864.29,Stayed,,
3398-ZOUAA,Male,76,Yes,0,Redwood City,94063,37.499411,-122.196318,1,21,Offer D,Yes,19.74,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.1,1474.75,0,0,414.54,1889.29,Churned,Attitude,Attitude of support person
3399-BMLVW,Male,40,Yes,0,Whitmore,96096,40.637105,-121.906949,5,51,Offer B,Yes,9.53,No,Yes,DSL,10,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,60.5,3121.45,0,0,486.03,3607.48,Stayed,,
3400-ESFUW,Male,28,Yes,0,Cupertino,95014,37.306612,-122.080621,1,55,Offer B,Yes,8.8,No,Yes,DSL,48,Yes,Yes,No,Yes,No,No,No,No,Two Year,No,Bank Withdrawal,57.55,3046.4,0,60,484,3590.4,Churned,Competitor,Competitor offered more data
3401-URHDA,Male,59,No,0,Emigrant Gap,95715,39.23754,-120.720196,0,51,None,Yes,9.85,Yes,Yes,Cable,3,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,59.9,3043.6,0,0,502.35,3545.95,Stayed,,
3402-XRIUO,Female,73,Yes,0,Glendale,91201,34.17051,-118.289463,5,22,Offer D,Yes,17.22,Yes,Yes,DSL,25,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,63.55,1381.8,0,0,378.84,1760.64,Stayed,,
3404-JNXAX,Female,40,Yes,2,Ukiah,95482,39.134075,-123.23422,9,51,Offer B,Yes,29.56,Yes,Yes,Fiber Optic,27,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.75,4116.9,0,0,1507.56,5624.46,Stayed,,
3407-JMJQQ,Female,22,Yes,1,Oakhurst,93644,37.648647,-119.231447,2,71,None,Yes,1.84,Yes,Yes,Fiber Optic,69,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,109,7661.8,0,150,130.64,7942.44,Stayed,,
3407-QGWLG,Male,23,No,1,Roseville,95661,38.736685,-121.251984,0,3,None,Yes,37.85,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.05,75.45,0,0,113.55,189,Joined,,
3410-MHHUM,Female,40,Yes,2,San Francisco,94111,37.801776,-122.402293,4,44,Offer B,Yes,24.71,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,No,Yes,Yes,No,One Year,No,Bank Withdrawal,94.4,4295.35,0,40,1087.24,5422.59,Stayed,,
3410-YOQBQ,Female,61,No,0,Compton,90221,33.885811,-118.206459,0,31,None,Yes,25.57,No,Yes,DSL,27,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,79.2,2497.2,0,70,792.67,3359.87,Stayed,,
3411-WLRSQ,Female,80,Yes,0,Los Angeles,90038,34.088017,-118.327168,3,3,Offer E,Yes,39.51,No,Yes,Fiber Optic,17,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,74.6,239.05,0,30,118.53,387.58,Joined,,
3413-BMNZE,Male,71,No,0,Los Angeles,90037,34.002642,-118.287596,0,1,Offer E,Yes,11.89,No,Yes,DSL,12,No,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,45.25,45.25,0,0,11.89,57.14,Joined,,
3413-CSSTH,Male,40,No,0,Stevinson,95374,37.316807,-120.855753,0,41,None,Yes,6.6,Yes,Yes,Cable,3,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,55.7,2237.55,0,0,270.6,2508.15,Stayed,,
3413-DHLPB,Male,57,Yes,1,Oceano,93445,35.059695,-120.604741,1,60,Offer B,Yes,2.83,Yes,Yes,Fiber Optic,19,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.75,5969.95,0,0,169.8,6139.75,Stayed,,
3415-TAILE,Female,21,Yes,2,Johannesburg,93528,35.363339,-117.637641,1,2,None,Yes,27.27,No,Yes,DSL,51,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,65.7,134.35,0,0,54.54,188.89,Churned,Competitor,Competitor had better devices
3417-TSCIC,Male,19,No,0,Cloverdale,95425,38.801936,-122.938935,0,29,None,No,,,Yes,DSL,59,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,24.85,788.05,0,0,0,788.05,Stayed,,
3419-SNJJD,Female,78,Yes,0,Yorba Linda,92887,33.884073,-117.732197,3,65,Offer B,Yes,18.39,Yes,Yes,Fiber Optic,28,Yes,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,105.25,6786.4,0,0,1195.35,7981.75,Churned,Attitude,Attitude of support person
3420-YJLQT,Female,45,No,0,Alturas,96101,41.468877,-120.54229,0,2,Offer E,Yes,25.56,Yes,Yes,Fiber Optic,6,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,79.55,151.75,0,0,51.12,202.87,Joined,,
3420-ZDBMA,Male,78,No,0,Brea,92821,33.930199,-117.862898,0,5,Offer E,Yes,17.13,No,Yes,Fiber Optic,9,No,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,71.45,371.6,0,0,85.65,457.25,Stayed,,
3422-GALYP,Male,20,No,0,Phillipsville,95559,40.184094,-123.745487,0,2,Offer E,Yes,28.61,Yes,Yes,Fiber Optic,85,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.45,145.15,0,0,57.22,202.37,Joined,,
3422-LYEPQ,Male,57,Yes,0,Carmel By The Sea,93921,36.554618,-121.922239,1,1,Offer E,Yes,18.84,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71,71,0,0,18.84,89.84,Churned,Attitude,Attitude of support person
3422-WJOYD,Male,27,Yes,0,Oakland,94618,37.84551,-122.235181,1,28,None,Yes,33.63,No,Yes,DSL,48,Yes,No,No,Yes,No,No,No,No,One Year,No,Credit Card,54.35,1426.45,0,30,941.64,2398.09,Stayed,,
3423-HHXAO,Female,58,Yes,1,Littlerock,93543,34.505273,-117.955054,2,14,None,Yes,41.05,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.5,272,0,0,574.7,846.7,Stayed,,
3424-NMNBO,Male,78,Yes,0,San Diego,92117,32.825086,-117.199424,1,58,None,Yes,49.38,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,108.85,6287.25,0,0,2864.04,9151.29,Churned,Competitor,Competitor made better offer
3426-NIYYL,Male,47,No,0,Sausalito,94965,37.848641,-122.515692,0,15,Offer D,Yes,3.15,Yes,Yes,DSL,26,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,51.55,765.5,0,20,47.25,832.75,Churned,Attitude,Attitude of support person
3427-GGZZI,Female,30,Yes,0,Midpines,95345,37.581496,-119.972762,1,19,None,Yes,45.37,Yes,Yes,Fiber Optic,52,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.1,1620.8,0,0,862.03,2482.83,Stayed,,
3428-MMGUB,Male,34,No,0,Rio Nido,95471,38.522328,-122.97932,0,60,None,Yes,7.1,Yes,Yes,Fiber Optic,10,No,No,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,89.55,5231.2,0,0,426,5657.2,Stayed,,
3428-XZMAZ,Male,64,No,0,Turlock,95382,37.529656,-120.854357,0,1,None,Yes,45.86,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.35,69.35,0,0,45.86,115.21,Churned,Price,Long distance charges
3429-IFLEM,Female,48,No,0,Hayward,94544,37.639215,-122.037554,0,71,Offer A,Yes,18.2,No,Yes,DSL,28,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,77.35,5550.1,0,0,1292.2,6842.3,Stayed,,
3439-GVUSX,Male,45,No,0,Lookout,96054,41.280478,-121.160249,0,1,None,No,,,Yes,DSL,29,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,24.4,24.4,0,0,0,24.4,Joined,,
3440-JPSCL,Female,26,No,0,Sonoma,95476,38.25485,-122.461799,0,6,None,Yes,5.16,No,Yes,Fiber Optic,59,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,99.95,547.65,0,0,30.96,578.61,Churned,Competitor,Competitor offered higher download speeds
3441-CGZJH,Female,46,Yes,2,Lost Hills,93249,35.637715,-119.893068,8,43,None,No,,,Yes,DSL,10,Yes,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Credit Card,60.4,2640.55,0,100,0,2740.55,Stayed,,
3442-ZHHCC,Male,60,No,0,Coarsegold,93614,37.212191,-119.749323,0,68,Offer A,Yes,1.27,Yes,Yes,Cable,13,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,76.9,5023,0,0,86.36,5109.36,Stayed,,
3445-HXXGF,Male,66,Yes,0,Sierra Madre,91024,34.168686,-118.057505,6,58,Offer B,No,,,Yes,DSL,24,No,Yes,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.3,2651.2,40.95,0,0,2610.25,Churned,Dissatisfaction,Service dissatisfaction
3446-QDSZF,Female,57,No,0,Homewood,96141,39.117018,-120.212535,0,4,Offer E,Yes,38.96,No,Yes,DSL,10,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,55.5,227.35,0,0,155.84,383.19,Stayed,,
3450-WXOAT,Male,36,No,0,Bakersfield,93309,35.342891,-119.064803,0,46,Offer B,Yes,24.13,No,Yes,Cable,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.2,2065.15,0,0,1109.98,3175.13,Stayed,,
3451-VAWLI,Female,62,Yes,2,North Highlands,95660,38.671295,-121.388251,5,35,None,Yes,15.41,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.7,730.4,0,0,539.35,1269.75,Stayed,,
3452-ABWRL,Male,70,No,0,San Jose,95132,37.424655,-121.74841,0,47,None,Yes,44.08,Yes,Yes,Fiber Optic,20,No,No,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,86.05,3865.6,0,0,2071.76,5937.36,Stayed,,
3452-FLHYD,Male,47,Yes,0,Lucerne,95458,39.141934,-122.770679,3,25,None,Yes,25.08,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,20.95,495.15,0,0,627,1122.15,Stayed,,
3452-GWUIN,Female,78,Yes,0,Raisin City,93652,36.594542,-119.905245,10,19,None,Yes,19.57,Yes,Yes,Fiber Optic,27,No,No,No,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,94.95,1760.25,0,0,371.83,2132.08,Stayed,,
3452-SRFEG,Male,39,No,0,La Verne,91750,34.144703,-117.770299,0,49,Offer B,Yes,23.82,Yes,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.6,3720.35,0,0,1167.18,4887.53,Stayed,,
3453-RTHJQ,Male,59,No,0,San Bernardino,92407,34.250069,-117.393949,0,6,Offer E,Yes,18.65,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.1,435,0,0,111.9,546.9,Stayed,,
3454-JFUBC,Male,66,No,0,Pala,92059,33.384345,-117.072619,0,68,Offer A,Yes,10.48,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20,1396,0,0,712.64,2108.64,Stayed,,
3457-PQBYH,Female,35,Yes,1,Washington,95986,39.34128,-120.786867,6,58,None,Yes,17.21,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.3,1160.75,25.57,0,998.18,2133.36,Stayed,,
3458-IDMFK,Male,29,No,0,Idyllwild,92549,33.755039,-116.741796,0,25,Offer C,Yes,29.38,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.75,499.4,0,0,734.5,1233.9,Stayed,,
3460-TJBWI,Male,58,Yes,3,Marshall,94940,38.129308,-122.834815,1,24,None,Yes,7.37,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.2,609.05,0,0,176.88,785.93,Stayed,,
3462-BJQQA,Female,23,No,0,Belvedere Tiburon,94920,37.885629,-122.46858,0,6,None,Yes,34.42,Yes,Yes,Fiber Optic,42,No,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,89.75,552.65,0,60,206.52,819.17,Stayed,,
3466-BYAVD,Male,50,Yes,1,Long Beach,90802,33.752524,-118.210737,1,15,None,Yes,8.44,No,Yes,Cable,21,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,69.5,1071.4,0,0,126.6,1198,Stayed,,
3466-RITXD,Male,34,No,0,Twin Bridges,95735,38.805481,-120.13287,0,26,None,Yes,37.59,Yes,Yes,Fiber Optic,8,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,92.4,2349.8,0,0,977.34,3327.14,Stayed,,
3466-WAESX,Male,46,No,2,Rancho Cucamonga,91701,34.132275,-117.611478,0,16,Offer D,Yes,13.99,Yes,Yes,DSL,18,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.1,1083.7,0,0,223.84,1307.54,Stayed,,
3468-DRVQJ,Female,42,Yes,1,Los Angeles,90031,34.085807,-118.206617,5,10,None,Yes,26.37,Yes,Yes,Cable,26,Yes,Yes,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,70.3,676.15,0,0,263.7,939.85,Stayed,,
3470-BTGQO,Male,60,No,2,Belmont,94002,37.509366,-122.306132,0,21,Offer D,Yes,19.57,No,Yes,DSL,29,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.65,985.05,0,0,410.97,1396.02,Stayed,,
3470-OBUET,Female,49,Yes,2,San Jose,95123,37.238758,-121.828375,5,67,None,Yes,43.01,Yes,Yes,Cable,16,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,74,4868.4,0,0,2881.67,7750.07,Stayed,,
3472-OAOOR,Male,23,Yes,1,Mission Hills,91345,34.266389,-118.459744,3,19,None,No,,,Yes,Cable,52,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,34.95,610.2,0,0,0,610.2,Stayed,,
3472-QPRCH,Male,43,Yes,1,Sacramento,95826,38.542532,-121.378826,9,40,None,Yes,27.95,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.25,1006.9,44.51,0,1118,2080.39,Stayed,,
3473-XIIIT,Female,61,Yes,0,Sacramento,95824,38.517295,-121.439819,1,16,None,Yes,37.83,Yes,Yes,Cable,26,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100,1534.75,0,0,605.28,2140.03,Churned,Competitor,Competitor had better devices
3474-BAFSJ,Male,27,Yes,0,West Hollywood,90069,34.093781,-118.381061,2,57,None,No,,,Yes,DSL,69,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,57.5,3265.95,0,150,0,3415.95,Stayed,,
3481-JHUZH,Male,36,Yes,0,Forks Of Salmon,96031,41.232128,-123.194748,10,41,Offer B,Yes,39.39,Yes,Yes,Fiber Optic,3,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.25,3439,2.18,0,1614.99,5051.81,Stayed,,
3482-ABPKK,Female,19,No,0,Nuevo,92567,33.82769,-117.102244,0,28,Offer C,Yes,28.42,No,Yes,DSL,48,Yes,No,No,Yes,No,No,No,No,One Year,No,Credit Card,54.3,1546.3,0,150,795.76,2492.06,Stayed,,
3486-HOOGQ,Female,44,Yes,1,San Jose,95128,37.316146,-121.936285,3,70,Offer A,Yes,8.36,Yes,Yes,DSL,19,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,79.7,5743.3,0,0,585.2,6328.5,Stayed,,
3486-KHMLI,Male,53,No,1,Adelanto,92301,34.667815,-117.536183,0,21,Offer D,Yes,31.26,Yes,No,,,,,,,,,,,Month-to-Month,No,Credit Card,24.7,467.15,0,0,656.46,1123.61,Stayed,,
3486-NPGST,Female,47,No,0,Mill Valley,94941,37.901371,-122.572024,0,36,None,Yes,41.33,No,No,,,,,,,,,,,One Year,No,Credit Card,19.55,620.75,0,0,1487.88,2108.63,Stayed,,
3487-EARAT,Female,46,Yes,0,Wishon,93669,37.287758,-119.548156,7,70,None,Yes,19.1,No,Yes,DSL,21,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,74.1,5222.3,0,0,1337,6559.3,Stayed,,
3488-PGMQJ,Male,66,No,0,Alpine,91901,32.827184,-116.703729,0,8,None,Yes,1.78,No,Yes,Fiber Optic,7,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.5,606.55,0,0,14.24,620.79,Churned,Dissatisfaction,Poor expertise of online support
3489-HHPFY,Female,40,Yes,0,Amboy,92304,34.559882,-115.637164,9,2,None,Yes,22.23,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.05,134.05,0,0,44.46,178.51,Joined,,
3489-VSFRD,Female,32,No,0,Willits,95490,39.492046,-123.375818,0,56,Offer B,Yes,30.86,No,Yes,DSL,22,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,60.25,3282.75,0,0,1728.16,5010.91,Stayed,,
3494-JCHRQ,Male,38,No,0,Van Nuys,91411,34.17847,-118.459472,0,1,None,Yes,27.89,No,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.05,70.05,0,0,27.89,97.94,Churned,Attitude,Attitude of support person
3496-LFSZU,Male,40,Yes,0,Anaheim,92801,33.844983,-117.952151,2,4,None,Yes,28.47,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,70.5,294.2,0,10,113.88,418.08,Stayed,,
3498-LZGQZ,Male,59,Yes,3,Walnut Grove,95690,38.240419,-121.587535,2,63,None,Yes,30.1,No,No,,,,,,,,,,,Two Year,Yes,Mailed Check,19.15,1177.05,0,0,1896.3,3073.35,Stayed,,
3500-NSDOA,Male,35,Yes,0,Los Angeles,90008,34.008293,-118.346766,1,68,None,Yes,11.12,Yes,Yes,Cable,10,No,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,70.8,4859.95,0,0,756.16,5616.11,Stayed,,
3500-RMZLT,Female,76,No,0,Fresno,93702,36.739385,-119.753649,0,15,None,Yes,19.11,No,Yes,Fiber Optic,8,Yes,No,Yes,Yes,No,Yes,No,No,Month-to-Month,Yes,Credit Card,96.3,1426.75,0,150,286.65,1863.4,Churned,Attitude,Attitude of support person
3503-TYDAY,Female,41,Yes,0,Keene,93531,35.214982,-118.59049,7,43,Offer B,Yes,41.83,Yes,Yes,Fiber Optic,15,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.45,3398.9,0,0,1798.69,5197.59,Stayed,,
3506-LCJDC,Male,52,Yes,3,Modesto,95358,37.612612,-121.108568,1,1,None,Yes,8.03,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.95,19.95,0,0,8.03,27.98,Churned,Price,Long distance charges
3506-OVLKD,Male,40,No,0,Wilmington,90744,33.782068,-118.262263,0,35,None,Yes,49.13,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,26.2,954.9,0,0,1719.55,2674.45,Stayed,,
3507-GASNP,Male,49,No,2,North Hollywood,91602,34.15136,-118.364786,0,60,Offer B,Yes,16.59,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.95,1189.9,0,0,995.4,2185.3,Stayed,,
3508-CFVZL,Female,55,No,0,El Monte,91731,34.079934,-118.046695,0,71,Offer A,Yes,49.52,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,111.3,7985.9,0,0,3515.92,11501.82,Stayed,,
3508-VLHCZ,Female,43,Yes,3,Lakewood,90715,33.841027,-118.078097,10,71,Offer A,Yes,41.71,Yes,Yes,Cable,20,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.55,6239.05,0,0,2961.41,9200.46,Stayed,,
3509-GWQGF,Male,74,No,0,Ducor,93218,35.846067,-119.004073,0,24,Offer C,Yes,31.73,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,No,One Year,No,Credit Card,70,1732.6,0,140,761.52,2634.12,Stayed,,
3511-APPBJ,Male,21,No,0,Spring Valley,91977,32.726627,-116.994608,0,23,None,Yes,41.94,No,Yes,Fiber Optic,30,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,99.95,2292.75,0,0,964.62,3257.37,Stayed,,
3511-BFTJW,Male,25,Yes,3,Glendora,91740,34.119363,-117.855059,8,72,Offer A,No,,,Yes,DSL,82,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,38.5,2763,0,0,0,2763,Stayed,,
3512-IZIKN,Female,57,Yes,0,San Bernardino,92404,34.183286,-117.221722,1,70,Offer A,Yes,42.67,Yes,Yes,DSL,24,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,65.3,4759.75,0,0,2986.9,7746.65,Churned,Dissatisfaction,Product dissatisfaction
3518-FSTWG,Male,67,Yes,0,Paradise,95969,39.69676,-121.644379,1,72,None,Yes,17.71,Yes,Yes,Fiber Optic,4,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.55,7920.7,0,0,1275.12,9195.82,Stayed,,
3518-PZXZQ,Female,27,Yes,0,Castroville,95012,36.784481,-121.759054,8,1,None,Yes,36.69,No,Yes,DSL,82,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,55.3,55.3,0,0,36.69,91.99,Joined,,
3519-ZKXGG,Female,61,Yes,0,San Francisco,94123,37.800254,-122.436975,1,3,Offer E,Yes,44.34,Yes,Yes,Fiber Optic,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.85,256.6,0,0,133.02,389.62,Churned,Competitor,Competitor offered more data
3520-FJGCV,Male,47,Yes,1,San Diego,92120,32.807867,-117.060993,2,72,None,Yes,17.3,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,112.6,8126.65,0,0,1245.6,9372.25,Stayed,,
3521-HTQTV,Male,54,No,0,Hesperia,92345,34.361387,-117.337509,0,34,None,Yes,20.47,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,26.1,980.35,0,0,695.98,1676.33,Stayed,,
3521-MNKLV,Male,25,No,0,Nubieber,96068,41.082472,-121.195215,0,24,None,Yes,38.68,No,Yes,DSL,73,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.7,1167.8,0,0,928.32,2096.12,Stayed,,
3521-SYVOR,Female,26,No,0,San Diego,92126,32.886925,-117.152162,0,37,Offer C,Yes,3.27,No,Yes,Cable,71,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,64.75,2345.2,0,0,120.99,2466.19,Churned,Attitude,Attitude of support person
3522-CDKHF,Female,21,Yes,0,Stockton,95210,38.033219,-121.297433,6,32,Offer C,Yes,19.3,No,Yes,Fiber Optic,47,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.5,2324.7,0,0,617.6,2942.3,Stayed,,
3523-BRGUW,Male,65,No,0,Los Altos,94022,37.349546,-122.134356,0,26,Offer C,Yes,29.88,No,No,,,,,,,,,,,One Year,No,Credit Card,19.3,504.2,9.49,0,776.88,1271.59,Stayed,,
3523-QRQLL,Female,22,Yes,0,Bieber,96009,41.083464,-121.107929,1,22,None,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,Churned,Competitor,Competitor offered more data
3524-WQDSG,Female,29,Yes,2,Corte Madera,94925,37.924014,-122.511694,8,43,None,Yes,5.25,Yes,Yes,Fiber Optic,59,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.3,4209.95,0,0,225.75,4435.7,Stayed,,
3525-DVKFN,Female,58,No,0,Felton,95018,37.089111,-122.062213,0,17,Offer D,Yes,30.07,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.4,358.05,0,0,511.19,869.24,Stayed,,
3528-HFRIQ,Male,73,Yes,0,Los Angeles,90068,34.137411,-118.328915,10,71,None,No,,,Yes,Cable,28,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,52.3,3765.05,0,40,0,3805.05,Stayed,,
3530-CRZSB,Female,55,No,0,Malibu,90263,34.037037,-118.705803,0,7,None,Yes,15.54,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.65,155.9,0,0,108.78,264.68,Stayed,,
3530-VWVGU,Female,27,Yes,2,Manteca,95337,37.750822,-121.238423,2,22,Offer D,Yes,49.51,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.9,400.3,0,0,1089.22,1489.52,Stayed,,
3533-UVMOM,Male,56,Yes,0,Markleeville,96120,38.735789,-119.85798,4,68,None,Yes,11.94,No,Yes,DSL,3,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,70.95,4741.45,0,0,811.92,5553.37,Stayed,,
3536-IQCTX,Male,76,Yes,0,South Pasadena,91030,34.110444,-118.156957,1,32,None,Yes,49.6,Yes,Yes,Fiber Optic,10,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,85.3,2661.1,0,0,1587.2,4248.3,Churned,Competitor,Competitor had better devices
3537-HPKQT,Female,20,Yes,0,Mentone,92359,34.103578,-117.04054,3,55,None,Yes,23.45,Yes,Yes,Fiber Optic,53,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,77.75,4266.4,0,0,1289.75,5556.15,Stayed,,
3537-RYBHH,Female,78,Yes,0,Northridge,91324,34.238208,-118.55029,1,47,None,Yes,46.77,Yes,Yes,DSL,24,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Credit Card,67.45,3252,0,0,2198.19,5450.19,Stayed,,
3538-WZPHD,Male,46,No,0,San Francisco,94127,37.736535,-122.45732,0,3,Offer E,No,,,Yes,Cable,3,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,29.6,79.45,0,0,0,79.45,Churned,Competitor,Competitor had better devices
3540-RZJYU,Female,21,No,0,Zenia,95595,40.170357,-123.417298,0,15,None,Yes,20.03,No,Yes,Fiber Optic,59,Yes,No,No,No,Yes,No,Yes,No,Month-to-Month,No,Bank Withdrawal,86.2,1270.2,0,100,300.45,1670.65,Churned,Dissatisfaction,Lack of self-service on Website
3541-ZNUHK,Female,51,Yes,2,La Crescenta,91214,34.239636,-118.245259,5,55,None,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,Stayed,,
3544-FBCAS,Female,36,Yes,1,Philo,95466,39.094102,-123.500853,4,72,None,Yes,12.84,Yes,Yes,DSL,22,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,83.6,5959.3,0,0,924.48,6883.78,Stayed,,
3545-CNWRG,Female,52,Yes,3,Santa Monica,90402,34.035849,-118.503508,7,49,Offer B,Yes,27.38,Yes,Yes,Fiber Optic,57,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.35,4889.2,0,0,1341.62,6230.82,Stayed,,
3546-GHEAE,Male,29,No,0,Blythe,92225,33.674583,-114.71612,0,7,None,Yes,9.43,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.45,165.35,0,0,66.01,231.36,Stayed,,
3547-LQRIK,Female,20,Yes,0,San Gregorio,94074,37.331762,-122.341444,7,47,None,Yes,11.68,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,26.9,1250.85,0,0,548.96,1799.81,Stayed,,
3549-ZTMNH,Male,56,Yes,1,San Mateo,94402,37.556634,-122.317723,0,12,None,Yes,26.17,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,24,269.65,0,0,314.04,583.69,Stayed,,
3550-SAHFP,Female,51,No,0,Saint Helena,94574,38.581354,-122.296283,0,33,None,Yes,20.29,Yes,Yes,Fiber Optic,30,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,83.35,2757.85,0,40,669.57,3467.42,Churned,Price,Price too high
3551-GAEGL,Male,23,Yes,0,Oakhurst,93644,37.648647,-119.231447,0,34,None,No,,,Yes,DSL,42,Yes,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,30.4,938.65,0,0,0,938.65,Stayed,,
3551-HUAZH,Male,68,No,0,Brownsville,95919,39.440687,-121.263583,0,1,Offer E,Yes,11.08,Yes,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.4,74.4,0,0,11.08,85.48,Churned,Price,Price too high
3552-CTCYF,Male,42,Yes,3,San Bernardino,92411,34.122501,-117.320138,4,63,Offer B,Yes,40.73,Yes,Yes,Fiber Optic,76,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.8,6597.25,0,0,2565.99,9163.24,Stayed,,
3556-BVQGL,Female,21,Yes,0,Sutter Creek,95685,38.432145,-120.77069,2,20,Offer D,Yes,19.15,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20,416.45,0,0,383,799.45,Stayed,,
3557-HTYWR,Female,56,No,0,Los Angeles,90043,33.988543,-118.334081,0,47,None,Yes,45.67,Yes,Yes,DSL,3,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,74.05,3496.3,0,0,2146.49,5642.79,Stayed,,
3563-SVYLG,Male,38,Yes,1,Nipton,92364,35.478736,-115.516984,4,68,Offer A,Yes,36.51,No,Yes,DSL,24,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,62.65,4375.8,0,0,2482.68,6858.48,Stayed,,
3565-UNOCC,Female,65,Yes,0,Stockton,95209,38.044523,-121.348048,1,29,None,Yes,22.33,Yes,Yes,Fiber Optic,6,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.05,2952.85,0,0,647.57,3600.42,Churned,Competitor,Competitor offered higher download speeds
3566-CAAYU,Female,28,Yes,3,Cayucos,93430,35.511833,-120.918713,3,64,Offer B,No,,,Yes,DSL,59,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,49.85,3210.35,0,0,0,3210.35,Stayed,,
3566-HJGPK,Male,50,No,0,Woodland Hills,91367,34.178068,-118.615714,0,1,Offer E,Yes,16.34,No,Yes,DSL,4,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,45.55,45.55,0,0,16.34,61.89,Joined,,
3566-VVORZ,Female,39,Yes,0,Westlake Village,91361,34.130992,-118.894673,0,12,None,Yes,30.79,No,Yes,DSL,4,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.9,505.95,0,0,369.48,875.43,Stayed,,
3567-PQTSO,Male,40,Yes,1,Junction City,96048,40.913192,-123.06597,7,53,Offer B,Yes,3.78,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.25,5576.3,0,0,200.34,5776.64,Stayed,,
3569-EDBPQ,Female,44,No,0,Pine Grove,95665,38.400264,-120.641274,0,24,None,Yes,25.81,Yes,Yes,Fiber Optic,3,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.35,1938.05,0,0,619.44,2557.49,Stayed,,
3569-JFODW,Female,20,Yes,1,Del Mar,92014,32.948262,-117.256086,2,72,None,Yes,45.66,Yes,Yes,DSL,47,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,90.95,6652.45,0,0,3287.52,9939.97,Stayed,,
3569-VLDHH,Male,59,Yes,3,Sacramento,95824,38.517295,-121.439819,0,66,Offer A,Yes,29.5,No,Yes,DSL,76,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,75.1,5013,0,0,1947,6960,Stayed,,
3570-YUEKJ,Female,40,No,0,Fresno,93725,36.623632,-119.741322,0,42,None,Yes,8.71,No,Yes,DSL,23,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.55,2077.95,0,0,365.82,2443.77,Stayed,,
3571-DPYUH,Male,30,Yes,3,Temecula,92592,33.507255,-117.029473,1,58,Offer B,Yes,43.75,Yes,Yes,Fiber Optic,69,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,94.7,5430.35,0,0,2537.5,7967.85,Stayed,,
3571-RFHAR,Male,60,No,0,Santa Paula,93060,34.402343,-119.094824,0,65,Offer B,Yes,9.36,Yes,Yes,Fiber Optic,4,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,109.15,6941.2,0,140,608.4,7689.6,Churned,Attitude,Attitude of support person
3572-UOLYZ,Female,28,No,2,San Jose,95118,37.255479,-121.889838,0,46,None,Yes,4.08,Yes,Yes,Fiber Optic,59,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.8,3958.85,0,0,187.68,4146.53,Stayed,,
3572-UUHRS,Male,47,No,0,Castro Valley,94546,37.708327,-122.083473,0,45,None,Yes,40.59,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,18.85,867.3,0,0,1826.55,2693.85,Stayed,,
3577-AMVUX,Male,59,No,0,Big Bear City,92314,34.278967,-116.773825,0,1,None,Yes,14.65,No,Yes,Cable,15,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,55.05,55.05,0,0,14.65,69.7,Joined,,
3580-GICBM,Female,56,Yes,1,Clovis,93611,36.917652,-119.593757,7,61,None,Yes,34.84,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.2,1445.2,0,0,2125.24,3570.44,Stayed,,
3580-HYCSP,Male,44,Yes,4,Midway City,92655,33.744439,-117.98588,10,72,None,Yes,33.01,Yes,Yes,Fiber Optic,51,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.3,7966.9,0,0,2376.72,10343.62,Stayed,,
3580-REOAC,Male,34,No,0,San Diego,92122,32.85723,-117.209774,0,10,None,Yes,49.58,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.85,435.4,0,0,495.8,931.2,Churned,Competitor,Competitor made better offer
3583-EKAPL,Male,25,No,0,Redlands,92373,34.003243,-117.138286,0,1,None,Yes,47.22,No,Yes,Cable,53,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55,55,0,0,47.22,102.22,Churned,Competitor,Competitor had better devices
3583-KRKMD,Male,51,No,0,San Diego,92115,32.762506,-117.07245,0,18,None,Yes,26.84,No,Yes,Fiber Optic,20,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,-1,1373.05,15.57,0,483.12,1840.6,Stayed,,
3584-WKTTW,Male,23,Yes,0,Weed,96094,41.465121,-122.380947,2,51,Offer B,Yes,39.32,Yes,Yes,Fiber Optic,76,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,111.55,5720.35,0,0,2005.32,7725.67,Stayed,,
3585-ISXZP,Female,53,No,0,Indio,92201,33.713891,-116.237257,0,8,None,Yes,29.66,Yes,Yes,Fiber Optic,12,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,95.65,778.1,0,0,237.28,1015.38,Churned,Attitude,Attitude of support person
3585-YNADK,Female,25,Yes,0,Berkeley,94707,37.897753,-122.279391,2,57,None,Yes,6.63,Yes,Yes,Cable,27,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,74.6,4368.95,0,0,377.91,4746.86,Stayed,,
3587-PMCOY,Male,37,No,0,Placerville,95667,38.733714,-120.795213,0,10,Offer D,Yes,46.33,No,Yes,Fiber Optic,26,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,98.9,1064.95,0,0,463.3,1528.25,Stayed,,
3588-WSTTJ,Female,78,No,0,Los Angeles,90077,34.102084,-118.451629,0,35,Offer C,Yes,31.64,Yes,Yes,Fiber Optic,7,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.05,3554.6,0,0,1107.4,4662,Stayed,,
3589-PPVKW,Male,19,No,0,Pomona,91766,34.042286,-117.756106,0,9,Offer E,Yes,38.65,No,Yes,DSL,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.4,348.15,0,0,347.85,696,Stayed,,
3590-TCXTB,Male,50,No,0,Cerritos,90703,33.8681,-118.067402,0,1,None,Yes,31.97,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.35,20.35,0,0,31.97,52.32,Joined,,
3594-BDSOA,Female,44,Yes,0,Novato,94947,38.112166,-122.634384,6,24,None,Yes,35.86,No,No,,,,,,,,,,,One Year,No,Credit Card,20.4,482.8,0,0,860.64,1343.44,Stayed,,
3594-IVHJZ,Female,31,No,0,French Gulch,96033,40.740138,-122.587476,0,2,None,Yes,47.19,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,20.45,42.45,0,0,94.38,136.83,Joined,,
3594-KADLU,Male,33,Yes,0,Witter Springs,95493,39.222323,-122.985488,3,3,Offer E,No,,,Yes,Cable,25,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,35.1,101.1,0,0,0,101.1,Joined,,
3594-UVONA,Female,27,No,0,Costa Mesa,92626,33.678591,-117.905471,0,35,Offer C,Yes,8.8,Yes,Yes,Cable,46,Yes,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Credit Card,85.95,3110.1,0,0,308,3418.1,Churned,Price,Extra data charges
3597-MVHJT,Female,49,No,0,Brawley,92227,33.03933,-115.191857,0,27,None,Yes,35.17,Yes,Yes,Fiber Optic,24,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.6,2595.25,0,0,949.59,3544.84,Stayed,,
3597-YASZG,Female,73,Yes,0,Tustin,92782,33.738543,-117.785046,3,70,Offer A,Yes,39.34,Yes,Yes,Fiber Optic,13,No,Yes,No,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,104.45,7349.35,0,0,2753.8,10103.15,Stayed,,
3604-WLABM,Female,41,No,0,San Diego,92104,32.741499,-117.127409,0,10,Offer D,Yes,12.96,No,Yes,DSL,29,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.25,583,0,0,129.6,712.6,Stayed,,
3605-JISKB,Male,67,Yes,0,Twentynine Palms,92278,34.457829,-116.139589,2,55,None,Yes,9.08,Yes,Yes,Cable,23,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,60,3316.1,0,0,499.4,3815.5,Stayed,,
3606-SBKRY,Male,35,No,0,Linden,95236,38.047746,-121.030499,0,31,None,No,,,Yes,DSL,5,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,50.05,1523.4,0,0,0,1523.4,Stayed,,
3606-TWKGI,Male,68,No,0,Rowland Heights,91748,33.976753,-117.897367,0,13,Offer D,Yes,32.68,Yes,Yes,Cable,11,No,Yes,Yes,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,106.9,1364.3,0,10,424.84,1799.14,Churned,Competitor,Competitor had better devices
3612-YUNGG,Male,53,Yes,1,Burbank,91502,34.177267,-118.31003,1,64,None,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,Stayed,,
3612-YVGSJ,Female,59,Yes,0,La Honda,94020,37.285677,-122.224165,10,71,None,Yes,33,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.45,1681.6,0,0,2343,4024.6,Stayed,,
3617-XLSGQ,Female,61,Yes,2,Modesto,95355,37.672906,-120.946594,2,66,None,Yes,20.11,Yes,Yes,Fiber Optic,25,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,109.25,7082.5,0,80,1327.26,8489.76,Stayed,,
3620-EHIMZ,Female,44,Yes,2,Menifee,92584,33.653338,-117.178271,3,52,None,Yes,9.87,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.35,1031.7,0,0,513.24,1544.94,Stayed,,
3620-MWJNE,Male,32,No,0,Homeland,92548,33.761894,-117.120868,0,2,None,Yes,19.87,No,Yes,DSL,19,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.45,87.3,0,0,39.74,127.04,Joined,,
3621-CEOVK,Female,71,Yes,0,Trinity Center,96091,41.081847,-122.700545,1,14,None,Yes,47.01,Yes,Yes,Fiber Optic,19,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,100.2,1369.8,0,0,658.14,2027.94,Churned,Dissatisfaction,Service dissatisfaction
3621-CHYVB,Female,44,Yes,0,Soquel,95073,37.023669,-121.946461,2,57,None,No,,,Yes,DSL,14,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.9,2782.4,0,0,0,2782.4,Stayed,,
3623-FQBOX,Male,34,No,0,Los Angeles,90065,34.108833,-118.229715,0,21,Offer D,Yes,44.01,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.95,416.4,0,0,924.21,1340.61,Stayed,,
3627-FCRDW,Female,49,No,0,Hughson,95326,37.5923,-120.853288,0,9,None,Yes,24.52,No,Yes,Fiber Optic,9,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,71,672.55,8.35,0,220.68,884.88,Churned,Competitor,Competitor offered more data
3627-FHKBK,Female,28,No,0,Anaheim,92806,33.83796,-117.870494,0,1,None,Yes,4.13,No,Yes,Fiber Optic,51,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,75.3,75.3,0,0,4.13,79.43,Churned,Competitor,Competitor had better devices
3629-WEAAM,Female,19,No,0,Forbestown,95941,39.531028,-121.24807,0,8,None,Yes,45.04,No,Yes,DSL,73,No,No,Yes,Yes,No,Yes,Yes,No,Month-to-Month,No,Mailed Check,64.1,504.05,0,10,360.32,874.37,Stayed,,
3629-ZNKXA,Male,77,No,0,Seiad Valley,96086,41.924174,-123.260788,0,17,None,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,Stayed,,
3633-CDBUW,Male,25,No,1,Midpines,95345,37.581496,-119.972762,0,17,None,Yes,45.92,No,Yes,DSL,73,No,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,80.85,1445.95,0,50,780.64,2276.59,Stayed,,
3635-JBPSG,Female,49,No,0,Van Nuys,91406,34.195685,-118.490752,0,15,None,No,,,Yes,DSL,23,No,Yes,No,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,38.8,603,0,0,0,603,Stayed,,
3635-QQRQD,Male,19,No,0,Westmorland,92281,33.03679,-115.60503,0,62,None,Yes,33.68,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.05,1201.65,0,0,2088.16,3289.81,Stayed,,
3638-DIMPH,Female,34,Yes,0,Wilseyville,95257,38.392686,-120.415951,1,13,None,Yes,29.49,No,Yes,DSL,2,No,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,43.8,592.65,0,0,383.37,976.02,Stayed,,
3638-VBZTA,Male,62,No,0,Baldwin Park,91706,34.098275,-117.967399,0,68,None,Yes,11.5,Yes,Yes,DSL,29,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,86.5,5882.75,0,0,782,6664.75,Stayed,,
3638-WEABW,Female,25,Yes,0,Los Angeles,90025,34.046174,-118.446333,1,58,Offer B,Yes,48.98,Yes,Yes,Cable,76,No,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,59.9,3505.1,0,0,2840.84,6345.94,Stayed,,
3639-XJHKQ,Female,52,No,3,San Jose,95135,37.28682,-121.723877,0,19,Offer D,Yes,36.48,No,Yes,DSL,20,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,60.6,1297.8,0,0,693.12,1990.92,Stayed,,
3640-JQGJG,Male,25,Yes,3,Pasadena,91101,34.146635,-118.139225,0,13,None,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,Stayed,,
3640-PHQXK,Female,54,No,0,Union City,94587,37.59485,-122.051521,0,31,None,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,Churned,Dissatisfaction,Service dissatisfaction
3642-BYHDO,Female,34,Yes,1,Downey,90240,33.956228,-118.120993,4,71,Offer A,Yes,12.22,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.9,1389.35,0,0,867.62,2256.97,Stayed,,
3642-GKTCT,Female,58,No,0,Oceanside,92057,33.254497,-117.285879,0,61,Offer B,Yes,5.55,Yes,Yes,Fiber Optic,7,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,115.1,6993.65,0,0,338.55,7332.2,Stayed,,
3643-AHCFP,Male,74,Yes,0,Selma,93662,36.545322,-119.642281,1,7,None,Yes,21.91,Yes,Yes,Cable,11,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.6,644.35,0,0,153.37,797.72,Churned,Competitor,Competitor made better offer
3644-QXEHN,Male,60,Yes,1,Smartville,95977,39.176595,-121.291692,1,13,Offer D,Yes,44.05,No,Yes,Fiber Optic,19,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,97,1334.45,0,0,572.65,1907.1,Stayed,,
3645-DEYGF,Male,29,No,1,Northridge,91325,34.236683,-118.517588,0,1,None,Yes,7.57,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.75,20.75,0,0,7.57,28.32,Joined,,
3646-ITDGM,Female,42,No,0,Sacramento,95822,38.512569,-121.495184,0,56,Offer B,Yes,32.88,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.7,1051.9,0,0,1841.28,2893.18,Stayed,,
3647-GMGDH,Male,52,Yes,0,Jackson,95642,38.336216,-120.76901,7,22,None,Yes,37.8,No,Yes,Fiber Optic,15,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.7,1914.9,0,0,831.6,2746.5,Churned,Attitude,Attitude of support person
3648-GZPHF,Male,48,Yes,3,San Marcos,92069,33.162624,-117.170863,2,32,Offer C,No,,,Yes,DSL,53,No,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Mailed Check,36.25,1151.05,0,0,0,1151.05,Stayed,,
3649-JPUGY,Male,26,No,0,San Bernardino,92407,34.250069,-117.393949,0,72,Offer A,Yes,44.46,Yes,Yes,DSL,48,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,88.6,6201.95,0,0,3201.12,9403.07,Stayed,,
3653-NCRDJ,Male,39,Yes,1,Sacramento,95821,38.625096,-121.383658,10,43,None,Yes,14.97,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.2,776.25,9.48,0,643.71,1410.48,Stayed,,
3654-ARMGP,Female,60,No,0,Los Angeles,90064,34.037251,-118.423573,0,61,None,Yes,19.58,Yes,Yes,DSL,22,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,88.65,5321.25,0,0,1194.38,6515.63,Stayed,,
3655-SNQYZ,Female,48,Yes,0,Los Angeles,90017,34.052842,-118.264495,7,69,Offer A,Yes,33.23,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,113.25,7895.15,0,0,2292.87,10188.02,Stayed,,
3656-TKRVZ,Female,19,No,0,Chula Vista,91910,32.636792,-117.054989,0,3,None,Yes,1.24,No,Yes,DSL,52,Yes,Yes,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,55.35,165.2,0,0,3.72,168.92,Churned,Competitor,Competitor offered more data
3657-COGMW,Female,76,No,0,San Luis Obispo,93405,35.236549,-120.727344,0,52,None,Yes,11.01,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,No,Credit Card,108.1,5839.3,0,0,572.52,6411.82,Stayed,,
3658-KIBGF,Female,19,No,0,Los Angeles,90068,34.137411,-118.328915,0,1,None,Yes,44.36,No,Yes,DSL,58,Yes,Yes,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,54.9,54.9,0,0,44.36,99.26,Churned,Dissatisfaction,Network reliability
3658-QQJYD,Male,56,No,0,Santa Monica,90401,34.015481,-118.493231,0,62,Offer B,Yes,38.33,No,Yes,Cable,30,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,74.3,4698.05,0,0,2376.46,7074.51,Stayed,,
3662-FXJFO,Female,44,No,0,Redondo Beach,90278,33.873395,-118.37019,0,54,Offer B,Yes,10.83,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.5,1035.7,0,0,584.82,1620.52,Stayed,,
3663-MITLP,Female,43,No,0,Marina,93933,36.689582,-121.758398,0,15,None,Yes,16.82,No,Yes,Fiber Optic,26,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.25,1457.25,0,0,252.3,1709.55,Churned,Dissatisfaction,Lack of self-service on Website
3665-JATSN,Female,19,No,0,Mount Shasta,96067,41.33832,-122.290756,0,19,None,No,,,Yes,DSL,59,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,39.7,710.05,0,110,0,820.05,Stayed,,
3668-QPYBK,Male,37,No,0,Los Angeles,90003,33.964131,-118.272783,0,2,None,Yes,10.47,No,Yes,DSL,21,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,53.85,108.15,0,0,20.94,129.09,Churned,Competitor,Competitor made better offer
3669-LVWZB,Male,20,No,0,Tahoma,96142,39.061227,-120.179546,0,5,None,No,,,Yes,DSL,59,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,51,305.95,0,0,0,305.95,Churned,Price,Long distance charges
3669-OYSJI,Male,47,No,0,Porter Ranch,91326,34.281911,-118.556218,0,1,Offer E,Yes,48.58,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,46.2,46.2,0,0,48.58,94.78,Churned,Attitude,Attitude of support person
3669-WHAFY,Female,57,Yes,0,Whittier,90604,33.929704,-118.01208,7,71,Offer A,Yes,9.44,Yes,Yes,Fiber Optic,9,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,115.15,8078.1,0,0,670.24,8748.34,Stayed,,
3671-SHRSP,Male,46,Yes,0,Marina,93933,36.689582,-121.758398,1,4,Offer E,Yes,14.3,No,Yes,Fiber Optic,2,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,80.6,319.15,0,0,57.2,376.35,Churned,Competitor,Competitor offered more data
3672-YITQD,Male,71,Yes,0,Castaic,91384,34.506627,-118.699048,1,36,Offer C,Yes,31.65,Yes,Yes,Fiber Optic,15,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.1,3021.6,0,0,1139.4,4161,Churned,Competitor,Competitor made better offer
3675-EQOZA,Male,40,No,0,Newport Beach,92660,33.634626,-117.874882,0,5,Offer E,Yes,42.52,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.65,93.55,0,0,212.6,306.15,Stayed,,
3675-YDUPJ,Male,29,No,0,Rancho Cucamonga,91737,34.245289,-117.642503,0,10,Offer D,Yes,1.98,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.85,193.05,0,0,19.8,212.85,Stayed,,
3677-IYRBF,Female,73,No,0,Newcastle,95658,38.883224,-121.15918,0,2,None,No,,,Yes,DSL,13,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.4,78.65,0,0,0,78.65,Churned,Attitude,Attitude of support person
3677-TNKIO,Female,27,No,0,Templeton,93465,35.536115,-120.739231,0,14,None,Yes,36.25,No,Yes,Fiber Optic,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,71,914,0,0,507.5,1421.5,Churned,Other,Don't know
3678-MNGZX,Male,45,Yes,3,Porter Ranch,91326,34.281911,-118.556218,1,68,Offer A,Yes,35.89,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.95,1377.7,28.98,0,2440.52,3789.24,Stayed,,
3679-XASPY,Female,38,Yes,2,Inglewood,90305,33.958134,-118.330905,1,1,Offer E,Yes,16.44,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.45,19.45,0,0,16.44,35.89,Joined,,
3680-CTHUH,Male,22,No,0,Kneeland,95549,40.664483,-123.865325,0,60,None,Yes,44.24,Yes,Yes,Fiber Optic,52,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,116.6,7049.5,0,0,2654.4,9703.9,Stayed,,
3682-YEUWS,Male,27,Yes,1,Tulelake,96134,41.813521,-121.492666,4,10,None,Yes,4.16,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,24.4,253.9,0,0,41.6,295.5,Stayed,,
3683-QKIUE,Female,51,No,0,San Francisco,94107,37.768881,-122.395521,0,6,Offer E,Yes,21.91,No,Yes,DSL,12,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.8,288.05,0,0,131.46,419.51,Churned,Competitor,Competitor offered higher download speeds
3685-YLCMQ,Male,34,No,0,Dobbins,95935,39.381174,-121.21191,0,58,Offer B,Yes,41.14,Yes,Yes,Fiber Optic,25,No,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,104.65,6219.6,0,40,2386.12,8645.72,Churned,Dissatisfaction,Service dissatisfaction
3688-FTHLT,Female,56,No,0,Flournoy,96029,39.84784,-122.544556,0,16,None,Yes,42.73,Yes,Yes,DSL,23,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,63.05,1067.05,0,10,683.68,1760.73,Stayed,,
3689-MOZGR,Female,30,No,0,Irvine,92618,33.667145,-117.732135,0,29,None,No,,,Yes,Cable,59,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,31.2,926.2,0,0,0,926.2,Stayed,,
3692-JHONH,Female,70,Yes,0,Kettleman City,93239,35.996923,-120.000951,9,52,None,Yes,27.74,Yes,Yes,Fiber Optic,18,No,Yes,Yes,No,Yes,Yes,No,No,One Year,Yes,Bank Withdrawal,106.5,5621.85,0,90,1442.48,7154.33,Stayed,,
3694-DELSO,Male,56,Yes,3,Olancha,93549,36.296851,-117.865469,3,4,None,No,,,Yes,DSL,53,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,38.55,156.1,0,0,0,156.1,Stayed,,
3694-GLTJM,Female,62,No,0,Corning,96021,39.913777,-122.289984,0,5,None,Yes,41.93,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.65,92.05,0,0,209.65,301.7,Stayed,,
3696-DFHHB,Female,50,No,0,Big Bend,96011,41.096569,-121.879082,0,68,None,Yes,9.82,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.5,1821.8,16.85,0,667.76,2472.71,Stayed,,
3696-XRIEN,Female,59,No,0,San Jose,95124,37.257063,-121.923037,0,50,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,Stayed,,
3701-SFMUH,Male,63,Yes,3,Trabuco Canyon,92679,33.631119,-117.567346,6,7,Offer E,Yes,5.17,No,Yes,Cable,51,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,69.7,516.15,0,0,36.19,552.34,Stayed,,
3703-KBKZP,Male,70,No,0,Standish,96128,40.346634,-120.386422,0,16,Offer D,Yes,22.02,Yes,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74.45,1261.35,0,0,352.32,1613.67,Stayed,,
3703-TTEPD,Male,28,No,0,Irvine,92614,33.680302,-117.833296,0,21,None,Yes,16.16,No,Yes,DSL,42,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,65.35,1424.4,0,0,339.36,1763.76,Stayed,,
3703-VAVCL,Male,51,Yes,0,Strawberry Valley,95981,39.58458,-121.093256,1,2,None,Yes,46.92,No,Yes,Fiber Optic,7,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,90,190.05,0,0,93.84,283.89,Churned,Competitor,Competitor made better offer
3704-IEAXF,Female,49,Yes,3,Los Angeles,90063,34.044271,-118.185237,9,72,None,No,,,Yes,DSL,53,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,53.65,3784,0,0,0,3784,Stayed,,
3705-PSNGL,Male,49,No,0,Cerritos,90703,33.8681,-118.067402,0,45,Offer B,Yes,25.4,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,20.4,930.45,0,0,1143,2073.45,Churned,Price,Long distance charges
3705-RHRFR,Female,52,Yes,0,Ukiah,95482,39.134075,-123.23422,6,69,None,Yes,45.35,Yes,Yes,Fiber Optic,19,Yes,No,No,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,99.15,6875.35,0,0,3129.15,10004.5,Stayed,,
3707-GNWHM,Male,28,No,0,Carmel Valley,93924,36.414611,-121.6386,0,1,None,Yes,21.8,Yes,Yes,Fiber Optic,42,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,74.25,74.25,0,0,21.8,96.05,Churned,Other,Don't know
3707-LRWZD,Female,44,No,0,Oakland,94611,37.828416,-122.216005,0,32,None,Yes,40.26,Yes,Yes,Fiber Optic,14,No,No,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,84.05,2781.85,0,0,1288.32,4070.17,Churned,Other,Moved
3709-OIJEA,Male,51,No,0,Geyserville,95441,38.731771,-123.064272,0,26,None,Yes,29.72,No,Yes,Fiber Optic,11,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,-2,2184.6,0,0,772.72,2957.32,Stayed,,
3712-PKXZA,Male,22,Yes,0,Glendale,91201,34.17051,-118.289463,3,61,None,Yes,19.27,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.55,1252,0,0,1175.47,2427.47,Stayed,,
3714-JTVOV,Female,76,Yes,0,Crows Landing,95313,37.435664,-121.049056,1,42,Offer B,Yes,2.9,No,Yes,Fiber Optic,21,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.15,3229.4,0,0,121.8,3351.2,Churned,Attitude,Attitude of support person
3714-NTNFO,Female,49,No,0,Los Angeles,90048,34.072945,-118.37267,0,49,Offer B,Yes,27.2,Yes,Yes,Fiber Optic,24,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.5,3906.7,0,0,1332.8,5239.5,Stayed,,
3714-XPXBW,Female,43,No,0,Santa Cruz,95062,36.974575,-121.991149,0,37,None,Yes,42.41,Yes,Yes,DSL,4,Yes,Yes,Yes,Yes,Yes,No,No,No,Month-to-Month,Yes,Credit Card,78.9,2976.95,0,30,1569.17,4576.12,Stayed,,
3716-BDVDB,Male,62,No,0,San Diego,92130,32.957195,-117.202542,0,1,Offer E,Yes,38.66,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.1,69.1,0,0,38.66,107.76,Churned,Competitor,Competitor made better offer
3716-LRGXK,Male,27,Yes,0,San Jose,95136,37.270938,-121.851046,0,60,None,Yes,10.05,Yes,Yes,Fiber Optic,48,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,101.15,6067.4,0,0,603,6670.4,Stayed,,
3716-UVSPD,Male,54,No,0,San Juan Capistrano,92675,33.521447,-117.602555,0,1,None,Yes,14.97,No,Yes,DSL,5,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,-1,49.3,0,10,14.97,74.27,Joined,,
3717-FDJFU,Male,19,No,1,Montgomery Creek,96065,40.877552,-121.885884,0,5,Offer E,Yes,29.15,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.45,106.9,0,0,145.75,252.65,Stayed,,
3717-LNXKW,Male,36,Yes,0,Glenn,95943,39.597975,-122.032248,3,38,None,Yes,12.71,Yes,Yes,Fiber Optic,9,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,91.7,3479.05,0,0,482.98,3962.03,Stayed,,
3717-OEAUQ,Male,37,No,0,Ione,95640,38.33788,-120.954202,0,2,Offer E,Yes,2.72,No,Yes,Fiber Optic,14,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,-1,129.2,0,10,5.44,144.64,Joined,,
3717-OFRTN,Male,48,No,0,Dublin,94568,37.713926,-121.928425,0,1,Offer E,Yes,5.32,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.75,19.75,0,0,5.32,25.07,Joined,,
3719-TDVQB,Female,68,Yes,0,Ripon,95366,37.750778,-121.13238,3,54,None,Yes,23.94,No,No,,,,,,,,,,,Two Year,Yes,Mailed Check,18.95,1031.1,0,0,1292.76,2323.86,Stayed,,
3720-DBRWL,Male,20,Yes,0,Tehama,96090,40.021787,-122.127576,5,51,Offer B,Yes,6.89,No,Yes,Cable,41,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,83.85,4307.1,0,0,351.39,4658.49,Stayed,,
3721-CNEYS,Female,45,No,0,Douglas City,96024,40.586588,-122.903677,0,2,None,Yes,15.33,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.95,137.95,0,0,30.66,168.61,Churned,Dissatisfaction,Poor expertise of phone support
3721-CNZHX,Male,49,No,0,Berkeley,94704,37.871416,-122.246597,0,15,None,Yes,5.54,No,No,,,,,,,,,,,One Year,No,Credit Card,19.8,304.6,0,0,83.1,387.7,Stayed,,
3721-WKIIL,Female,62,No,0,Smartville,95977,39.176595,-121.291692,0,27,None,Yes,15.41,No,No,,,,,,,,,,,Two Year,Yes,Mailed Check,19.6,561.15,13.07,0,416.07,964.15,Stayed,,
3722-WPXTK,Male,23,No,0,Benton,93512,37.653947,-118.231443,0,1,None,Yes,14.26,No,Yes,Fiber Optic,46,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,88.35,88.35,0,0,14.26,102.61,Churned,Competitor,Competitor offered higher download speeds
3723-BFBGR,Male,74,No,0,Borrego Springs,92004,33.200369,-116.192313,0,24,None,Yes,8.66,Yes,Yes,Cable,27,No,Yes,No,No,No,No,No,No,Two Year,No,Credit Card,54.8,1291.3,0,110,207.84,1609.14,Stayed,,
3724-BSCVH,Male,37,Yes,1,Mecca,92254,33.543835,-115.993906,0,10,Offer D,Yes,37.59,No,No,,,,,,,,,,,One Year,No,Credit Card,20.45,242.4,0,0,375.9,618.3,Stayed,,
3724-UCSHY,Male,48,Yes,3,Reedley,93654,36.636638,-119.421842,5,6,Offer E,Yes,36.54,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.55,122.9,0,0,219.24,342.14,Stayed,,
3726-TBHQT,Male,25,Yes,1,Catheys Valley,95306,37.394411,-120.127262,0,71,None,Yes,25.45,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,114,8175.9,0,0,1806.95,9982.85,Stayed,,
3727-JEZTU,Female,29,No,0,Bakersfield,93312,35.392599,-119.245341,0,1,None,Yes,45.91,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.4,20.4,0,0,45.91,66.31,Joined,,
3727-OVPRY,Male,32,Yes,3,Calabasas,91302,34.130861,-118.68346,3,66,Offer A,Yes,42.84,Yes,No,,,,,,,,,,,One Year,Yes,Credit Card,25.7,1714.55,0,0,2827.44,4541.99,Stayed,,
3727-OWVYD,Male,24,No,0,Campo,91906,32.673483,-116.472863,0,35,None,Yes,38.38,No,Yes,DSL,82,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Mailed Check,61.2,2021.2,0,0,1343.3,3364.5,Stayed,,
3727-RJMEO,Male,34,Yes,0,Rohnert Park,94928,38.34719,-122.697822,3,6,None,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,Churned,Competitor,Competitor had better devices
3729-OWRVL,Male,80,No,0,Pixley,93256,35.957019,-119.330928,0,65,None,Yes,44.23,Yes,Yes,Fiber Optic,27,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,110.35,7246.15,0,0,2874.95,10121.1,Stayed,,
3733-LSYCE,Female,22,Yes,0,Samoa,95564,40.809636,-124.189977,6,15,None,Yes,30.09,No,Yes,Fiber Optic,71,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.35,1114.55,0,0,451.35,1565.9,Stayed,,
3733-UOCWF,Male,78,Yes,0,Helendale,92342,34.757783,-117.33997,5,61,Offer B,Yes,46.65,Yes,Yes,Fiber Optic,23,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,85.55,5251.75,0,0,2845.65,8097.4,Stayed,,
3733-ZEECP,Male,29,Yes,2,Inglewood,90301,33.956445,-118.358634,3,22,None,Yes,27.91,No,Yes,Cable,27,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,51.1,1232.9,0,0,614.02,1846.92,Stayed,,
3736-BLEPA,Male,50,No,0,Folsom,95630,38.672638,-121.147403,0,28,Offer C,Yes,13.69,No,Yes,Fiber Optic,12,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,91.25,2483.65,0,0,383.32,2866.97,Stayed,,
3737-GCSPV,Female,60,Yes,0,Millbrae,94030,37.601248,-122.403099,5,11,None,Yes,26.88,Yes,Yes,Fiber Optic,19,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,96.2,1222.05,0,0,295.68,1517.73,Churned,Competitor,Competitor had better devices
3737-XBQDD,Male,57,No,0,Mount Laguna,91948,32.830852,-116.444601,0,24,Offer C,Yes,13.13,Yes,Yes,Fiber Optic,14,No,Yes,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,84.85,2048.8,0,80,315.12,2443.92,Stayed,,
3739-YBWAB,Male,37,Yes,0,Paramount,90723,33.897122,-118.164432,7,36,Offer C,No,,,Yes,Cable,23,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Mailed Check,35.35,1317.95,0,0,0,1317.95,Stayed,,
3740-RLMVT,Male,79,Yes,0,Saint Helena,94574,38.581354,-122.296283,7,67,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,Stayed,,
3744-ZBHON,Female,64,No,0,Highland,92346,34.129677,-117.154277,0,3,None,Yes,31.81,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.2,65.95,0,0,95.43,161.38,Joined,,
3744-ZRRDZ,Male,25,No,0,Torrance,90501,33.833699,-118.314387,0,21,Offer D,Yes,12.76,Yes,Yes,Fiber Optic,48,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,82.35,1852.85,0,0,267.96,2120.81,Churned,Dissatisfaction,Network reliability
3745-HRPHI,Male,49,Yes,3,Yuba City,95993,39.075694,-121.70606,0,66,None,No,,,Yes,DSL,28,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,54.65,3632,46.75,0,0,3585.25,Stayed,,
3746-EUBYR,Male,63,Yes,0,Fallbrook,92028,33.362575,-117.299644,1,1,Offer E,Yes,44.73,Yes,Yes,Fiber Optic,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.6,74.6,0,0,44.73,119.33,Churned,Competitor,Competitor made better offer
3748-FVMZZ,Male,33,No,0,Oakland,94610,37.808731,-122.238708,0,4,None,No,,,Yes,DSL,13,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,40.05,162.45,0,0,0,162.45,Stayed,,
3750-CKVKH,Male,58,No,0,Clearlake Oaks,95423,39.07116,-122.598542,0,2,None,Yes,11.75,No,Yes,Fiber Optic,4,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,67.75,116.65,0,0,23.5,140.15,Churned,Other,Don't know
3750-RNQKR,Female,38,No,0,Alameda,94501,37.774633,-122.274434,0,12,None,Yes,18.12,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.45,246.25,0,0,217.44,463.69,Stayed,,
3750-YHRYO,Male,64,Yes,0,Glendora,91741,34.14649,-117.849815,1,7,None,Yes,21.09,No,No,,,,,,,,,,,One Year,No,Mailed Check,20.65,150,0,0,147.63,297.63,Stayed,,
3751-KTZEL,Female,62,No,0,Yorkville,95494,38.888351,-123.239647,0,1,Offer E,No,,,Yes,DSL,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,35.05,35.05,0,0,0,35.05,Churned,Competitor,Competitor offered higher download speeds
3752-CQSJI,Female,59,Yes,1,San Anselmo,94960,37.99272,-122.575026,1,13,Offer D,Yes,16.4,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.45,254.5,0,0,213.2,467.7,Stayed,,
3753-TSEMP,Female,21,Yes,0,San Diego,92139,32.677716,-117.047666,1,15,None,Yes,12.27,No,Yes,Fiber Optic,76,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,88.15,1390.6,0,0,184.05,1574.65,Churned,Dissatisfaction,Product dissatisfaction
3754-DXMRT,Male,78,No,0,San Pablo,94806,37.980269,-122.342635,0,2,None,Yes,43.66,No,Yes,DSL,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.15,92.65,0,0,87.32,179.97,Churned,Attitude,Attitude of support person
3755-JBMNH,Male,78,Yes,0,Huntington Beach,92648,33.679659,-118.016195,1,16,None,Yes,45.9,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71.8,1167.8,0,0,734.4,1902.2,Churned,Competitor,Competitor offered more data
3756-VNWDH,Male,66,Yes,0,Pasadena,91101,34.146635,-118.139225,6,65,None,Yes,32.08,Yes,Yes,Fiber Optic,8,Yes,No,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,100.75,6674.65,0,0,2085.2,8759.85,Stayed,,
3757-NJYBX,Male,77,Yes,0,Nipomo,93444,35.050345,-120.489599,3,32,None,Yes,7.92,Yes,Yes,Fiber Optic,3,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,106.35,3520.75,0,0,253.44,3774.19,Churned,Other,Moved
3758-CKOQL,Female,20,Yes,0,Valyermo,93563,34.39583,-117.734568,7,59,Offer B,Yes,41.15,Yes,Yes,Fiber Optic,48,Yes,Yes,Yes,Yes,No,Yes,Yes,No,One Year,Yes,Credit Card,107,6152.3,0,0,2427.85,8580.15,Stayed,,
3761-FLYZI,Female,69,Yes,0,Los Angeles,90011,34.00709,-118.258681,4,65,None,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,Stayed,,
3763-GCZHZ,Male,23,Yes,0,Hathaway Pines,95233,38.184914,-120.364085,1,66,Offer A,Yes,20.07,Yes,Yes,Fiber Optic,85,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.05,6890,0,0,1324.62,8214.62,Churned,Competitor,Competitor offered more data
3764-MNMOI,Male,49,No,0,Boulevard,91905,32.677097,-116.304991,0,46,Offer B,Yes,30.99,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.2,908.15,0,0,1425.54,2333.69,Stayed,,
3765-JXVKY,Female,23,No,0,Paynes Creek,96075,40.343213,-121.815412,0,1,Offer E,Yes,44.11,No,Yes,Fiber Optic,69,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,74.7,74.7,0,0,44.11,118.81,Churned,Competitor,Competitor offered more data
3766-EJLFL,Female,55,Yes,3,Mill Creek,96061,40.331975,-121.460674,1,68,None,Yes,18.42,Yes,Yes,Fiber Optic,53,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.05,7508.55,0,0,1252.56,8761.11,Stayed,,
3768-NLUBH,Male,73,Yes,0,Torrance,90503,33.840399,-118.353714,1,57,Offer B,Yes,42.1,Yes,Yes,Fiber Optic,3,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,100.6,5746.15,0,0,2399.7,8145.85,Churned,Dissatisfaction,Network reliability
3768-VHXQO,Male,19,Yes,0,Redondo Beach,90278,33.873395,-118.37019,9,67,Offer A,Yes,3.28,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.85,1583.5,0,0,219.76,1803.26,Stayed,,
3769-MHZNV,Female,61,Yes,3,Salyer,95563,40.89866,-123.539754,2,33,None,Yes,24.27,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.1,670.35,0,0,800.91,1471.26,Stayed,,
3771-PZOBW,Male,38,No,0,Solvang,93463,34.624399,-120.137875,0,20,Offer D,Yes,25.41,Yes,Yes,Fiber Optic,27,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,90.7,1781.35,0,0,508.2,2289.55,Stayed,,
3774-VBNXY,Female,23,Yes,0,Hawaiian Gardens,90716,33.830431,-118.074071,1,64,None,Yes,36.24,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.2,1277.75,0,0,2319.36,3597.11,Stayed,,
3776-EKTKM,Female,79,No,0,Burbank,91501,34.188339,-118.300942,0,1,None,No,,,Yes,Cable,26,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,36.45,36.45,0,0,0,36.45,Churned,Dissatisfaction,Service dissatisfaction
3777-XROBG,Female,52,Yes,2,Echo Lake,95721,38.851842,-120.076204,4,58,None,Yes,43.52,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.55,1079.65,0,0,2524.16,3603.81,Stayed,,
3778-FOAQW,Female,33,Yes,0,San Diego,92127,33.017518,-117.118456,1,24,Offer C,Yes,32.86,No,No,,,,,,,,,,,One Year,No,Credit Card,20.15,456.85,0,0,788.64,1245.49,Stayed,,
3779-OSWCF,Female,38,Yes,0,Dillon Beach,94929,38.24458,-122.956268,8,71,None,Yes,12.12,Yes,Yes,Cable,23,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,93.2,6506.15,0,0,860.52,7366.67,Stayed,,
3780-DDGSE,Male,77,Yes,1,Shoshone,92384,35.924252,-116.188668,6,35,Offer C,Yes,14.19,No,Yes,DSL,17,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,76.05,2747.2,0,0,496.65,3243.85,Stayed,,
3780-YVMFA,Female,33,Yes,1,Long Beach,90803,33.760458,-118.129725,1,8,None,Yes,29.94,No,Yes,Cable,17,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,68.55,564.35,0,0,239.52,803.87,Stayed,,
3785-KTYSH,Male,24,No,0,Mission Hills,91345,34.266389,-118.459744,0,53,None,Yes,34.16,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.6,1279,37.68,0,1810.48,3051.8,Stayed,,
3785-NRHYR,Male,40,No,0,Bridgeport,93517,38.184583,-119.286558,0,1,None,Yes,16.91,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.65,19.65,0,0,16.91,36.56,Joined,,
3786-WOVKF,Female,69,Yes,0,Anaheim,92807,33.848733,-117.788357,8,72,Offer A,Yes,7.85,Yes,Yes,Fiber Optic,20,Yes,Yes,No,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,106.85,7677.4,0,100,565.2,8342.6,Stayed,,
3787-TRIAL,Male,23,Yes,9,San Ardo,93450,35.996008,-120.85305,1,21,Offer D,No,,,Yes,DSL,59,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,26.05,565.75,0,0,0,565.75,Stayed,,
3791-LGQCY,Female,68,Yes,0,Loomis,95650,38.809175,-121.171375,1,56,None,Yes,33.81,Yes,Yes,Cable,29,No,No,Yes,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,100.65,5688.05,0,130,1893.36,7711.41,Churned,Attitude,Attitude of support person
3793-MMFUH,Female,73,No,0,Davis,95618,38.544002,-121.685559,0,13,None,Yes,19.03,Yes,Yes,Fiber Optic,24,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.05,1290,0,0,247.39,1537.39,Churned,Competitor,Competitor made better offer
3794-NFNCH,Male,53,Yes,0,Bella Vista,96008,40.722733,-122.109666,10,30,Offer C,Yes,23.16,No,Yes,DSL,6,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50,1474.9,0,0,694.8,2169.7,Stayed,,
3795-CAWEX,Male,21,Yes,2,Whitmore,96096,40.637105,-121.906949,5,70,Offer A,Yes,40.77,Yes,Yes,Fiber Optic,71,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,116.55,8152.3,0,0,2853.9,11006.2,Stayed,,
3795-GWTRD,Female,58,Yes,0,Los Angeles,90048,34.072945,-118.37267,7,63,None,Yes,6.33,No,Yes,Cable,30,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,75.55,4707.85,0,0,398.79,5106.64,Stayed,,
3796-ENZGF,Male,52,Yes,0,The Sea Ranch,95497,38.696659,-123.436861,2,63,None,Yes,48.14,Yes,Yes,Cable,28,No,Yes,No,Yes,No,Yes,Yes,No,Two Year,No,Credit Card,67.25,4234.15,0,150,3032.82,7416.97,Stayed,,
3797-FKOGQ,Male,31,No,2,Canoga Park,91303,34.19829,-118.602203,0,11,None,Yes,5.84,Yes,Yes,Fiber Optic,10,No,No,No,No,No,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,86.2,893.2,0,30,64.24,987.44,Stayed,,
3797-VTIDR,Male,55,Yes,0,San Jose,95121,37.304681,-121.809955,3,1,Offer E,No,,,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,23.45,23.45,0,0,0,23.45,Churned,Price,Price too high
3798-EPWRR,Female,74,No,0,Beverly Hills,90212,34.062095,-118.401508,0,2,Offer E,Yes,19.09,No,Yes,DSL,30,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,43.95,85.1,0,0,38.18,123.28,Joined,,
3799-ISUZQ,Male,49,Yes,0,California Hot Springs,93207,35.865795,-118.69759,9,7,None,Yes,35.42,No,Yes,Fiber Optic,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.95,529.5,0,0,247.94,777.44,Churned,Dissatisfaction,Poor expertise of online support
3800-LYTRK,Female,52,No,0,Point Reyes Station,94956,38.060264,-122.830646,0,14,None,Yes,27.68,No,Yes,DSL,26,Yes,No,No,Yes,No,No,No,No,One Year,No,Credit Card,-8,795.15,0,100,387.52,1282.67,Stayed,,
3801-HMYNL,Male,44,Yes,0,Brooks,95606,38.809804,-122.241383,1,1,None,Yes,32.35,No,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,89.15,89.15,0,0,32.35,121.5,Churned,Competitor,Competitor had better devices
3803-KMQFW,Female,25,Yes,2,Brea,92821,33.930199,-117.862898,1,1,None,Yes,37.92,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.55,20.55,0,0,37.92,58.47,Churned,Attitude,Attitude of support person
3804-RVTGV,Male,55,Yes,0,Mountain View,94043,37.419725,-122.062947,6,50,Offer B,Yes,42.21,Yes,Yes,Fiber Optic,14,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.85,5017.9,0,0,2110.5,7128.4,Churned,Price,Price too high
3806-DXQOM,Female,47,No,0,Baker,92309,35.28952,-116.092214,0,4,Offer E,No,,,Yes,DSL,4,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,33.65,137.85,0,0,0,137.85,Churned,Attitude,Attitude of service provider
3806-YAZOV,Female,44,No,0,Lagunitas,94938,38.021772,-122.691744,0,3,Offer E,Yes,6.61,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,18.8,56,0,0,19.83,75.83,Joined,,
3807-BPOMJ,Female,59,Yes,0,Dobbins,95935,39.381174,-121.21191,6,55,Offer B,Yes,24.93,No,Yes,Fiber Optic,17,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,94.75,5276.1,0,0,1371.15,6647.25,Stayed,,
3807-XHCJH,Female,21,Yes,3,Fish Camp,93623,37.483535,-119.679414,4,1,None,Yes,6.86,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20,20,0,0,6.86,26.86,Joined,,
3808-HFKDE,Female,35,No,0,Alhambra,91801,34.090925,-118.128164,0,20,Offer D,Yes,4.15,No,Yes,Cable,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.35,927.15,0,0,83,1010.15,Stayed,,
3810-DVDQQ,Female,28,Yes,1,Shasta Lake,96019,40.692523,-122.369876,10,72,None,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,Stayed,,
3810-PJUHR,Male,63,Yes,1,Morongo Valley,92256,34.097863,-116.594561,6,70,Offer A,Yes,10.46,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.35,1715.15,0,0,732.2,2447.35,Stayed,,
3811-VBYBZ,Male,61,No,0,Lytle Creek,92358,34.238162,-117.534306,0,7,None,Yes,47.03,Yes,Yes,Fiber Optic,2,No,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,99.8,673.25,0,10,329.21,1012.46,Churned,Competitor,Competitor had better devices
3812-LRZIR,Female,51,Yes,1,Desert Hot Springs,92240,33.948558,-116.516976,1,27,None,Yes,35.52,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.5,761.95,0,0,959.04,1720.99,Stayed,,
3813-DHBBB,Male,39,Yes,0,Cedarville,96104,41.505916,-120.152505,10,67,None,No,,,Yes,DSL,6,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,50.95,3521.7,0,0,0,3521.7,Stayed,,
3814-MLAXC,Female,58,No,0,Hayward,94545,37.62984,-122.120843,0,31,None,Yes,16.63,Yes,Yes,Fiber Optic,12,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.85,2404.15,0,0,515.53,2919.68,Churned,Dissatisfaction,Lack of self-service on Website
3815-SLMEF,Female,26,No,0,Avenal,93204,35.916943,-120.129921,0,3,Offer E,No,,,Yes,Cable,52,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,34.25,139.35,0,0,0,139.35,Churned,Competitor,Competitor offered higher download speeds
3823-KYNQY,Male,61,No,0,Van Nuys,91406,34.195685,-118.490752,0,12,Offer D,Yes,25.57,Yes,No,,,,,,,,,,,One Year,No,Credit Card,24.95,280.4,0,0,306.84,587.24,Stayed,,
3824-RHKVR,Female,27,No,0,Fullerton,92833,33.877639,-117.961212,0,17,Offer D,Yes,22.26,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.7,340.35,0,0,378.42,718.77,Stayed,,
3831-YCPUO,Female,38,Yes,1,Glencoe,95232,38.358464,-120.579304,3,72,None,Yes,32.23,No,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,109.5,7854.9,0,0,2320.56,10175.46,Stayed,,
3834-XUIFC,Male,23,No,0,Long Beach,90814,33.771612,-118.143866,0,7,Offer E,Yes,18.83,Yes,Yes,Fiber Optic,26,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.2,602.55,0,0,131.81,734.36,Churned,Attitude,Attitude of support person
3836-FZSDJ,Male,69,Yes,0,Fresno,93720,36.878709,-119.7645,0,71,Offer A,Yes,22.19,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.85,1901,0,0,1575.49,3476.49,Stayed,,
3838-OZURD,Male,28,Yes,0,Somes Bar,95568,41.444606,-123.471895,0,66,Offer A,Yes,7.28,Yes,Yes,Fiber Optic,51,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,105,7133.25,0,0,480.48,7613.73,Churned,Competitor,Competitor had better devices
3841-CONLJ,Female,33,Yes,0,Morro Bay,93442,35.369553,-120.763864,9,1,None,No,,,Yes,DSL,14,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,35,35,0,0,0,35,Joined,,
3841-NFECX,Female,69,Yes,0,Los Angeles,90033,34.050198,-118.210946,3,71,None,Yes,47.02,Yes,Yes,Fiber Optic,12,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,96.35,6766.95,0,0,3338.42,10105.37,Stayed,,
3842-IYKUE,Female,28,No,0,San Leandro,94579,37.687264,-122.15728,0,35,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,Churned,Competitor,Competitor offered more data
3842-QTGDL,Male,59,Yes,0,Walnut Creek,94595,37.862128,-122.075197,8,16,None,Yes,46,No,Yes,Fiber Optic,30,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.75,1321.3,0,0,736,2057.3,Stayed,,
3845-FXCYS,Male,55,No,0,Long Barn,95335,38.109125,-120.078597,0,2,None,Yes,7.8,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.65,31.2,0,0,15.6,46.8,Joined,,
3845-JHAMY,Female,48,Yes,3,Inverness,94937,38.099323,-122.945723,1,16,Offer D,No,,,Yes,Cable,53,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,35.5,552.7,0,80,0,632.7,Stayed,,
3847-BAERP,Female,27,No,0,Bass Lake,93604,37.458367,-119.345011,0,10,None,Yes,12.39,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.9,247,0,0,123.9,370.9,Stayed,,
3850-OKINF,Male,42,Yes,3,Pasadena,91106,34.139402,-118.128658,0,71,Offer A,Yes,37.03,Yes,Yes,DSL,26,Yes,No,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,66.2,4692.55,0,0,2629.13,7321.68,Stayed,,
3853-LYGAM,Male,58,No,0,Meadow Vista,95722,39.003358,-121.022539,0,17,None,Yes,21.14,Yes,Yes,Fiber Optic,5,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.65,1640,0,0,359.38,1999.38,Stayed,,
3855-ONCAR,Female,35,Yes,3,Arcadia,91006,34.137319,-118.029837,9,4,None,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,Stayed,,
3858-VOBET,Male,48,No,0,San Diego,92117,32.825086,-117.199424,0,23,None,Yes,28.8,Yes,Yes,Cable,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.95,1710.45,0,0,662.4,2372.85,Churned,Competitor,Competitor made better offer
3858-XHYJO,Female,24,Yes,0,San Gabriel,91776,34.089927,-118.095645,5,40,Offer B,Yes,22.2,Yes,Yes,Fiber Optic,76,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,105.75,4228.55,0,0,888,5116.55,Stayed,,
3859-CVCET,Female,47,No,0,Lindsay,93247,36.205465,-119.085807,0,4,None,Yes,45.4,No,Yes,DSL,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,45.65,191.05,0,0,181.6,372.65,Churned,Competitor,Competitor had better devices
3863-IUBJR,Male,27,Yes,0,Oakland,94607,37.80707,-122.297401,1,12,None,Yes,27.82,No,Yes,DSL,26,No,No,No,No,No,Yes,Yes,Yes,One Year,No,Credit Card,53.65,696.35,0,0,333.84,1030.19,Churned,Competitor,Competitor had better devices
3863-QSTYI,Male,60,No,0,Mission Viejo,92691,33.611945,-117.665867,0,59,None,Yes,16.8,No,Yes,Cable,18,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,64.65,3735.45,0,0,991.2,4726.65,Stayed,,
3865-QBWSJ,Male,76,No,2,Courtland,95615,38.311609,-121.554034,0,38,None,Yes,45.13,Yes,Yes,Fiber Optic,27,Yes,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,80.45,3162.65,0,0,1714.94,4877.59,Stayed,,
3865-YIOTT,Male,40,Yes,1,San Francisco,94110,37.750021,-122.415201,1,72,None,Yes,11.67,Yes,Yes,Fiber Optic,26,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.1,7848.5,0,0,840.24,8688.74,Stayed,,
3865-ZFZIB,Male,25,No,0,Los Angeles,90077,34.102084,-118.451629,0,19,Offer D,Yes,34.68,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.65,358.15,0,0,658.92,1017.07,Stayed,,
3865-ZYKAD,Male,77,Yes,0,Sacramento,95831,38.494832,-121.529447,7,69,None,Yes,14.76,Yes,Yes,Fiber Optic,14,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,84.9,5785.65,0,0,1018.44,6804.09,Stayed,,
3866-MDTUB,Female,64,No,0,Los Angeles,90017,34.052842,-118.264495,0,2,None,Yes,26.93,No,Yes,DSL,10,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,70.75,146.9,0,0,53.86,200.76,Churned,Attitude,Attitude of support person
3870-MQAMG,Female,21,Yes,0,Camp Nelson,93208,36.057458,-118.591951,1,54,Offer B,Yes,2.18,Yes,Yes,Fiber Optic,71,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,110.35,5893.15,0,0,117.72,6010.87,Churned,Competitor,Competitor had better devices
3870-SPZSI,Female,56,Yes,2,Wilton,95693,38.392559,-121.225093,4,70,Offer A,Yes,33.25,Yes,Yes,Fiber Optic,15,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,113.05,7869.05,0,0,2327.5,10196.55,Stayed,,
3871-IKPYH,Male,70,No,0,Camarillo,93010,34.227846,-119.079903,0,1,None,Yes,16.19,No,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.1,69.1,0,0,16.19,85.29,Churned,Other,Moved
3873-NFTGI,Male,54,No,0,Fresno,93703,36.768774,-119.762633,0,14,Offer D,Yes,18.48,Yes,Yes,DSL,21,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.5,767.55,0,0,258.72,1026.27,Stayed,,
3873-WOSBC,Male,58,Yes,0,Catheys Valley,95306,37.394411,-120.127262,1,67,Offer A,Yes,11.74,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.6,1784.9,0,0,786.58,2571.48,Stayed,,
3874-EQOEP,Male,32,No,4,Long Beach,90804,33.783047,-118.1486,0,7,Offer E,Yes,20.52,Yes,Yes,Cable,28,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,No,Credit Card,95,655.5,36.6,10,143.64,772.54,Churned,Competitor,Competitor had better devices
3877-JRJIP,Male,50,No,0,Hawthorne,90250,33.914775,-118.348083,0,1,None,Yes,22.05,Yes,Yes,Cable,28,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.85,59.85,0,0,22.05,81.9,Churned,Attitude,Attitude of support person
3878-AVSOQ,Female,68,No,0,La Jolla,92037,32.853743,-117.25034,0,1,None,Yes,17.6,No,Yes,Fiber Optic,2,No,No,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,71.25,71.25,0,10,17.6,98.85,Joined,,
3882-IYOIJ,Female,41,Yes,1,Yorba Linda,92886,33.897253,-117.792202,1,60,Offer B,Yes,43.33,Yes,Yes,Fiber Optic,28,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,-9,6758.45,11.85,0,2599.8,9346.4,Stayed,,
3884-HCSWG,Female,51,No,0,Camptonville,95922,39.432127,-121.099287,0,17,None,Yes,7.66,No,Yes,Fiber Optic,17,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70,1144.5,0,80,130.22,1354.72,Churned,Attitude,Attitude of support person
3884-UEBXB,Female,58,Yes,1,Diamond Springs,95619,38.683605,-120.811852,5,67,None,No,,,Yes,DSL,15,Yes,Yes,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,36.15,2434.45,0,0,0,2434.45,Stayed,,
3886-CERTZ,Female,57,Yes,0,Fullerton,92831,33.879983,-117.895482,1,72,None,Yes,31.13,Yes,Yes,Fiber Optic,11,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,109.25,8109.8,0,0,2241.36,10351.16,Churned,Competitor,Competitor had better devices
3887-PBQAO,Female,48,Yes,0,Hermosa Beach,90254,33.86532,-118.396336,4,45,Offer B,Yes,22.49,Yes,No,,,,,,,,,,,One Year,Yes,Credit Card,25.9,1216.6,0,0,1012.05,2228.65,Stayed,,
3889-VWBID,Male,52,Yes,1,Antelope,95843,38.715498,-121.363411,1,68,None,Yes,27.59,No,Yes,DSL,27,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,82.85,5776.45,0,0,1876.12,7652.57,Stayed,,
3890-RTCMS,Male,29,No,0,Millville,96062,40.531257,-122.148139,0,16,None,Yes,48.45,No,Yes,DSL,59,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.45,799,0,0,775.2,1574.2,Stayed,,
3891-NLXJB,Male,26,No,0,San Jose,95131,37.387027,-121.897775,0,37,None,No,,,Yes,DSL,69,Yes,Yes,No,Yes,No,No,Yes,No,Two Year,Yes,Credit Card,40.55,1390.85,0,50,0,1440.85,Stayed,,
3891-PUQOD,Female,40,No,3,Los Angeles,90063,34.044271,-118.185237,0,1,None,Yes,13.58,No,Yes,DSL,24,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,59.2,59.2,0,0,13.58,72.78,Churned,Dissatisfaction,Service dissatisfaction
3892-NXAZG,Male,56,Yes,1,Downieville,95936,39.578792,-120.780786,4,72,Offer A,Yes,5.81,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,114.05,8289.2,0,0,418.32,8707.52,Stayed,,
3893-JRNFS,Male,19,No,0,Palmdale,93550,34.536232,-118.082935,0,68,None,No,,,Yes,DSL,58,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,39.9,2796.35,0,0,0,2796.35,Stayed,,
3896-RCYYE,Female,61,No,0,Atwater,95301,37.321233,-120.656354,0,67,None,No,,,Yes,DSL,11,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,53.4,3579.15,0,0,0,3579.15,Stayed,,
3896-ZVNET,Female,42,Yes,3,Gerber,96035,40.03194,-122.176023,7,24,None,Yes,20.74,Yes,No,,,,,,,,,,,Two Year,No,Mailed Check,24.7,571.75,0,0,497.76,1069.51,Stayed,,
3898-BSJYF,Female,23,No,1,Herlong,96113,40.198234,-120.18089,0,10,Offer D,Yes,14.24,Yes,Yes,Cable,26,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,73.55,693.3,0,0,142.4,835.7,Stayed,,
3898-GUYTS,Female,71,No,0,Ravendale,96123,40.845738,-120.322219,0,45,None,Yes,12.67,Yes,Yes,Fiber Optic,4,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,97.05,4385.05,0,0,570.15,4955.2,Stayed,,
3900-AQPHZ,Female,45,No,0,Pearblossom,93553,34.445239,-117.894868,0,1,None,Yes,49.51,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.9,19.9,0,0,49.51,69.41,Churned,Attitude,Attitude of support person
3902-FOIGH,Male,66,Yes,0,Doyle,96109,40.012675,-120.101857,1,12,None,Yes,48.5,Yes,Yes,Fiber Optic,4,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,101.35,1218.55,0,0,582,1800.55,Churned,Dissatisfaction,Product dissatisfaction
3902-MIVLE,Male,35,Yes,0,Whittier,90601,34.007353,-118.033683,3,63,Offer B,Yes,12.15,Yes,Yes,DSL,21,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,75.7,4676.7,0,0,765.45,5442.15,Stayed,,
3904-UKFRE,Male,27,No,0,Stockton,95205,37.965695,-121.260051,0,4,Offer E,Yes,44.16,Yes,Yes,Fiber Optic,82,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.1,336.15,0,0,176.64,512.79,Stayed,,
3908-BLSYF,Female,40,No,0,Los Altos,94024,37.352911,-122.093002,0,6,None,Yes,25.93,No,Yes,Fiber Optic,24,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,83.9,497.55,0,0,155.58,653.13,Churned,Competitor,Competitor had better devices
3908-MKIMJ,Male,79,Yes,0,Mount Shasta,96067,41.33832,-122.290756,9,68,None,No,,,Yes,Cable,28,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,41.95,2965.75,0,0,0,2965.75,Stayed,,
3910-MRQOY,Female,28,Yes,0,Orick,95555,41.336354,-124.044354,8,72,None,Yes,12.87,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.4,1496.45,0,0,926.64,2423.09,Stayed,,
3911-RSNHI,Female,46,Yes,0,Rocklin,95765,38.823278,-121.281856,2,71,Offer A,No,,,Yes,DSL,27,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,61.4,4310.35,0,0,0,4310.35,Stayed,,
3913-FCUUW,Female,52,Yes,1,Hanford,93230,36.29223,-119.622676,8,72,Offer A,Yes,6.85,Yes,Yes,DSL,19,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,70.45,5165.7,0,0,493.2,5658.9,Stayed,,
3913-RDSJZ,Female,40,Yes,0,Los Angeles,90019,34.049841,-118.33846,9,64,None,Yes,49.39,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.55,1714.95,0,0,3160.96,4875.91,Stayed,,
3914-FDRHP,Male,25,No,0,Warner Springs,92086,33.323705,-116.626907,0,9,None,Yes,46.34,No,Yes,Fiber Optic,59,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,86.25,770.5,0,0,417.06,1187.56,Stayed,,
3915-ODIYG,Male,72,No,0,Cotati,94931,38.326215,-122.718742,0,60,None,Yes,10.2,Yes,Yes,DSL,29,Yes,Yes,No,No,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,71.75,4374.55,0,10,612,4996.55,Stayed,,
3916-NRPAP,Male,21,No,0,Escalon,95320,37.818543,-121.006907,0,3,Offer E,Yes,29.84,No,Yes,Fiber Optic,30,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,85.7,256.75,0,0,89.52,346.27,Joined,,
3920-HIHMQ,Female,53,No,1,Scotts Valley,95066,37.070177,-122.010077,0,26,None,Yes,16.34,Yes,Yes,DSL,19,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,49.5,1265.65,0,150,424.84,1840.49,Stayed,,
3923-CSIHK,Female,69,Yes,0,Herald,95638,38.313447,-121.123886,1,50,None,Yes,4.6,No,Yes,Cable,24,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71.05,3444.85,0,0,230,3674.85,Churned,Dissatisfaction,Poor expertise of online support
3926-CUQZX,Male,27,No,0,Campo,91906,32.673483,-116.472863,0,1,Offer E,Yes,11.06,No,Yes,DSL,58,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,45.1,45.1,0,0,11.06,56.16,Churned,Other,Don't know
3926-YZVVX,Female,62,No,0,Sacramento,95841,38.660442,-121.346321,0,41,None,Yes,12.42,No,Yes,Cable,12,No,No,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,50.05,2029.05,0,0,509.22,2538.27,Stayed,,
3927-NLNRY,Male,48,Yes,0,Long Barn,95335,38.109125,-120.078597,1,53,Offer B,Yes,15.77,No,Yes,Fiber Optic,9,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,94.25,4867.95,0,0,835.81,5703.76,Churned,Other,Moved
3930-ZGWVE,Male,45,No,0,Stanton,90680,33.801869,-117.995068,0,1,None,Yes,15.77,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.75,19.75,0,0,15.77,35.52,Joined,,
3932-CMDTD,Female,29,No,0,Foothill Ranch,92610,33.698728,-117.67768,0,4,None,Yes,43.45,No,Yes,Fiber Optic,52,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.65,443.9,0,0,173.8,617.7,Churned,Dissatisfaction,Limited range of services
3932-IJWDZ,Male,51,No,0,Willits,95490,39.492046,-123.375818,0,45,Offer B,Yes,24.75,Yes,Yes,Fiber Optic,13,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.65,4747.85,0,0,1113.75,5861.6,Stayed,,
3933-DQPWX,Female,48,No,0,Barstow,92311,34.965648,-117.001509,0,50,None,No,,,Yes,DSL,6,No,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,39.7,1932.75,0,0,0,1932.75,Stayed,,
3934-HXCFZ,Male,33,Yes,0,Pinecrest,95364,38.224869,-119.755729,1,23,Offer D,Yes,19.2,Yes,Yes,Fiber Optic,7,Yes,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,99.25,2186.4,0,0,441.6,2628,Churned,Dissatisfaction,Service dissatisfaction
3935-TBRZZ,Male,54,Yes,0,Twentynine Palms,92278,34.457829,-116.139589,10,44,Offer B,Yes,15.33,Yes,No,,,,,,,,,,,One Year,No,Credit Card,25.7,1110.5,0,0,674.52,1785.02,Stayed,,
3936-QQFLL,Male,58,No,0,Calimesa,92320,33.982787,-117.057627,0,2,None,Yes,1.97,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.75,39.3,0,0,3.94,43.24,Joined,,
3938-YFPXD,Male,55,No,0,Janesville,96114,40.294034,-120.512622,0,72,Offer A,Yes,29.03,Yes,Yes,DSL,27,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,84.3,5997.1,0,0,2090.16,8087.26,Stayed,,
3941-XTSKM,Male,32,Yes,0,Burnt Ranch,95527,40.854512,-123.450097,6,42,None,No,,,Yes,DSL,26,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,45.1,2049.05,0,0,0,2049.05,Stayed,,
3943-KDREE,Female,48,No,0,Los Angeles,90010,34.062125,-118.315709,0,26,None,Yes,17.53,Yes,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.95,1834.95,0,0,455.78,2290.73,Churned,Other,Don't know
3945-GFWQL,Female,33,No,1,San Jose,95113,37.333851,-121.891147,0,12,None,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,Churned,Price,Extra data charges
3946-JEWRQ,Male,21,Yes,0,Sherman Oaks,91403,34.147149,-118.463365,1,47,None,Yes,20.93,Yes,Yes,Fiber Optic,85,No,No,No,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,95.2,4563,0,80,983.71,5626.71,Stayed,,
3946-MHCZW,Male,50,No,0,Ontario,91761,34.035602,-117.591528,0,1,Offer E,Yes,6.95,No,Yes,DSL,11,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.9,50.9,0,0,6.95,57.85,Churned,Attitude,Attitude of support person
3948-FVVRP,Male,43,Yes,2,Santa Maria,93455,34.818227,-120.418784,2,9,None,Yes,44.46,No,Yes,DSL,24,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,54.8,452.8,0,0,400.14,852.94,Stayed,,
3948-KXDUF,Male,64,No,0,Los Gatos,95033,37.160194,-121.945611,0,66,None,Yes,20.52,Yes,Yes,Cable,10,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,68.75,4447.55,0,0,1354.32,5801.87,Stayed,,
3948-XHGNA,Male,35,No,0,San Diego,92117,32.825086,-117.199424,0,24,None,Yes,14.39,No,Yes,DSL,28,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.55,1210.4,0,0,345.36,1555.76,Churned,Other,Don't know
3950-VPYJB,Male,37,Yes,3,Chester,96020,40.243494,-121.154733,7,57,None,Yes,14.55,No,Yes,DSL,58,Yes,Yes,No,Yes,No,No,No,No,One Year,No,Credit Card,59.6,3509.4,0,70,829.35,4408.75,Stayed,,
3951-NJCVI,Female,76,Yes,0,Cathedral City,92234,33.829583,-116.474131,10,42,None,Yes,42.29,Yes,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,No,No,One Year,Yes,Bank Withdrawal,95.05,3944.5,0,100,1776.18,5820.68,Stayed,,
3955-JBZZM,Male,45,No,0,Hermosa Beach,90254,33.86532,-118.396336,0,20,Offer D,Yes,45.39,No,Yes,Fiber Optic,24,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,-5,1641.3,0,0,907.8,2549.1,Stayed,,
3956-CJUST,Female,67,No,0,San Francisco,94115,37.786031,-122.437301,0,23,None,Yes,17.62,No,Yes,Fiber Optic,25,Yes,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,75.4,1643.55,0,80,405.26,2128.81,Stayed,,
3956-MGXOG,Female,62,No,0,Modesto,95350,37.671806,-121.007575,0,28,None,Yes,33.84,No,Yes,Fiber Optic,5,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.6,2244.95,0,0,947.52,3192.47,Stayed,,
3957-HHLMR,Female,50,Yes,0,Aguanga,92536,33.482243,-116.827173,1,70,Offer A,Yes,29.72,Yes,Yes,DSL,12,Yes,No,No,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,65.2,4543.15,0,0,2080.4,6623.55,Stayed,,
3957-LXOLK,Female,75,No,0,Shingletown,96088,40.497441,-121.827524,0,28,Offer C,Yes,9.67,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,106.15,3152.5,0,0,270.76,3423.26,Churned,Competitor,Competitor offered more data
3957-SQXML,Female,61,Yes,0,Los Angeles,90068,34.137411,-118.328915,10,34,None,Yes,25.21,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.95,894.3,0,0,857.14,1751.44,Stayed,,
3961-SXAXY,Male,49,No,0,Thousand Oaks,91362,34.191842,-118.822796,0,1,Offer E,Yes,30.73,No,Yes,Cable,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.05,44.05,0,0,30.73,74.78,Joined,,
3963-RYFNS,Female,25,No,0,Venice,90291,33.991782,-118.479229,0,72,Offer A,Yes,48.52,Yes,Yes,Fiber Optic,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,116.45,8013.55,0,90,3493.44,11596.99,Stayed,,
3966-HRMZA,Female,74,No,0,Bishop,93514,37.04584,-118.397236,0,3,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,Joined,,
3967-KXAPS,Male,42,Yes,0,Los Angeles,90061,33.92128,-118.274186,5,72,Offer A,Yes,13.59,Yes,Yes,DSL,5,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,92.3,6719.9,0,0,978.48,7698.38,Stayed,,
3967-VQOGC,Female,54,Yes,1,Leggett,95585,39.873371,-123.741474,4,67,None,Yes,17.43,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.9,1680.25,0,0,1167.81,2848.06,Stayed,,
3969-GYXEL,Female,46,No,0,Berkeley,94708,37.897743,-122.263124,0,11,None,Yes,36.52,No,Yes,Fiber Optic,20,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,76.4,838.7,0,0,401.72,1240.42,Stayed,,
3969-JQABI,Female,47,Yes,0,Palo Alto,94303,37.45809,-122.115398,0,58,None,Yes,40.16,No,Yes,DSL,20,Yes,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,65.25,3791.6,0,110,2329.28,6230.88,Stayed,,
3970-XGJDU,Female,45,No,0,West Hills,91307,34.199787,-118.68493,0,62,None,Yes,24.03,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.2,1123.65,0,0,1489.86,2613.51,Stayed,,
3973-SKMLN,Male,49,No,0,Carlsbad,92008,33.148116,-117.306043,0,71,None,Yes,22.22,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.9,1355.1,42.18,0,1577.62,2890.54,Stayed,,
3976-BWUCK,Female,63,Yes,0,San Diego,92130,32.957195,-117.202542,1,30,None,Yes,7.01,Yes,Yes,Fiber Optic,24,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,94.1,2804.45,0,0,210.3,3014.75,Churned,Competitor,Competitor made better offer
3976-HXHCE,Male,57,No,0,Belvedere Tiburon,94920,37.885629,-122.46858,0,72,None,Yes,45.75,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.3,1414.8,0,0,3294,4708.8,Stayed,,
3976-NLDEZ,Male,55,No,0,Mira Loma,91752,33.999992,-117.535395,0,1,Offer E,Yes,1.48,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.6,20.6,0,0,1.48,22.08,Joined,,
3977-QCRSL,Female,30,No,0,Warner Springs,92086,33.323705,-116.626907,0,5,Offer E,Yes,3.37,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.15,117.95,0,0,16.85,134.8,Stayed,,
3978-YNKDD,Male,62,No,2,Culver City,90232,34.019323,-118.391902,0,19,None,Yes,36.16,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.85,467.5,0,0,687.04,1154.54,Stayed,,
3981-QSVQI,Male,28,No,0,Bakersfield,93305,35.391733,-118.984109,0,8,Offer E,Yes,22.15,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.7,168.9,0,0,177.2,346.1,Stayed,,
3982-DQLUS,Male,78,Yes,1,Sunland,91040,34.282704,-118.312929,10,65,None,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,Stayed,,
3982-JGSFD,Male,37,No,0,Madera,93638,37.004068,-119.930027,0,36,None,Yes,12.72,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.35,695.85,0,0,457.92,1153.77,Stayed,,
3982-XWFZQ,Female,30,Yes,0,Denair,95316,37.524721,-120.757977,2,42,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,Churned,Competitor,Competitor offered more data
3985-HOYPM,Male,29,No,0,Washington,95986,39.34128,-120.786867,0,26,None,Yes,6.38,No,No,,,,,,,,,,,One Year,No,Credit Card,19.4,525.55,4.25,0,165.88,687.18,Stayed,,
3987-KQDDU,Male,58,No,0,Sonoma,95476,38.25485,-122.461799,0,9,None,Yes,21.11,No,Yes,Fiber Optic,6,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.6,661.55,0,0,189.99,851.54,Stayed,,
3988-RQIXO,Female,68,No,0,Corona Del Mar,92625,33.600987,-117.862734,0,1,None,Yes,43.61,No,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,91.3,91.3,0,0,43.61,134.91,Churned,Attitude,Attitude of service provider
3990-QYKBE,Male,74,Yes,0,La Canada Flintridge,91011,34.234912,-118.153729,3,37,None,Yes,49.37,Yes,Yes,Fiber Optic,4,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92.5,3473.4,0,0,1826.69,5300.09,Churned,Competitor,Competitor had better devices
3992-YWPKO,Female,55,No,0,Atwater,95301,37.321233,-120.656354,0,6,Offer E,Yes,20.36,Yes,Yes,Fiber Optic,10,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,109.9,669.45,0,0,122.16,791.61,Churned,Competitor,Competitor had better devices
3995-WFCSM,Female,28,No,0,San Jacinto,92582,33.806708,-117.02007,0,2,None,Yes,15.25,No,Yes,DSL,82,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,60.85,111.4,0,0,30.5,141.9,Joined,,
3996-ZNWYK,Male,77,Yes,1,Sacramento,95832,38.445939,-121.496855,5,71,None,Yes,32.12,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.8,1388.45,0,0,2280.52,3668.97,Stayed,,
3999-QGRJH,Male,80,No,0,Ballico,95303,37.4695,-120.672724,0,8,None,Yes,14.89,No,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.7,560.85,0,0,119.12,679.97,Churned,Dissatisfaction,Product dissatisfaction
3999-WRNGR,Female,39,Yes,3,Soda Springs,95728,39.279068,-120.414275,2,60,None,No,,,Yes,Cable,51,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.75,3069.45,0,0,0,3069.45,Stayed,,
4000-VGMQP,Male,56,Yes,3,Pollock Pines,95726,38.733908,-120.453416,2,38,None,Yes,13.67,Yes,Yes,Cable,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,78.95,2862.55,0,0,519.46,3382.01,Stayed,,
4001-TSBTV,Female,49,Yes,2,Sacramento,95827,38.549185,-121.328386,5,58,Offer B,Yes,40.74,No,Yes,Fiber Optic,17,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.55,5511.65,0,0,2362.92,7874.57,Stayed,,
4002-BQWPQ,Male,59,No,0,Crockett,94525,38.049292,-122.228415,0,25,None,Yes,25.2,Yes,Yes,Cable,23,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,81.75,2028.8,0,0,630,2658.8,Stayed,,
4003-FUSHP,Male,62,No,0,Santa Cruz,95060,36.993451,-122.098858,0,19,Offer D,Yes,46.49,No,Yes,Cable,8,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,61.55,1093.2,0,0,883.31,1976.51,Stayed,,
4003-OCTMP,Female,55,Yes,0,Tracy,95376,37.680968,-121.446049,9,31,None,Yes,28.8,No,Yes,Cable,15,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,64,1910.75,0,0,892.8,2803.55,Stayed,,
4006-HKYHO,Male,24,No,0,Bakersfield,93311,35.16207,-119.194488,0,63,None,Yes,29.58,No,Yes,DSL,47,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,86.7,5309.5,0,0,1863.54,7173.04,Stayed,,
4007-NHVHI,Female,69,No,0,Rio Linda,95673,38.688764,-121.457596,0,56,None,Yes,46.67,Yes,Yes,Fiber Optic,18,Yes,Yes,No,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,96.85,5219.65,0,0,2613.52,7833.17,Stayed,,
4009-ALQFH,Female,35,No,0,Groveland,95321,37.902968,-119.667544,0,25,None,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,Churned,Competitor,Competitor offered more data
4010-YLMVT,Female,25,No,0,Yucaipa,92399,34.04597,-117.011825,0,56,Offer B,Yes,24.77,Yes,Yes,Fiber Optic,51,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,106.6,5893.95,0,0,1387.12,7281.07,Stayed,,
4011-ARPHK,Male,59,No,0,Norwalk,90650,33.905963,-118.08263,0,27,None,Yes,18.51,No,Yes,DSL,9,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,50.35,1411.35,0,150,499.77,2061.12,Stayed,,
4012-YCFAI,Male,45,Yes,0,Riverside,92508,33.885499,-117.324959,5,60,None,Yes,22.22,No,Yes,DSL,16,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,61.35,3766.2,0,0,1333.2,5099.4,Stayed,,
4012-ZTHBR,Female,33,Yes,2,Kneeland,95549,40.664483,-123.865325,6,21,Offer D,Yes,38.95,No,Yes,Cable,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.95,926.25,0,0,817.95,1744.2,Stayed,,
4013-GUXND,Male,37,No,0,Lancaster,93534,34.727529,-118.153098,0,1,Offer E,Yes,48.14,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.8,20.8,0,0,48.14,68.94,Joined,,
4013-TLDHQ,Male,59,No,0,Berkeley,94704,37.871416,-122.246597,0,19,Offer D,Yes,20.26,No,Yes,Fiber Optic,25,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.25,1490.95,0,0,384.94,1875.89,Churned,Competitor,Competitor had better devices
4013-UBXWQ,Female,33,No,0,Fallbrook,92028,33.362575,-117.299644,0,7,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,Churned,Competitor,Competitor made better offer
4016-BJKTZ,Female,20,No,0,San Jose,95136,37.270938,-121.851046,0,25,Offer C,Yes,32.33,Yes,Yes,Fiber Optic,51,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,108.9,2809.05,0,0,808.25,3617.3,Stayed,,
4018-KJYUY,Male,43,No,2,Courtland,95615,38.311609,-121.554034,0,22,Offer D,Yes,34.07,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.15,432.5,0,0,749.54,1182.04,Stayed,,
4018-PPNDW,Female,23,Yes,0,California City,93505,35.151491,-117.927597,9,61,Offer B,Yes,13.35,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.1,1551.6,0,0,814.35,2365.95,Stayed,,
4020-KIUDI,Male,54,Yes,2,Los Angeles,90044,33.952714,-118.292061,8,6,Offer E,Yes,23.73,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.85,138.85,0,0,142.38,281.23,Stayed,,
4021-RQSNY,Male,75,Yes,0,Moreno Valley,92555,33.907361,-117.109972,1,29,None,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,Churned,Attitude,Attitude of service provider
4023-RTIQM,Female,72,Yes,0,Redcrest,95569,40.363446,-123.835041,10,31,Offer C,No,,,Yes,DSL,21,Yes,Yes,Yes,No,No,Yes,No,Yes,One Year,Yes,Credit Card,50.4,1580.1,0,0,0,1580.1,Stayed,,
4024-CSNBY,Female,39,Yes,0,Mount Hamilton,95140,37.382909,-121.634151,8,72,None,Yes,11.02,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,Yes,No,No,No,No,Two Year,Yes,Bank Withdrawal,94.25,6849.75,0,100,793.44,7743.19,Stayed,,
4026-SKKHW,Male,35,No,0,Dillon Beach,94929,38.24458,-122.956268,0,3,None,Yes,28.19,No,Yes,Cable,21,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.25,152.3,0,0,84.57,236.87,Joined,,
4029-HPFVY,Male,35,No,0,San Francisco,94118,37.781304,-122.461522,0,3,None,Yes,9.74,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.3,220.4,0,0,29.22,249.62,Joined,,
4030-VPZBD,Female,53,No,0,Comptche,95427,39.239818,-123.565432,0,2,None,No,,,Yes,DSL,18,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.9,59.05,0,0,0,59.05,Churned,Dissatisfaction,Network reliability
4032-RMHCI,Female,37,Yes,2,Fall River Mills,96028,41.017282,-121.468945,1,41,Offer B,No,,,Yes,Cable,16,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,35.4,1412.4,0,0,0,1412.4,Stayed,,
4039-HEUNW,Male,77,Yes,0,Irvine,92620,33.716136,-117.752574,1,36,None,Yes,16.61,Yes,Yes,Fiber Optic,3,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.5,3436.1,0,0,597.96,4034.06,Churned,Price,Lack of affordable download/upload speed
4039-PIMHX,Male,74,Yes,0,San Diego,92102,32.716007,-117.117462,4,49,None,Yes,1.67,No,Yes,DSL,15,No,Yes,No,No,No,No,No,Yes,Two Year,No,Credit Card,49.8,2398.4,0,0,81.83,2480.23,Stayed,,
4043-MKDTV,Male,54,Yes,0,Rancho Mirage,92270,33.763678,-116.429928,10,71,Offer A,Yes,37.69,No,Yes,Fiber Optic,8,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.25,7291.75,0,0,2675.99,9967.74,Stayed,,
4049-ZPALD,Female,35,Yes,0,Forest Falls,92339,34.067699,-116.903891,7,64,Offer B,Yes,35.92,No,Yes,Fiber Optic,11,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99,6375.8,0,0,2298.88,8674.68,Stayed,,
4054-CUMIA,Female,29,Yes,1,San Miguel,93451,35.886767,-120.608661,10,18,Offer D,Yes,35.44,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.25,401.95,0,0,637.92,1039.87,Stayed,,
4056-QHXHZ,Female,49,Yes,2,Goleta,93117,34.489983,-120.091246,6,72,Offer A,Yes,2.71,Yes,Yes,Fiber Optic,20,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,107.45,7576.7,0,0,195.12,7771.82,Stayed,,
4057-FKCZK,Male,40,Yes,2,Prather,93651,37.007238,-119.505661,1,58,None,Yes,29.93,Yes,Yes,Fiber Optic,24,No,No,No,No,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,82.5,4828.05,0,0,1735.94,6563.99,Stayed,,
4059-IIEBK,Female,51,No,0,Ojai,93023,34.581308,-118.931948,0,7,None,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,Stayed,,
4060-LDNLU,Male,22,No,0,Diamond Bar,91765,33.992416,-117.807874,0,7,None,Yes,45.93,Yes,Yes,Fiber Optic,48,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,96.2,639.7,0,0,321.51,961.21,Stayed,,
4061-UKJWL,Male,35,No,0,San Francisco,94102,37.7795,-122.419233,0,3,None,Yes,20.37,No,Yes,Cable,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.45,141.7,0,0,61.11,202.81,Joined,,
4062-HBMOS,Male,33,No,0,Redding,96003,40.677649,-122.29467,0,52,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,Stayed,,
4063-EIKNQ,Male,33,Yes,2,Canyon Country,91351,34.422519,-118.420717,1,11,None,Yes,15.73,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.95,267.35,18.17,0,173.03,422.21,Stayed,,
4065-JJAVA,Female,56,No,0,Oakland,94605,37.758019,-122.138678,0,1,None,Yes,16.99,No,Yes,DSL,8,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,49.5,49.5,0,30,16.99,96.49,Joined,,
4067-HLYQI,Female,43,No,0,Colton,92324,34.030915,-117.273201,0,33,None,Yes,49.45,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.4,2406.1,0,60,1631.85,4097.95,Stayed,,
4070-OKWVH,Female,60,Yes,0,Mira Loma,91752,33.999992,-117.535395,0,52,Offer B,Yes,29.23,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,94.6,5025.8,0,0,1519.96,6545.76,Stayed,,
4072-IPYLT,Female,32,Yes,2,Randsburg,93554,35.405722,-117.773354,3,36,None,Yes,19.73,No,Yes,DSL,19,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,51.05,1815,0,0,710.28,2525.28,Stayed,,
4074-SJFFA,Female,44,No,0,San Francisco,94122,37.760412,-122.484966,0,1,None,Yes,13.01,No,Yes,DSL,12,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,54.75,54.75,0,0,13.01,67.76,Churned,Dissatisfaction,Network reliability
4075-JFPGR,Female,27,Yes,0,Rancho Cucamonga,91730,34.10097,-117.57882,2,51,Offer B,Yes,21.07,No,Yes,Fiber Optic,46,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,93.5,4619.55,0,0,1074.57,5694.12,Stayed,,
4075-WKNIU,Female,25,Yes,3,Bell,90201,33.970343,-118.171368,6,10,Offer E,Yes,5.59,Yes,Yes,DSL,59,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,73.35,733.5,0,0,55.9,789.4,Stayed,,
4077-CROMM,Female,51,Yes,0,Modesto,95350,37.671806,-121.007575,4,31,None,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,Churned,Dissatisfaction,Product dissatisfaction
4077-HWUYD,Male,59,Yes,3,Modesto,95354,37.639029,-120.964772,1,72,None,Yes,44.61,Yes,Yes,DSL,53,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,-7,6463.15,0,0,3211.92,9675.07,Stayed,,
4078-SAYYN,Female,45,No,0,Burbank,91502,34.177267,-118.31003,0,11,None,Yes,48.64,Yes,Yes,Fiber Optic,28,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.75,1129.75,0,0,535.04,1664.79,Churned,Price,Long distance charges
4079-ULGFR,Male,22,No,0,Paicines,95043,36.525703,-120.952122,0,16,Offer D,Yes,4.13,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20,275.7,0,0,66.08,341.78,Stayed,,
4079-VTGLK,Male,77,Yes,0,Riverside,92501,33.994676,-117.372498,7,30,None,Yes,40.5,Yes,Yes,DSL,8,No,No,Yes,No,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,74.85,2181.75,0,0,1215,3396.75,Stayed,,
4079-WWQQQ,Male,45,No,0,San Francisco,94116,37.74441,-122.486764,0,72,None,No,,,Yes,Cable,10,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,65.55,4807.45,0,0,0,4807.45,Stayed,,
4080-IIARD,Female,42,Yes,0,Los Angeles,90047,33.958149,-118.308441,1,13,Offer D,Yes,11.79,Yes,Yes,DSL,29,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.2,981.45,0,0,153.27,1134.72,Stayed,,
4080-OGPJL,Female,53,No,0,San Pedro,90731,33.736387,-118.284363,0,8,Offer E,Yes,48.14,Yes,Yes,DSL,18,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,71.15,563.65,0,0,385.12,948.77,Churned,Other,Don't know
4081-DYXAV,Female,27,No,0,San Jose,95125,37.294926,-121.894763,0,19,None,No,,,Yes,DSL,48,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,44.85,893.55,0,0,0,893.55,Churned,Competitor,Competitor offered higher download speeds
4083-BFNYK,Female,74,Yes,0,Acton,93510,34.501452,-118.207862,1,38,None,Yes,49.82,Yes,Yes,Fiber Optic,27,Yes,Yes,No,No,No,Yes,Yes,No,One Year,No,Credit Card,95,3591.25,0,70,1893.16,5554.41,Stayed,,
4083-EUGRJ,Male,37,No,0,Oceanside,92057,33.254497,-117.285879,0,9,None,Yes,8.91,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.25,178.5,0,0,80.19,258.69,Churned,Attitude,Attitude of support person
4086-ATNFV,Female,34,Yes,1,Hawaiian Gardens,90716,33.830431,-118.074071,7,34,Offer C,Yes,49.58,No,Yes,Cable,16,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Mailed Check,60.8,2042.05,0,0,1685.72,3727.77,Stayed,,
4086-WITJG,Male,53,Yes,1,Los Angeles,90007,34.027337,-118.28515,8,71,Offer A,Yes,14.86,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.7,1301.1,0,0,1055.06,2356.16,Stayed,,
4086-YQSNZ,Female,74,Yes,0,Glencoe,95232,38.358464,-120.579304,1,3,Offer E,Yes,3.29,No,Yes,Fiber Optic,9,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.4,224.05,0,0,9.87,233.92,Churned,Attitude,Attitude of service provider
4088-YLDSU,Male,21,Yes,0,Redwood City,94062,37.410567,-122.297152,1,55,Offer B,Yes,10.61,Yes,Yes,Fiber Optic,76,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.15,5743.05,0,0,583.55,6326.6,Churned,Competitor,Competitor had better devices
4090-KPJIP,Female,42,No,0,Anaheim,92806,33.83796,-117.870494,0,3,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,Joined,,
4091-TVOCN,Male,51,No,0,Potrero,91963,32.619465,-116.593605,0,48,Offer B,Yes,2.53,Yes,Yes,Cable,6,Yes,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,78.75,3682.45,0,40,121.44,3843.89,Stayed,,
4092-OFQZS,Male,27,Yes,0,Manhattan Beach,90266,33.889632,-118.39737,8,20,Offer D,Yes,46.47,No,No,,,,,,,,,,,One Year,No,Credit Card,20.65,417.5,0,0,929.4,1346.9,Stayed,,
4094-NSEDU,Female,79,No,0,Temecula,92592,33.507255,-117.029473,0,21,None,Yes,21.15,Yes,Yes,Fiber Optic,9,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.25,1973.75,0,0,444.15,2417.9,Churned,Competitor,Competitor made better offer
4097-YODCF,Male,35,No,1,Fawnskin,92333,34.274846,-116.937581,0,34,Offer C,Yes,4.28,Yes,Yes,Fiber Optic,16,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.8,3470.8,0,0,145.52,3616.32,Stayed,,
4098-NAUKP,Male,70,Yes,1,Oceano,93445,35.059695,-120.604741,1,68,Offer A,Yes,20.31,Yes,Yes,Fiber Optic,13,No,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,84.65,5683.6,0,0,1381.08,7064.68,Stayed,,
4102-HLENU,Female,51,Yes,0,Auburn,95603,38.912881,-121.082766,5,67,None,Yes,22.83,Yes,Yes,Cable,22,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,65.65,4322.85,0,0,1529.61,5852.46,Stayed,,
4102-OQUPX,Male,67,Yes,0,Sheep Ranch,95250,38.244806,-120.417301,1,1,None,Yes,17.36,Yes,Yes,Fiber Optic,29,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,74.4,74.4,0,30,17.36,121.76,Churned,Competitor,Competitor made better offer
4104-PVRPS,Male,56,Yes,0,Rialto,92376,34.109775,-117.378904,7,24,Offer C,Yes,1.02,No,Yes,Cable,3,Yes,No,No,Yes,No,No,No,No,Month-to-Month,No,Mailed Check,53.6,1315.35,0,120,24.48,1459.83,Stayed,,
4106-HADHQ,Male,42,Yes,0,Emigrant Gap,95715,39.23754,-120.720196,1,39,None,Yes,35.7,No,Yes,DSL,9,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,80,3182.95,0,0,1392.3,4575.25,Churned,Other,Moved
4109-CYRBD,Male,77,Yes,0,Menifee,92584,33.653338,-117.178271,1,29,Offer C,Yes,37.65,Yes,Yes,DSL,9,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,51.6,1442,0,0,1091.85,2533.85,Stayed,,
4110-PFEUZ,Female,54,No,0,Daggett,92327,34.875144,-116.821698,0,1,Offer E,Yes,29.78,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,69.55,69.55,0,0,29.78,99.33,Churned,Competitor,Competitor had better devices
4111-BNXIF,Female,19,Yes,0,Rancho Cucamonga,91739,34.133809,-117.523724,1,67,None,No,,,Yes,DSL,52,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,59.55,4103.9,0,0,0,4103.9,Stayed,,
4112-LUEIZ,Male,55,No,0,La Palma,90623,33.850504,-118.039892,0,10,Offer D,Yes,12.78,No,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.5,863.1,0,0,127.8,990.9,Churned,Attitude,Attitude of support person
4114-QMKVN,Female,25,Yes,1,Surfside,90743,33.728273,-118.085304,7,56,None,Yes,7.31,Yes,Yes,DSL,76,Yes,Yes,No,No,No,Yes,Yes,No,One Year,No,Bank Withdrawal,68.75,3815.4,0,110,409.36,4334.76,Stayed,,
4115-BNPJY,Male,60,Yes,0,National City,91950,32.67102,-117.095235,7,29,None,Yes,32.46,No,Yes,DSL,7,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,75.55,2054.4,0,0,941.34,2995.74,Stayed,,
4115-NZRKS,Female,72,No,0,San Diego,92102,32.716007,-117.117462,0,7,None,Yes,16.36,No,Yes,Fiber Optic,28,No,No,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,89.15,574.35,0,0,114.52,688.87,Stayed,,
4115-UMJFQ,Male,37,No,0,West Hills,91307,34.199787,-118.68493,0,69,None,No,,,Yes,DSL,19,No,Yes,Yes,No,No,No,No,No,One Year,Yes,Bank Withdrawal,35.75,2492.25,0,150,0,2642.25,Stayed,,
4116-IQRFR,Male,55,Yes,2,Cressey,95312,37.420273,-120.66527,1,4,Offer E,Yes,16.68,Yes,No,,,,,,,,,,,One Year,No,Credit Card,24.1,73.1,0,0,66.72,139.82,Stayed,,
4116-TZAQJ,Female,23,No,0,Culver City,90230,33.993991,-118.39704,0,9,None,Yes,13.86,No,Yes,Fiber Optic,76,Yes,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,74.25,639.65,0,0,124.74,764.39,Churned,Attitude,Attitude of support person
4118-CEVPF,Female,74,No,0,Redwood City,94062,37.410567,-122.297152,0,35,None,Yes,32.92,Yes,Yes,Fiber Optic,22,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,110.8,3836.3,0,110,1152.2,5098.5,Stayed,,
4119-ZYPZY,Male,67,No,0,Glendale,91204,34.136306,-118.26036,0,71,None,Yes,34.8,Yes,Yes,Fiber Optic,21,No,Yes,No,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,106.8,7623.2,0,0,2470.8,10094,Stayed,,
4121-AGSIN,Female,44,Yes,0,Ben Lomond,95005,37.078873,-122.090386,9,58,None,Yes,36.45,Yes,No,,,,,,,,,,,One Year,Yes,Credit Card,24.5,1497.9,9.22,0,2114.1,3602.78,Stayed,,
4123-DVHPH,Male,49,Yes,0,Orinda,94563,37.873916,-122.20522,3,9,None,Yes,22.41,Yes,Yes,Fiber Optic,21,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,88.05,801.3,0,0,201.69,1002.99,Stayed,,
4123-FCVCB,Female,23,No,0,Pinon Hills,92372,34.459322,-117.629729,0,12,Offer D,Yes,49.25,Yes,Yes,DSL,47,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,75.85,854.45,0,0,591,1445.45,Stayed,,
4124-MMETB,Male,52,No,0,Lockwood,93932,35.989792,-121.055933,0,22,None,Yes,46.28,Yes,Yes,Fiber Optic,16,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,94.65,2104.55,0,40,1018.16,3162.71,Churned,Competitor,Competitor offered higher download speeds
4128-ETESU,Female,73,Yes,0,Pasadena,91101,34.146635,-118.139225,3,47,None,Yes,2.98,Yes,Yes,Fiber Optic,7,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,-5,4747.2,0,140,140.06,5027.26,Stayed,,
4129-LYCOI,Female,28,No,1,Guinda,95637,38.830739,-122.196202,0,67,None,Yes,12.54,Yes,Yes,Fiber Optic,59,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104,7039.05,0,0,840.18,7879.23,Stayed,,
4130-MZLCC,Female,24,No,0,Temple City,91780,34.101608,-118.055848,0,5,None,Yes,43.02,No,Yes,DSL,42,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.55,244.75,0,0,215.1,459.85,Stayed,,
4132-KALRO,Female,31,No,0,Davis Creek,96108,41.750354,-120.403885,0,4,Offer E,Yes,7.94,Yes,Yes,Fiber Optic,3,No,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,100.85,399.25,0,10,31.76,441.01,Stayed,,
4132-POCZS,Male,47,Yes,0,West Point,95255,38.41935,-120.469545,1,52,None,No,,,Yes,DSL,26,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,39.9,2020.9,0,0,0,2020.9,Stayed,,
4134-BSXLX,Male,32,Yes,0,Riverside,92507,33.976328,-117.319786,7,28,Offer C,Yes,28.86,No,Yes,Cable,24,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,60.9,1785.65,0,0,808.08,2593.73,Stayed,,
4135-FRWKJ,Female,66,Yes,1,Santa Monica,90404,34.026334,-118.474222,1,55,None,Yes,34.57,Yes,Yes,Cable,19,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,76.25,4154.55,0,0,1901.35,6055.9,Stayed,,
4137-BTIKL,Male,55,No,0,Daggett,92327,34.875144,-116.821698,0,2,Offer E,Yes,27.17,Yes,Yes,Fiber Optic,23,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,90.75,174.75,0,0,54.34,229.09,Joined,,
4137-JOPHL,Female,63,No,0,Inglewood,90302,33.975332,-118.355252,0,50,Offer B,Yes,29.8,No,Yes,Fiber Optic,26,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,89.7,4304.5,0,0,1490,5794.5,Stayed,,
4138-NAXED,Male,54,No,0,Joshua Tree,92252,34.167236,-116.281511,0,51,None,Yes,42.93,Yes,Yes,Fiber Optic,11,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,81,4085.75,0,10,2189.43,6285.18,Stayed,,
4139-DETXS,Female,53,Yes,0,Needles,92363,34.711224,-114.702256,0,72,Offer A,No,,,Yes,DSL,6,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,64.45,4528,0,0,0,4528,Stayed,,
4139-JPIAM,Male,31,No,0,Geyserville,95441,38.731771,-123.064272,0,51,None,No,,,Yes,DSL,2,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,44.45,2181.55,0,0,0,2181.55,Stayed,,
4139-SUGLD,Male,41,Yes,3,Santa Clara,95054,37.393554,-121.965114,1,31,None,No,,,Yes,DSL,23,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,35.4,1077.5,0,0,0,1077.5,Churned,Attitude,Attitude of service provider
4140-MUHUG,Female,73,No,0,Oak View,93022,34.404544,-119.302118,0,3,None,Yes,18.38,No,Yes,Fiber Optic,20,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.85,220.95,0,0,55.14,276.09,Churned,Attitude,Attitude of service provider
4140-WJAWW,Female,57,No,0,Los Angeles,90071,34.052917,-118.255178,0,5,None,Yes,6.17,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.85,108.05,0,0,30.85,138.9,Churned,Price,Long distance charges
4143-HHPMK,Male,46,No,0,Mission Hills,91345,34.266389,-118.459744,0,52,None,Yes,48.13,No,Yes,Fiber Optic,12,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,85.35,4338.6,0,90,2502.76,6931.36,Churned,Attitude,Attitude of support person
4143-OOBWZ,Male,33,Yes,0,Fresno,93726,36.793601,-119.761131,0,5,Offer E,Yes,25.11,Yes,Yes,Fiber Optic,26,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.3,416.3,0,0,125.55,541.85,Churned,Attitude,Attitude of service provider
4145-UQXUQ,Female,71,No,0,Berkeley,94710,37.872902,-122.303708,0,8,Offer E,Yes,42.93,No,Yes,Fiber Optic,9,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,92.1,729.95,0,0,343.44,1073.39,Churned,Competitor,Competitor had better devices
4146-SVFUD,Male,45,No,0,Modesto,95351,37.621458,-121.012295,0,1,None,Yes,45.28,No,Yes,DSL,2,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,44.6,44.6,0,0,45.28,89.88,Joined,,
4154-AQUGT,Male,76,Yes,0,San Diego,92130,32.957195,-117.202542,1,13,Offer D,Yes,1.47,No,Yes,Fiber Optic,5,No,Yes,No,Yes,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.05,1169.35,0,0,19.11,1188.46,Churned,Competitor,Competitor made better offer
4159-NAAIX,Female,24,No,0,Saratoga,95070,37.257772,-122.051824,0,63,None,Yes,37.76,Yes,Yes,Fiber Optic,48,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,97.45,6253,0,0,2378.88,8631.88,Stayed,,
4160-AMJTL,Female,74,No,0,Fellows,93224,35.215731,-119.57013,0,8,None,Yes,27.95,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,-5,164.3,0,0,223.6,387.9,Churned,Attitude,Attitude of support person
4163-HFTUK,Male,34,No,0,Oxnard,93033,34.156629,-119.117218,0,51,Offer B,Yes,29.33,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.1,1007.8,0,0,1495.83,2503.63,Stayed,,
4163-KIUHY,Male,21,No,0,Los Angeles,90006,34.048013,-118.293953,0,35,None,Yes,39.84,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,25.6,901.25,0,0,1394.4,2295.65,Stayed,,
4163-NCJAK,Female,55,Yes,0,Palm Desert,92260,33.694501,-116.412711,9,46,Offer B,Yes,35.46,Yes,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,24.45,1066.15,0,0,1631.16,2697.31,Stayed,,
4174-LPGTI,Female,49,Yes,0,Beaumont,92223,33.946982,-116.977672,1,41,None,Yes,32.02,No,Yes,DSL,28,No,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,66.5,2728.6,0,0,1312.82,4041.42,Churned,Other,Moved
4176-FXYBO,Male,35,Yes,0,Whittier,90603,33.945318,-117.992066,9,54,Offer B,Yes,49.9,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,109.55,6118.95,0,0,2694.6,8813.55,Stayed,,
4176-RELJR,Male,73,No,0,Elmira,95625,38.349195,-121.902943,0,67,None,Yes,14.69,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.1,1672.15,0,0,984.23,2656.38,Stayed,,
4177-JPDFU,Male,35,No,0,Redcrest,95569,40.363446,-123.835041,0,12,Offer D,No,,,Yes,Cable,6,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,34,442.45,0,0,0,442.45,Stayed,,
4178-EGMON,Male,30,Yes,0,Prather,93651,37.007238,-119.505661,9,70,None,Yes,9.28,Yes,Yes,Fiber Optic,51,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,88,5986.45,0,0,649.6,6636.05,Stayed,,
4182-BGSIQ,Female,46,Yes,1,Durham,95938,39.607831,-121.777959,6,10,Offer D,Yes,19.05,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.8,196.75,0,0,190.5,387.25,Stayed,,
4183-MYFRB,Female,30,No,0,Los Angeles,90021,34.029043,-118.239504,0,21,Offer D,Yes,6.49,No,Yes,Fiber Optic,73,No,Yes,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,90.05,1862.9,0,30,136.29,2029.19,Stayed,,
4183-WCSEP,Male,46,No,0,Weaverville,96093,40.759401,-122.939337,0,31,None,Yes,34.38,No,Yes,Fiber Optic,20,No,Yes,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,78.45,2435.15,0,40,1065.78,3540.93,Churned,Price,Long distance charges
4184-TJFAN,Female,68,Yes,0,Berkeley,94707,37.897753,-122.279391,1,3,Offer E,Yes,25.77,No,Yes,Fiber Optic,2,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,88.3,273.75,0,0,77.31,351.06,Churned,Attitude,Attitude of support person
4184-VODJZ,Male,62,Yes,2,Forks Of Salmon,96031,41.232128,-123.194748,4,63,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,Stayed,,
4186-ZBUEW,Female,55,No,0,Compton,90221,33.885811,-118.206459,0,36,Offer C,Yes,29.27,Yes,Yes,DSL,9,No,Yes,No,Yes,No,Yes,Yes,No,One Year,Yes,Credit Card,70.7,2511.95,0,60,1053.72,3625.67,Stayed,,
4187-CINZD,Female,73,No,0,Lakewood,90712,33.840524,-118.148403,0,46,None,Yes,6.13,No,Yes,Fiber Optic,30,No,Yes,No,No,Yes,Yes,No,Yes,One Year,No,Credit Card,95.25,4424.2,0,0,281.98,4706.18,Churned,Competitor,Competitor had better devices
4188-FRABG,Male,36,Yes,0,Sunland,91040,34.282704,-118.312929,4,57,None,Yes,31.79,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,103.05,5925.75,0,0,1812.03,7737.78,Stayed,,
4188-PCPIG,Female,32,Yes,0,Valencia,91354,34.457005,-118.573726,1,57,Offer B,Yes,48,No,Yes,Cable,24,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,70.35,4124.65,0,0,2736,6860.65,Stayed,,
4189-NAKJS,Male,29,No,0,Murphys,95247,38.147852,-120.440124,0,26,Offer C,Yes,24.67,Yes,Yes,Cable,59,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,51.55,1295.4,0,0,641.42,1936.82,Stayed,,
4190-MFLUW,Female,21,Yes,0,San Diego,92121,32.898613,-117.202937,6,10,None,Yes,9.41,No,Yes,Cable,69,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,55.2,528.35,0,0,94.1,622.45,Churned,Competitor,Competitor made better offer
4191-XOVOM,Male,25,No,0,Oakland,94611,37.828416,-122.216005,0,63,Offer B,Yes,22.73,Yes,Yes,Fiber Optic,73,No,Yes,No,Yes,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,105.4,6713.2,0,130,1431.99,8275.19,Stayed,,
4192-GORJT,Male,43,Yes,0,Fremont,94555,37.555473,-122.080312,1,5,None,Yes,39.36,No,Yes,Fiber Optic,24,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.45,498.1,0,0,196.8,694.9,Churned,Competitor,Competitor had better devices
4193-IBKSW,Male,27,Yes,1,San Pedro,90731,33.736387,-118.284363,1,72,Offer A,Yes,35.33,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.75,1769.6,0,0,2543.76,4313.36,Stayed,,
4193-ORFCL,Female,80,No,0,North Hollywood,91606,34.187599,-118.387125,0,1,Offer E,Yes,15.24,No,Yes,DSL,14,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.1,45.1,0,0,15.24,60.34,Churned,Competitor,Competitor had better devices
4194-FJARJ,Female,22,Yes,3,Albany,94706,37.890274,-122.295192,6,54,None,Yes,8.53,Yes,Yes,Cable,73,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,60,3273.95,0,0,460.62,3734.57,Stayed,,
4194-WHFCB,Female,35,Yes,5,Aromas,95004,36.878364,-121.629781,2,59,None,Yes,48.07,Yes,Yes,Fiber Optic,53,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.65,5580.8,0,0,2836.13,8416.93,Stayed,,
4195-NZGTA,Female,40,No,0,Valencia,91354,34.457005,-118.573726,0,1,None,No,,,Yes,Cable,2,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.25,25.25,0,0,0,25.25,Joined,,
4195-PNGZS,Male,23,Yes,3,Irvine,92620,33.716136,-117.752574,1,69,None,Yes,33.09,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.45,1718.2,0,0,2283.21,4001.41,Stayed,,
4195-SMMNX,Male,62,No,0,Hydesville,95547,40.557314,-124.081662,0,2,None,Yes,32.03,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.35,33.2,0,0,64.06,97.26,Churned,Attitude,Attitude of support person
4198-VFOEA,Female,58,No,0,Stanford,94305,37.424342,-122.165641,0,12,None,No,,,Yes,DSL,19,Yes,No,No,Yes,No,No,No,Yes,One Year,Yes,Mailed Check,33.6,435.45,0,0,0,435.45,Stayed,,
4199-QHJNM,Male,72,Yes,0,Bass Lake,93604,37.458367,-119.345011,9,67,Offer A,Yes,48.68,Yes,Yes,Fiber Optic,17,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,102.9,6989.7,0,0,3261.56,10251.26,Stayed,,
4201-JMNGR,Female,66,No,0,Lucerne Valley,92356,34.508417,-116.856103,0,1,Offer E,Yes,26.22,No,Yes,Cable,22,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,55.8,55.8,0,0,26.22,82.02,Churned,Dissatisfaction,Service dissatisfaction
4203-QGNZA,Female,27,No,3,Los Angeles,90021,34.029043,-118.239504,0,28,None,Yes,26.09,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.25,535.35,0,0,730.52,1265.87,Stayed,,
4208-UFFGW,Male,80,No,0,Byron,94514,37.83323,-121.601461,0,2,Offer E,Yes,26.62,No,Yes,DSL,11,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.95,85.15,0,0,53.24,138.39,Churned,Other,Don't know
4210-QFJMF,Female,41,No,0,Fallbrook,92028,33.362575,-117.299644,0,4,Offer E,Yes,36.91,No,Yes,Fiber Optic,23,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.15,317.25,0,0,147.64,464.89,Churned,Competitor,Competitor made better offer
4211-MMAZN,Male,41,No,0,Vacaville,95688,38.419088,-122.024568,0,1,Offer E,Yes,23.16,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.25,20.25,0,0,23.16,43.41,Churned,Attitude,Attitude of support person
4213-HKBJO,Female,60,No,0,Martinez,94553,38.014457,-122.115432,0,33,None,Yes,36.5,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.7,826.1,0,0,1204.5,2030.6,Stayed,,
4220-TINQT,Female,41,Yes,0,Raisin City,93652,36.594542,-119.905245,3,61,None,Yes,27.63,Yes,Yes,Fiber Optic,29,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.35,6751.35,0,0,1685.43,8436.78,Stayed,,
4223-BKEOR,Female,55,No,0,San Bernardino,92411,34.122501,-117.320138,0,21,Offer D,Yes,30.88,No,Yes,DSL,15,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Mailed Check,64.85,1336.8,0,0,648.48,1985.28,Stayed,,
4223-WOZCM,Male,71,No,0,Carmel,93923,36.460611,-121.852507,0,2,Offer E,Yes,37.97,No,Yes,DSL,9,No,No,Yes,No,No,No,No,Yes,Two Year,No,Mailed Check,49.95,107.1,0,0,75.94,183.04,Joined,,
4226-KKDON,Male,41,No,0,French Camp,95231,37.873283,-121.292034,0,8,Offer E,Yes,30.8,No,Yes,DSL,27,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,66.65,520.95,0,0,246.4,767.35,Stayed,,
4227-OJHAL,Female,47,Yes,2,El Centro,92243,32.770393,-115.60915,8,68,None,Yes,20.15,Yes,Yes,DSL,16,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,73,5163,0,0,1370.2,6533.2,Stayed,,
4228-ZGYUW,Male,42,No,0,San Francisco,94108,37.791998,-122.408653,0,4,Offer E,Yes,12.24,Yes,Yes,Fiber Optic,11,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,90.05,368.1,0,30,48.96,447.06,Churned,Competitor,Competitor offered more data
4229-CZMLL,Male,49,No,0,Salinas,93901,36.64152,-121.622188,0,6,None,Yes,6.32,Yes,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,469.8,0,0,37.92,507.72,Churned,Dissatisfaction,Service dissatisfaction
4231-LZUYM,Female,37,Yes,0,Larkspur,94939,37.937082,-122.532369,4,72,None,Yes,12.58,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.65,1887,0,0,905.76,2792.76,Stayed,,
4232-JGKIY,Male,22,No,0,Los Angeles,90011,34.00709,-118.258681,0,1,None,Yes,26.37,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.2,19.2,0,0,26.37,45.57,Joined,,
4234-XTNEA,Male,25,No,0,Irvine,92606,33.703976,-117.824172,0,2,None,Yes,37.7,No,Yes,Fiber Optic,73,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.95,174.45,0,0,75.4,249.85,Joined,,
4236-UJPWO,Female,34,No,0,Alviso,95002,37.449537,-121.994813,0,2,Offer E,No,,,Yes,DSL,5,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,24.5,46.4,0,0,0,46.4,Joined,,
4236-XPXAV,Female,45,Yes,0,Dunnigan,95937,38.931425,-121.946081,1,5,None,Yes,9.23,No,Yes,Fiber Optic,25,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,99.15,465.05,0,0,46.15,511.2,Churned,Other,Moved
4237-CLSMM,Male,45,Yes,0,Highland,92346,34.129677,-117.154277,10,2,None,Yes,34.38,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20,38,0,0,68.76,106.76,Joined,,
4237-RLAQD,Male,58,No,0,Callahan,96014,41.388397,-122.794636,0,1,Offer E,Yes,44.75,No,Yes,Cable,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.85,45.85,0,0,44.75,90.6,Churned,Attitude,Attitude of support person
4238-HFHSN,Male,66,Yes,0,Elverta,95626,38.734997,-121.463719,4,61,Offer B,Yes,26.55,Yes,Yes,Fiber Optic,2,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,82.15,4904.85,0,0,1619.55,6524.4,Stayed,,
4238-JSSWH,Female,70,Yes,0,Porterville,93257,36.008958,-118.891593,1,35,None,Yes,45.13,Yes,Yes,Fiber Optic,10,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,102.05,3452.55,0,0,1579.55,5032.1,Stayed,,
4248-HCETZ,Male,77,Yes,0,Sacramento,95814,38.584505,-121.491956,1,30,Offer C,Yes,6.23,No,Yes,Fiber Optic,4,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.65,2365.15,0,0,186.9,2552.05,Churned,Attitude,Attitude of support person
4248-QPAVC,Female,80,Yes,0,San Diego,92130,32.957195,-117.202542,1,17,Offer D,Yes,36.82,Yes,Yes,Fiber Optic,6,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.35,1463.45,0,0,625.94,2089.39,Churned,Competitor,Competitor made better offer
4250-FDVOU,Female,44,No,0,Woodland,95695,38.71967,-121.862416,0,6,Offer E,Yes,17.18,No,Yes,DSL,22,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,56.25,389.1,0,0,103.08,492.18,Churned,Attitude,Attitude of support person
4250-WAROZ,Male,70,Yes,3,Fresno,93701,36.749403,-119.787574,4,60,None,Yes,19.68,Yes,Yes,Fiber Optic,53,Yes,Yes,No,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,93.25,5774.55,0,0,1180.8,6955.35,Stayed,,
4250-ZBWLV,Male,24,No,0,Olema,94950,38.052209,-122.775567,0,68,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,Churned,Competitor,Competitor offered higher download speeds
4254-QPEDE,Female,22,Yes,0,Banning,92220,33.936298,-116.849577,3,52,None,No,,,Yes,DSL,52,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,66.25,3330.1,0,0,0,3330.1,Stayed,,
4255-DDUOU,Female,47,Yes,3,Casmalia,93429,34.866032,-120.536546,0,1,None,Yes,34.57,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,20.5,20.5,0,0,34.57,55.07,Churned,Price,Long distance charges
4256-ZWTZI,Female,22,No,1,Morro Bay,93442,35.369553,-120.763864,0,5,None,Yes,40.03,No,Yes,DSL,52,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,51,286.8,0,0,200.15,486.95,Stayed,,
4257-GAESD,Female,25,No,0,Dinuba,93618,36.523619,-119.386868,0,6,Offer E,No,,,Yes,Cable,52,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,45,298.7,0,0,0,298.7,Stayed,,
4273-MBHYA,Female,38,No,1,Desert Hot Springs,92241,33.832799,-116.250973,0,1,None,Yes,5.36,No,Yes,Fiber Optic,19,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.35,89.35,0,0,5.36,94.71,Joined,,
4274-DRSQT,Female,33,No,0,Potrero,91963,32.619465,-116.593605,0,66,None,Yes,31.93,Yes,Yes,Fiber Optic,15,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,88.9,6000.1,0,0,2107.38,8107.48,Stayed,,
4274-OWWYO,Male,56,No,0,Walnut Grove,95690,38.240419,-121.587535,0,1,None,Yes,4.8,No,Yes,Fiber Optic,11,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.35,74.35,0,0,4.8,79.15,Churned,Other,Deceased
4277-BWBML,Male,48,Yes,2,Three Rivers,93271,36.413433,-118.854708,0,72,Offer A,Yes,8.53,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.95,1322.85,0,0,614.16,1937.01,Stayed,,
4277-PVRAN,Female,34,No,0,Daly City,94014,37.691561,-122.445202,0,8,None,Yes,36.39,No,Yes,Fiber Optic,7,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.1,679.3,0,0,291.12,970.42,Churned,Competitor,Competitor had better devices
4277-UDIEF,Male,51,Yes,3,Nuevo,92567,33.82769,-117.102244,3,24,Offer C,Yes,45.68,Yes,Yes,Cable,26,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,81,1923.85,0,0,1096.32,3020.17,Stayed,,
4280-DLSHD,Male,36,Yes,0,San Bernardino,92411,34.122501,-117.320138,10,8,Offer E,Yes,19,No,Yes,Cable,8,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.75,445.85,0,0,152,597.85,Stayed,,
4282-ACRXS,Male,69,Yes,0,Covina,91723,34.084747,-117.886844,2,38,Offer C,No,,,Yes,Cable,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.85,955.75,0,0,0,955.75,Stayed,,
4282-MSACW,Male,39,No,0,Tahoe City,96145,39.178337,-120.162806,0,68,None,Yes,32.67,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,117.2,8035.95,0,0,2221.56,10257.51,Stayed,,
4282-YMKNA,Female,55,No,0,Biola,93606,36.798882,-120.019511,0,9,Offer E,Yes,16.48,Yes,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.75,706.6,0,0,148.32,854.92,Churned,Competitor,Competitor made better offer
4283-FUTGF,Male,67,No,0,El Sobrante,94803,37.963995,-122.288296,0,19,None,Yes,16.78,Yes,Yes,Fiber Optic,15,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.85,1471.75,0,0,318.82,1790.57,Churned,Dissatisfaction,Network reliability
4283-IVYCI,Male,40,No,0,Sacramento,95832,38.445939,-121.496855,0,9,Offer E,Yes,27.53,No,Yes,Cable,11,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,64.95,547.8,0,0,247.77,795.57,Stayed,,
4285-GYRQC,Female,63,Yes,0,Newport Beach,92662,33.606336,-117.893042,1,7,Offer E,Yes,44.66,No,Yes,Fiber Optic,26,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.25,587.1,0,0,312.62,899.72,Churned,Attitude,Attitude of support person
4289-DTDKW,Male,54,Yes,0,Madera,93637,36.902954,-120.194274,1,40,Offer B,Yes,22.56,Yes,Yes,Cable,4,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.3,4113.1,0,0,902.4,5015.5,Churned,Competitor,Competitor had better devices
4290-BSXUX,Male,33,Yes,0,Fields Landing,95537,40.726949,-124.217378,1,3,None,Yes,43.27,Yes,Yes,Fiber Optic,17,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.65,251.75,0,0,129.81,381.56,Churned,Competitor,Competitor offered more data
4291-HPAXL,Male,63,No,2,Galt,95632,38.274451,-121.259201,0,1,None,Yes,29.1,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.85,19.85,0,0,29.1,48.95,Joined,,
4291-HYEBC,Female,76,Yes,3,Weldon,93283,35.55647,-118.244914,2,28,None,No,,,Yes,DSL,21,No,Yes,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,39.1,1096.6,0,0,0,1096.6,Stayed,,
4291-SHSBH,Male,25,No,0,Modesto,95354,37.639029,-120.964772,0,7,Offer E,Yes,8.95,No,Yes,Fiber Optic,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.55,521.35,0,0,62.65,584,Stayed,,
4291-TPNFG,Male,56,Yes,0,Raisin City,93652,36.594542,-119.905245,1,72,Offer A,Yes,29.29,Yes,Yes,DSL,30,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,82.3,5980.55,0,140,2108.88,8229.43,Stayed,,
4291-YZODP,Female,56,No,3,San Carlos,94070,37.497915,-122.267361,0,7,Offer E,Yes,49.66,No,No,,,,,,,,,,,One Year,No,Credit Card,20.05,96.8,0,0,347.62,444.42,Stayed,,
4293-ETKAP,Female,42,Yes,1,Litchfield,96117,40.507272,-120.338228,10,65,Offer B,Yes,1.83,Yes,Yes,Cable,13,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,79.4,5071.9,0,0,118.95,5190.85,Stayed,,
4295-YURET,Female,78,Yes,1,San Quentin,94964,37.942551,-122.491642,8,56,Offer B,Yes,5.93,No,Yes,DSL,19,Yes,No,No,Yes,Yes,Yes,No,No,Two Year,Yes,Credit Card,72.6,4084.35,0,140,332.08,4556.43,Stayed,,
4298-OYIFC,Male,59,Yes,0,Loyalton,96118,39.637471,-120.226338,1,15,None,Yes,18.6,Yes,Yes,Fiber Optic,13,No,No,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,103.45,1539.8,0,140,279,1958.8,Stayed,,
4299-OPXEJ,Female,57,No,0,Inglewood,90301,33.956445,-118.358634,0,56,Offer B,Yes,13.89,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,19.55,1080.55,0,0,777.84,1858.39,Stayed,,
4299-SIMNS,Male,43,No,0,Temple City,91780,34.101608,-118.055848,0,9,Offer E,Yes,34.34,Yes,Yes,Fiber Optic,6,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,81.15,784.45,0,50,309.06,1143.51,Stayed,,
4301-VVZKA,Male,25,Yes,0,San Francisco,94123,37.800254,-122.436975,1,16,None,Yes,25.83,Yes,Yes,Fiber Optic,46,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.4,1189.4,0,0,413.28,1602.68,Stayed,,
4302-ZYFEL,Male,23,Yes,2,Belvedere Tiburon,94920,37.885629,-122.46858,8,69,Offer A,Yes,26.44,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.55,1403.1,0,0,1824.36,3227.46,Stayed,,
4304-TSPVK,Female,46,Yes,0,Tupman,93276,35.316263,-119.402559,8,68,Offer A,Yes,23.14,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,114.9,7843.55,0,0,1573.52,9417.07,Stayed,,
4304-XUMGI,Male,74,Yes,2,Moreno Valley,92557,33.970661,-117.255039,3,50,None,Yes,32.9,Yes,Yes,DSL,18,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,75.15,3822.45,0,0,1645,5467.45,Stayed,,
4307-KTUMW,Male,27,Yes,0,Santa Barbara,93108,34.457541,-119.631072,1,53,Offer B,Yes,31.24,Yes,Yes,Fiber Optic,73,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,93.9,5029.2,0,0,1655.72,6684.92,Churned,Attitude,Attitude of service provider
4307-KWMXE,Male,53,No,0,Llano,93544,34.500091,-117.765862,0,10,Offer D,No,,,Yes,DSL,22,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,35.75,389.8,0,0,0,389.8,Stayed,,
4310-KEDTB,Female,24,No,2,Yuba City,95993,39.075694,-121.70606,0,26,None,No,,,Yes,DSL,27,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,29.8,786.5,10.28,0,0,776.22,Stayed,,
4311-QTTAI,Female,63,No,0,Van Nuys,91411,34.17847,-118.459472,0,16,None,Yes,40.95,No,No,,,,,,,,,,,One Year,No,Credit Card,19.35,295.55,0,0,655.2,950.75,Stayed,,
4312-GVYNH,Female,46,Yes,0,Westminster,92683,33.752591,-117.993661,8,70,None,No,,,Yes,Cable,26,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,49.85,3370.2,0,0,0,3370.2,Stayed,,
4312-KFRXN,Male,61,Yes,0,Bradley,93426,35.842889,-121.004862,2,72,Offer A,Yes,34.29,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.4,1710.9,0,0,2468.88,4179.78,Stayed,,
4315-MURBD,Female,64,No,0,San Bruno,94066,37.624436,-122.430661,0,12,None,Yes,34.92,No,Yes,Cable,23,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.9,1120.95,0,0,419.04,1539.99,Churned,Price,Price too high
4316-XCSLJ,Male,35,No,3,Palo Alto,94301,37.444314,-122.149996,0,17,None,Yes,45.61,No,Yes,DSL,53,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.3,846.8,0,0,775.37,1622.17,Stayed,,
4317-VTEOA,Male,61,No,0,Rowland Heights,91748,33.976753,-117.897367,0,1,Offer E,Yes,43.03,No,Yes,DSL,3,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.75,50.75,0,0,43.03,93.78,Churned,Competitor,Competitor had better devices
4318-RAJVY,Female,57,No,0,Encino,91436,34.152875,-118.486056,0,10,None,Yes,2.84,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.8,198.25,0,0,28.4,226.65,Stayed,,
4320-QMLLA,Male,57,No,0,Avery,95224,38.208336,-120.339938,0,7,None,Yes,5.61,No,Yes,DSL,24,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Mailed Check,54.85,370.4,0,0,39.27,409.67,Stayed,,
4322-RCYMT,Male,63,Yes,0,San Diego,92122,32.85723,-117.209774,1,68,Offer A,Yes,29.18,Yes,Yes,DSL,18,No,Yes,Yes,Yes,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,75.8,5293.95,0,90,1984.24,7368.19,Churned,Competitor,Competitor made better offer
4323-ELYYB,Male,54,Yes,2,Likely,96116,41.266008,-120.490731,7,13,None,Yes,4.26,No,No,,,,,,,,,,,One Year,No,Credit Card,20,218.55,0,0,55.38,273.93,Stayed,,
4323-OHFOW,Female,72,Yes,0,Newhall,91321,34.370378,-118.504118,1,70,None,Yes,33.74,Yes,Yes,Fiber Optic,24,No,Yes,No,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,105.55,7195.35,0,0,2361.8,9557.15,Stayed,,
4323-SADQS,Male,61,Yes,6,Concord,94521,37.971421,-121.971504,2,7,None,No,,,Yes,Cable,30,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,34.5,279.25,0,0,0,279.25,Churned,Dissatisfaction,Service dissatisfaction
4324-AHJKS,Female,42,No,0,Buttonwillow,93206,35.451402,-119.488413,0,5,None,Yes,24.83,No,Yes,DSL,26,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,55.8,300.4,0,0,124.15,424.55,Stayed,,
4324-BZCKL,Female,30,Yes,2,Paynes Creek,96075,40.343213,-121.815412,6,10,None,Yes,5.74,No,Yes,DSL,59,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.55,551.3,0,0,57.4,608.7,Stayed,,
4325-NFSKC,Male,68,No,0,Pacific Palisades,90272,34.079449,-118.548306,0,19,Offer D,Yes,28.12,Yes,Yes,Fiber Optic,25,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.6,1660,0,0,534.28,2194.28,Churned,Price,Extra data charges
4328-VUFWD,Female,62,No,0,Vallejo,94591,38.105733,-122.186338,0,39,None,Yes,6.77,No,Yes,DSL,17,No,No,No,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,59.3,2209.15,0,0,264.03,2473.18,Stayed,,
4329-YPDDQ,Male,40,No,0,Cazadero,95421,38.578807,-123.19338,0,20,None,Yes,16.05,No,Yes,Fiber Optic,18,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,108.2,2203.7,0,0,321,2524.7,Stayed,,
4332-MUOEZ,Male,78,Yes,0,Moreno Valley,92553,33.923149,-117.244933,1,20,None,Yes,32.54,No,Yes,Fiber Optic,5,Yes,No,Yes,Yes,No,Yes,No,Yes,One Year,No,Credit Card,94.3,1818.3,0,0,650.8,2469.1,Stayed,,
4334-HOWRP,Male,70,Yes,0,Cambria,93428,35.591387,-121.032256,1,72,Offer A,No,,,Yes,DSL,7,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Two Year,Yes,Credit Card,64.95,4546,0,30,0,4576,Stayed,,
4335-BSMJS,Female,55,No,0,Sanger,93657,36.819628,-119.440414,0,62,None,Yes,8.23,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,-6,1563.95,0,0,510.26,2074.21,Stayed,,
4335-UPJSI,Female,57,No,1,Aguanga,92536,33.482243,-116.827173,0,24,None,Yes,34.24,No,No,,,,,,,,,,,Two Year,No,Mailed Check,19.75,498.1,0,0,821.76,1319.86,Stayed,,
4338-EYCER,Male,57,Yes,0,Carlotta,95528,40.497283,-123.93037,4,21,None,Yes,17.19,No,Yes,DSL,11,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.6,1125.2,0,0,360.99,1486.19,Stayed,,
4342-HENTK,Female,67,No,0,Garberville,95542,40.057784,-123.679461,0,2,None,Yes,12.52,No,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.65,142.35,0,0,25.04,167.39,Churned,Competitor,Competitor had better devices
4342-HFXWS,Female,19,Yes,1,Santa Monica,90401,34.015481,-118.493231,6,48,Offer B,Yes,44.66,No,Yes,DSL,27,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,69.7,3023.65,0,0,2143.68,5167.33,Stayed,,
4343-EJVQB,Male,48,No,0,Mariposa,95338,37.526791,-119.99437,0,7,None,Yes,1.67,No,Yes,Fiber Optic,23,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,74.35,533.6,0,0,11.69,545.29,Stayed,,
4349-GFQHK,Male,30,No,0,Mentone,92359,34.103578,-117.04054,0,1,Offer E,Yes,25.39,Yes,Yes,DSL,52,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.35,54.35,0,0,25.39,79.74,Churned,Attitude,Attitude of service provider
4350-ZTLPI,Female,36,Yes,0,Van Nuys,91401,34.178483,-118.431791,1,53,Offer B,Yes,18,Yes,Yes,Fiber Optic,20,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,108.95,5718.2,0,0,954,6672.2,Stayed,,
4351-QLCSU,Female,47,No,0,Quincy,95971,39.971228,-121.041166,0,1,None,Yes,32.74,No,Yes,DSL,26,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,55,55,0,0,32.74,87.74,Churned,Price,Long distance charges
4353-HYOJD,Female,37,Yes,5,Monrovia,91016,34.1528,-118.000482,5,27,Offer C,Yes,19.32,No,Yes,DSL,30,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,49.85,1336.15,0,0,521.64,1857.79,Stayed,,
4355-CVPVS,Female,49,Yes,1,California Hot Springs,93207,35.865795,-118.69759,4,56,None,Yes,12.97,No,Yes,Fiber Optic,28,No,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,88.9,4968,0,0,726.32,5694.32,Stayed,,
4355-HBJHH,Male,49,Yes,0,Waterford,95386,37.669516,-120.626964,0,67,None,Yes,42.77,Yes,Yes,DSL,3,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,79.7,5293.4,0,0,2865.59,8158.99,Churned,Price,Price too high
4359-INNWN,Female,63,No,0,Dunsmuir,96025,41.212695,-122.392067,0,17,Offer D,Yes,3.84,No,No,,,,,,,,,,,One Year,No,Credit Card,20.05,337.9,43.68,0,65.28,359.5,Stayed,,
4360-PNRQB,Male,27,No,0,Yucca Valley,92284,34.159534,-116.425984,0,18,Offer D,Yes,15.18,Yes,Yes,Fiber Optic,42,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.6,1395.05,0,0,273.24,1668.29,Stayed,,
4360-QRAVE,Male,75,No,0,Farmington,95230,37.956963,-120.863055,0,37,Offer C,No,,,Yes,DSL,29,No,Yes,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,36.65,1315,0,0,0,1315,Stayed,,
4361-BKAXE,Female,23,No,0,Boulder Creek,95006,37.171727,-122.142961,0,41,Offer B,Yes,21.56,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,114.5,4527.45,0,0,883.96,5411.41,Churned,Competitor,Competitor made better offer
4361-FEBGN,Male,41,No,0,San Francisco,94131,37.746699,-122.442833,0,48,None,Yes,33.68,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.15,982.95,0,0,1616.64,2599.59,Stayed,,
4361-JEIVL,Male,29,No,3,Greenfield,93927,36.248708,-121.386617,0,1,Offer E,Yes,7.14,No,Yes,DSL,52,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,44.4,44.4,0,0,7.14,51.54,Churned,Attitude,Attitude of service provider
4365-MSDYN,Male,38,Yes,0,San Clemente,92672,33.429488,-117.609432,7,8,None,Yes,22.34,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.55,161.15,0,0,178.72,339.87,Stayed,,
4366-CTOUZ,Female,36,No,0,Bodega Bay,94923,38.377165,-123.037957,0,50,None,Yes,15.1,No,Yes,Fiber Optic,9,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,100.2,5038.45,0,0,755,5793.45,Stayed,,
4367-NHWMM,Female,37,No,0,Corte Madera,94925,37.924014,-122.511694,0,1,None,No,,,Yes,Cable,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,24.9,24.9,0,0,0,24.9,Joined,,
4367-NUYAO,Male,39,Yes,1,Cupertino,95014,37.306612,-122.080621,5,10,None,Yes,22.83,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.75,257.5,0,0,228.3,485.8,Stayed,,
4369-HTUIF,Male,73,No,0,Pismo Beach,93449,35.165668,-120.655842,0,6,Offer E,Yes,29.41,No,Yes,Fiber Optic,30,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.15,503.6,0,0,176.46,680.06,Churned,Attitude,Attitude of service provider
4369-NYSCF,Male,61,No,0,Oakland,94606,37.792489,-122.244314,0,56,Offer B,Yes,18.42,No,Yes,DSL,13,No,Yes,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,75.75,4284.65,0,90,1031.52,5406.17,Stayed,,
4373-MAVJG,Female,64,Yes,0,San Diego,92117,32.825086,-117.199424,1,14,Offer D,Yes,13.64,Yes,Yes,Fiber Optic,9,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.9,1259,0,0,190.96,1449.96,Churned,Competitor,Competitor made better offer
4373-VVHQL,Male,37,No,0,Arroyo Grande,93420,35.176236,-120.483243,0,1,Offer E,Yes,18.57,No,Yes,DSL,26,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,44.75,44.75,0,10,18.57,73.32,Joined,,
4374-YMUSQ,Male,64,No,0,Lake Elsinore,92530,33.655421,-117.391751,0,34,Offer C,Yes,22.41,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,116.25,3899.05,0,0,761.94,4660.99,Stayed,,
4376-KFVRS,Male,52,Yes,0,Barstow,92311,34.965648,-117.001509,5,72,Offer A,Yes,30.75,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,114.05,8468.2,0,0,2214,10682.2,Stayed,,
4377-VDHYI,Male,29,Yes,3,Patterson,95363,37.410236,-121.320337,6,32,None,Yes,36.65,No,Yes,Fiber Optic,69,Yes,Yes,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,-7,3023.85,0,0,1172.8,4196.65,Stayed,,
4378-BZYFP,Male,41,No,0,Fairfield,94533,38.287136,-122.02711,0,17,None,Yes,42.66,No,No,,,,,,,,,,,One Year,Yes,Mailed Check,20.5,365.8,0,0,725.22,1091.02,Stayed,,
4378-MYPGO,Male,41,Yes,2,Greenwood,95635,38.921333,-120.897718,3,68,None,Yes,31.4,No,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.25,7173.15,0,0,2135.2,9308.35,Stayed,,
4381-MHQDC,Female,38,No,0,Solvang,93463,34.624399,-120.137875,0,47,Offer B,Yes,35.75,Yes,Yes,DSL,13,Yes,No,Yes,Yes,No,No,No,No,Two Year,Yes,Credit Card,65,2879.9,0,0,1680.25,4560.15,Stayed,,
4385-GZQXV,Female,68,No,0,Ontario,91764,34.074087,-117.605618,0,16,Offer D,Yes,9.43,No,Yes,Fiber Optic,9,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.45,1511.2,0,0,150.88,1662.08,Churned,Competitor,Competitor had better devices
4385-ZKVNW,Male,58,Yes,3,San Francisco,94102,37.7795,-122.419233,4,44,None,Yes,46.54,No,Yes,DSL,52,No,Yes,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,54.9,2549.1,0,130,2047.76,4726.86,Stayed,,
4389-UEFCZ,Female,25,Yes,0,Monte Rio,95462,38.471049,-123.015549,0,72,None,Yes,21.96,Yes,Yes,Fiber Optic,59,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.5,7544,0,0,1581.12,9125.12,Stayed,,
4390-KYULV,Male,41,Yes,0,Piru,93040,34.432843,-118.730106,1,3,Offer E,Yes,37.61,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.55,51.15,0,0,112.83,163.98,Churned,Attitude,Attitude of support person
4391-LNRXK,Male,37,No,0,Port Costa,94569,38.035707,-122.196821,0,22,Offer D,Yes,48.07,No,Yes,Fiber Optic,18,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.95,2142.8,0,0,1057.54,3200.34,Stayed,,
4391-RESHN,Male,49,No,0,Lemon Cove,93244,36.462671,-118.997291,0,23,Offer D,Yes,16.28,Yes,Yes,Fiber Optic,2,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,104.05,2470.1,0,0,374.44,2844.54,Churned,Competitor,Competitor had better devices
4393-GEADV,Male,54,Yes,3,Dulzura,91917,32.622999,-116.687855,10,70,None,Yes,39.06,Yes,Yes,Fiber Optic,75,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,114.75,7842.3,0,0,2734.2,10576.5,Stayed,,
4393-OBCRR,Female,60,No,0,Bella Vista,96008,40.722733,-122.109666,0,3,None,Yes,1.47,No,No,,,,,,,,,,,One Year,No,Mailed Check,20.25,71.2,0,0,4.41,75.61,Joined,,
4393-RYCRE,Male,25,No,0,Macdoel,96058,41.769709,-121.92063,0,44,None,Yes,38.33,No,Yes,Fiber Optic,41,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.05,4510.8,0,0,1686.52,6197.32,Stayed,,
4395-PZMSN,Male,67,No,0,San Gregorio,94074,37.331762,-122.341444,0,5,Offer E,Yes,18.38,No,Yes,Fiber Optic,15,No,Yes,No,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,85.55,408.5,0,0,91.9,500.4,Stayed,,
4396-KLSEH,Male,26,No,0,Bakersfield,93311,35.16207,-119.194488,0,4,Offer E,Yes,6.88,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.85,63,0,0,27.52,90.52,Stayed,,
4397-FRLTA,Female,35,No,0,Corona,92883,33.762351,-117.488725,0,4,Offer E,Yes,32.54,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.15,84.5,0,0,130.16,214.66,Stayed,,
4398-HSCJH,Female,57,No,0,Los Angeles,90013,34.044639,-118.240413,0,3,Offer E,Yes,3.64,Yes,Yes,DSL,25,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,63.6,155.65,0,0,10.92,166.57,Churned,Competitor,Competitor offered higher download speeds
4402-FTBXC,Male,55,No,0,Hopland,95449,38.93706,-123.118111,0,54,None,Yes,27.17,No,Yes,Fiber Optic,24,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,89.8,4667,0,0,1467.18,6134.18,Stayed,,
4403-BWPAY,Male,40,No,0,Los Angeles,90017,34.052842,-118.264495,0,14,None,Yes,33.5,Yes,No,,,,,,,,,,,One Year,Yes,Credit Card,24.8,321.7,0,0,469,790.7,Stayed,,
4404-HIBDJ,Female,48,No,0,San Jose,95131,37.387027,-121.897775,0,25,None,Yes,1.37,No,Yes,DSL,21,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,No,Credit Card,74.3,1863.8,0,0,34.25,1898.05,Churned,Competitor,Competitor offered more data
4412-YLTKF,Female,72,No,1,Pico Rivera,90660,33.989524,-118.089299,0,27,Offer C,Yes,3.33,Yes,Yes,Fiber Optic,18,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,78.05,2135.5,0,10,89.91,2235.41,Churned,Competitor,Competitor had better devices
4415-IJZTP,Female,33,No,0,Los Angeles,90027,34.127194,-118.295647,0,1,None,Yes,13.61,Yes,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.5,74.5,0,0,13.61,88.11,Churned,Competitor,Competitor had better devices
4415-WNGVR,Female,73,Yes,0,Daggett,92327,34.875144,-116.821698,3,12,None,Yes,37.15,No,Yes,DSL,13,Yes,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,79.2,943.85,0,20,445.8,1409.65,Stayed,,
4418-LZMSV,Male,56,Yes,3,San Diego,92113,32.697098,-117.116587,8,13,None,Yes,28.15,No,Yes,Cable,56,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,61.8,750.1,0,0,365.95,1116.05,Stayed,,
4419-UJMUS,Male,55,Yes,1,Wildomar,92595,33.617108,-117.253349,0,69,Offer A,Yes,8.46,Yes,Yes,Fiber Optic,21,No,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99.35,6856.45,0,0,583.74,7440.19,Stayed,,
4422-QVIJA,Female,52,No,1,Los Angeles,90035,34.051809,-118.383843,0,35,None,Yes,38.82,Yes,Yes,DSL,19,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,50.15,1655.35,0,130,1358.7,3144.05,Stayed,,
4423-JWZJN,Male,57,Yes,2,Springville,93265,36.245926,-118.693138,9,64,Offer B,Yes,45.35,Yes,Yes,Fiber Optic,30,No,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,90.25,5629.15,0,0,2902.4,8531.55,Stayed,,
4423-YLHDV,Female,22,Yes,0,Los Angeles,90059,33.927254,-118.249826,1,21,Offer D,Yes,38.52,Yes,Yes,Fiber Optic,59,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.4,2200.25,0,0,808.92,3009.17,Churned,Attitude,Attitude of support person
4424-TKOPW,Male,70,No,0,Crestline,92325,34.248061,-117.29028,0,2,None,Yes,25.19,Yes,Yes,Fiber Optic,14,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,93.85,196.75,0,0,50.38,247.13,Churned,Price,Lack of affordable download/upload speed
4425-OWHWB,Female,32,No,0,El Cajon,92019,32.785165,-116.862648,0,20,None,Yes,10.9,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.35,433.75,0,0,218,651.75,Stayed,,
4429-WYGFR,Male,36,No,0,Sacramento,95821,38.625096,-121.383658,0,26,Offer C,Yes,44.11,No,Yes,DSL,8,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,49.15,1237.3,0,0,1146.86,2384.16,Stayed,,
4430-UZIPO,Male,44,No,0,San Diego,92121,32.898613,-117.202937,0,3,Offer E,No,,,Yes,DSL,21,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,36.85,108.7,0,0,0,108.7,Churned,Competitor,Competitor made better offer
4430-YHXGG,Female,20,No,3,San Lorenzo,94580,37.676249,-122.132415,0,4,Offer E,Yes,38.97,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,25.45,84.2,0,0,155.88,240.08,Stayed,,
4431-EDMIQ,Female,47,Yes,3,Sugarloaf,92386,34.243088,-116.830015,8,7,None,Yes,16.22,No,Yes,DSL,53,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.7,554.05,0,0,113.54,667.59,Stayed,,
4432-ADRLB,Male,46,No,0,Fallbrook,92028,33.362575,-117.299644,0,2,None,Yes,24.9,No,Yes,DSL,11,No,No,No,No,No,No,No,No,Month-to-Month,No,Mailed Check,44.65,74.9,0,10,49.8,134.7,Churned,Competitor,Competitor made better offer
4433-JCGCG,Male,80,Yes,0,San Diego,92129,32.961064,-117.134917,1,46,Offer B,Yes,5.36,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,101,4680.05,0,0,246.56,4926.61,Churned,Competitor,Competitor made better offer
4439-JMPMT,Female,38,Yes,0,Comptche,95427,39.239818,-123.565432,1,5,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,Churned,Attitude,Attitude of support person
4439-YRNVD,Female,33,No,0,Selma,93662,36.545322,-119.642281,0,10,None,No,,,Yes,DSL,23,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,36.25,374,0,0,0,374,Stayed,,
4441-NIHPT,Female,73,No,0,Freedom,95019,36.936228,-121.785559,0,13,None,Yes,40.37,No,Yes,Fiber Optic,21,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.3,940.35,0,0,524.81,1465.16,Churned,Competitor,Competitor had better devices
4443-EMBNA,Female,55,Yes,0,Castaic,91384,34.506627,-118.699048,3,71,None,Yes,32.13,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.75,1836.9,0,0,2281.23,4118.13,Stayed,,
4445-KWOKW,Female,23,No,0,Potrero,91963,32.619465,-116.593605,0,42,Offer B,Yes,29.44,Yes,Yes,Cable,41,Yes,Yes,No,No,No,No,Yes,Yes,One Year,Yes,Bank Withdrawal,60.15,2421.6,0,0,1236.48,3658.08,Stayed,,
4445-ZJNMU,Male,30,No,0,Manhattan Beach,90266,33.889632,-118.39737,0,9,Offer E,Yes,4.81,Yes,Yes,Fiber Optic,69,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.3,918.75,0,0,43.29,962.04,Stayed,,
4446-BZKHU,Male,44,Yes,0,Pleasant Hill,94523,37.95338,-122.076886,1,61,None,Yes,45.7,Yes,Yes,Fiber Optic,24,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.55,6281.45,0,0,2787.7,9069.15,Churned,Competitor,Competitor had better devices
4450-DLLMH,Male,53,No,0,Avalon,90704,33.391181,-118.421305,0,2,Offer E,Yes,6.74,No,Yes,Fiber Optic,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,71.3,157.75,0,0,13.48,171.23,Joined,,
4450-MDZFX,Male,50,Yes,4,Monrovia,91016,34.1528,-118.000482,9,60,Offer B,Yes,38.44,Yes,Yes,Fiber Optic,57,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.35,4453.3,0,0,2306.4,6759.7,Stayed,,
4450-YOOHP,Female,56,No,0,Sacramento,95818,38.556306,-121.495817,0,39,None,No,,,Yes,DSL,6,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,50.65,1905.4,3.51,0,0,1901.89,Stayed,,
4451-RWASJ,Male,35,Yes,3,Lagunitas,94938,38.021772,-122.691744,9,15,Offer D,Yes,49.36,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.5,239.75,0,0,740.4,980.15,Stayed,,
4452-QIIEB,Male,41,No,0,Glendora,91740,34.119363,-117.855059,0,7,Offer E,Yes,30.04,No,Yes,DSL,6,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,43.9,278.4,0,0,210.28,488.68,Stayed,,
4452-ROHMO,Female,64,No,0,San Diego,92128,33.000269,-117.072093,0,15,Offer D,Yes,39.49,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.6,331.6,0,0,592.35,923.95,Stayed,,
4455-BFSPD,Female,35,Yes,0,Escondido,92027,33.141265,-116.967221,5,61,None,Yes,36.13,Yes,Yes,Fiber Optic,23,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,101.15,6383.9,0,0,2203.93,8587.83,Stayed,,
4456-RHSNB,Female,43,Yes,1,San Bernardino,92401,34.105935,-117.2914,3,19,None,Yes,7.42,No,Yes,DSL,17,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.6,962.9,0,0,140.98,1103.88,Stayed,,
4458-KVRBJ,Male,25,No,0,San Jose,95110,37.34667,-121.910019,0,59,None,Yes,25.89,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25,1510.5,0,0,1527.51,3038.01,Stayed,,
4459-BBGHE,Male,61,No,1,Descanso,91916,32.912664,-116.635387,0,30,Offer C,No,,,Yes,DSL,17,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,44.5,1307.8,0,0,0,1307.8,Stayed,,
4462-CYWMH,Male,65,Yes,0,Lindsay,93247,36.205465,-119.085807,7,62,Offer B,Yes,27.49,Yes,Yes,Fiber Optic,3,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.8,5629.55,0,0,1704.38,7333.93,Stayed,,
4464-JCOLN,Male,40,Yes,0,Huron,93234,36.217864,-120.080117,2,2,Offer E,Yes,15.14,No,No,,,,,,,,,,,One Year,No,Mailed Check,19.85,35.9,0,0,30.28,66.18,Churned,Attitude,Attitude of support person
4465-VDKIQ,Female,61,No,0,Glendale,91201,34.17051,-118.289463,0,18,None,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,Stayed,,
4468-KAZHE,Female,70,Yes,0,Hughson,95326,37.5923,-120.853288,1,20,None,Yes,8.98,No,Yes,DSL,16,No,Yes,No,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,60,1259.35,0,0,179.6,1438.95,Stayed,,
4468-YDOVK,Male,57,No,2,Richmond,94805,37.941456,-122.320968,0,5,None,Yes,13.54,No,Yes,DSL,21,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,48.65,235.2,0,0,67.7,302.9,Stayed,,
4471-KXAUH,Female,58,Yes,0,Woody,93287,35.710244,-118.881679,1,42,None,Yes,10.73,Yes,Yes,Fiber Optic,22,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.3,3588.4,0,0,450.66,4039.06,Churned,Attitude,Attitude of service provider
4472-LVYGI,Female,43,Yes,0,San Bernardino,92408,34.084909,-117.258107,2,10,None,No,,,Yes,Cable,20,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,52.55,525.5,0,0,0,525.5,Stayed,,
4472-VESGY,Female,41,Yes,1,Durham,95938,39.607831,-121.777959,6,52,None,Yes,31.09,Yes,Yes,Fiber Optic,28,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,98.15,4993.4,0,0,1616.68,6610.08,Stayed,,
4475-NVTLU,Male,21,Yes,1,Paso Robles,93446,35.634222,-120.728341,6,45,Offer B,Yes,17.23,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.2,903.7,0,0,775.35,1679.05,Stayed,,
4476-OSWTN,Male,73,Yes,0,Witter Springs,95493,39.222323,-122.985488,2,69,None,Yes,8.3,Yes,Yes,Fiber Optic,14,Yes,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Mailed Check,110.55,7610.1,0,0,572.7,8182.8,Stayed,,
4480-MBMLB,Female,52,No,0,Los Angeles,90066,34.002028,-118.430656,0,36,Offer C,Yes,28.41,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.8,3886.45,0,0,1022.76,4909.21,Stayed,,
4480-QQRHC,Female,72,No,0,Hydesville,95547,40.557314,-124.081662,0,8,None,Yes,2.18,No,Yes,Fiber Optic,13,No,No,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74.05,600.15,0,0,17.44,617.59,Stayed,,
4482-EWFMI,Female,54,No,0,Arcadia,91006,34.137319,-118.029837,0,2,None,Yes,15.67,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.7,135.2,0,0,31.34,166.54,Joined,,
4482-FTFFX,Male,23,No,0,Penngrove,94951,38.325599,-122.642352,0,5,None,Yes,26.86,No,Yes,DSL,71,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,56.15,291.45,0,0,134.3,425.75,Stayed,,
4484-CGXFK,Female,45,No,0,El Dorado,95623,38.63153,-120.842609,0,3,None,Yes,25.96,No,Yes,DSL,7,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55.3,196.15,0,0,77.88,274.03,Churned,Dissatisfaction,Product dissatisfaction
4484-GLZOU,Female,20,Yes,0,San Dimas,91773,34.102119,-117.815532,6,52,None,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,Churned,Other,Don't know
4486-EFAEB,Male,56,No,0,Los Angeles,90002,33.949255,-118.246978,0,13,None,Yes,46.92,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.4,251.65,0,0,609.96,861.61,Stayed,,
4487-ZYJZK,Female,60,Yes,2,Los Gatos,95032,37.233034,-121.947427,1,38,None,Yes,36.72,No,No,,,,,,,,,,,One Year,No,Credit Card,19.6,763.1,0,0,1395.36,2158.46,Stayed,,
4488-KQFDT,Female,21,No,0,Lemon Grove,91945,32.733564,-117.033713,0,61,Offer B,Yes,15.44,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.95,6423,0,0,941.84,7364.84,Stayed,,
4488-PSYCG,Male,24,No,0,Seiad Valley,96086,41.924174,-123.260788,0,16,Offer D,Yes,21.04,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.25,327.45,0,0,336.64,664.09,Churned,Price,Long distance charges
4489-SNOJF,Female,28,Yes,2,Deer Park,94576,38.554383,-122.474773,1,35,None,Yes,25.27,Yes,Yes,DSL,82,Yes,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,72.25,2568.55,0,0,884.45,3453,Churned,Other,Don't know
4495-LHSSK,Female,25,No,2,Camp Nelson,93208,36.057458,-118.591951,0,18,Offer D,Yes,17.51,Yes,Yes,DSL,30,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,57.65,992.7,0,0,315.18,1307.88,Stayed,,
4500-HKANN,Male,33,Yes,0,Anaheim,92807,33.848733,-117.788357,6,23,None,Yes,13.79,Yes,Yes,Cable,17,No,Yes,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,59.7,1414.2,0,0,317.17,1731.37,Stayed,,
4501-EQDRN,Female,64,No,0,Montclair,91763,34.072121,-117.698319,0,1,None,Yes,21.52,No,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.7,69.7,0,0,21.52,91.22,Churned,Attitude,Attitude of service provider
4501-UYKBC,Female,65,No,0,Igo,96047,40.524535,-122.647172,0,46,None,Yes,16.04,Yes,Yes,DSL,26,No,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,69.1,3255.35,0,0,737.84,3993.19,Stayed,,
4501-VCPFK,Male,25,No,0,Coachella,92236,33.680031,-116.171678,0,26,Offer C,No,,,Yes,Cable,47,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,35.75,1022.5,0,0,0,1022.5,Stayed,,
4503-BDXBD,Male,41,No,0,Anaheim,92808,33.850452,-117.726668,0,11,None,Yes,25.24,No,Yes,Fiber Optic,29,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.95,815.5,0,0,277.64,1093.14,Churned,Attitude,Attitude of support person
4504-YOULA,Female,42,Yes,3,Wilton,95693,38.392559,-121.225093,0,35,Offer C,Yes,39.11,Yes,Yes,DSL,23,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,59.45,2136.9,0,0,1368.85,3505.75,Stayed,,
4505-EXZHB,Female,75,No,0,Ducor,93218,35.846067,-119.004073,0,6,Offer E,Yes,8.91,No,Yes,Fiber Optic,27,No,No,Yes,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,74.4,434.1,0,20,53.46,507.56,Churned,Competitor,Competitor offered more data
4508-OEBEY,Male,41,Yes,0,Goleta,93117,34.489983,-120.091246,2,31,None,Yes,27.37,No,Yes,DSL,15,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,75.5,2424.45,0,0,848.47,3272.92,Stayed,,
4510-HIMLV,Male,50,No,0,La Habra,90631,33.940619,-117.9513,0,1,None,Yes,22.86,No,Yes,Fiber Optic,25,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.8,69.8,0,10,22.86,102.66,Churned,Dissatisfaction,Network reliability
4510-PYUSH,Female,67,No,0,Sylmar,91342,34.321621,-118.399841,0,38,None,Yes,26.1,No,Yes,DSL,27,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,57.15,2250.65,0,0,991.8,3242.45,Churned,Attitude,Attitude of support person
4512-ZUIYL,Female,31,No,0,Sunnyvale,94089,37.421633,-122.009613,0,2,Offer E,Yes,37.76,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70,153.05,0,0,75.52,228.57,Churned,Other,Moved
4513-CXYIX,Female,73,Yes,0,Lake Elsinore,92532,33.705836,-117.318204,4,71,Offer A,Yes,43.99,Yes,Yes,Fiber Optic,17,Yes,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,80.7,5676,0,0,3123.29,8799.29,Stayed,,
4514-GFCFI,Female,76,No,0,San Diego,92117,32.825086,-117.199424,0,16,None,Yes,17.51,Yes,Yes,Fiber Optic,7,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.75,1350.15,0,0,280.16,1630.31,Churned,Attitude,Attitude of support person
4518-FZBSX,Male,57,Yes,2,Coulterville,95311,37.722127,-120.110174,4,42,Offer B,Yes,9.33,No,No,,,,,,,,,,,One Year,No,Credit Card,20.25,854.9,0,0,391.86,1246.76,Stayed,,
4521-WFJAI,Male,52,No,0,Sacramento,95825,38.590035,-121.412455,0,56,None,Yes,47.82,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,25.95,1444.05,0,0,2677.92,4121.97,Stayed,,
4521-YEEHE,Female,23,Yes,0,Anaheim,92805,33.830209,-117.906099,8,18,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,Stayed,,
4522-AKYLR,Female,68,No,0,Chino Hills,91709,33.942895,-117.725644,0,13,None,Yes,10.51,No,Yes,DSL,20,No,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,54.8,731.3,0,0,136.63,867.93,Stayed,,
4522-XRWWI,Male,30,Yes,0,Manton,96059,40.426679,-121.850421,1,42,Offer B,Yes,17.31,Yes,Yes,Cable,82,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,80.45,3375.9,0,0,727.02,4102.92,Stayed,,
4523-WXCEF,Female,21,Yes,0,San Jose,95129,37.305622,-122.000887,4,59,Offer B,Yes,9.23,Yes,Yes,Fiber Optic,48,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,101.1,6039.9,0,0,544.57,6584.47,Churned,Dissatisfaction,Service dissatisfaction
4524-QCSSM,Male,39,No,0,Encino,91436,34.152875,-118.486056,0,26,None,No,,,Yes,DSL,6,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,44.65,1156.55,0,0,0,1156.55,Stayed,,
4525-VZCZG,Male,58,No,1,Vernalis,95385,37.609095,-121.263381,0,54,None,Yes,20.93,No,Yes,Fiber Optic,11,Yes,Yes,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,105.85,5826.65,0,10,1130.22,6966.87,Stayed,,
4526-EXKKN,Male,27,No,0,Rio Nido,95471,38.522328,-122.97932,0,40,None,Yes,27.47,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.6,973.95,0,0,1098.8,2072.75,Stayed,,
4526-RMTLL,Male,32,Yes,1,Maywood,90270,33.988572,-118.186565,0,8,Offer E,Yes,37.28,Yes,Yes,DSL,14,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,76.15,645.8,0,0,298.24,944.04,Stayed,,
4526-ZJJTM,Female,72,Yes,0,San Mateo,94403,37.538309,-122.305109,1,25,None,Yes,19.44,No,Yes,Fiber Optic,4,No,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,88.4,2191.15,0,0,486,2677.15,Stayed,,
4529-CKBCL,Female,51,No,0,Ventura,93001,34.360261,-119.306383,0,2,Offer E,Yes,49.79,No,Yes,Fiber Optic,22,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,80.2,146.05,0,10,99.58,255.63,Churned,Attitude,Attitude of service provider
4530-NDRKU,Female,31,Yes,3,Auburn,95603,38.912881,-121.082766,4,42,None,Yes,34.66,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.05,761.85,0,0,1455.72,2217.57,Stayed,,
4531-AUZNK,Female,21,Yes,1,Oakland,94610,37.808731,-122.238708,2,51,Offer B,Yes,18.42,Yes,Yes,Fiber Optic,47,Yes,No,No,Yes,Yes,No,Yes,Yes,One Year,Yes,Mailed Check,95.15,5000.05,0,0,939.42,5939.47,Stayed,,
4534-WGCIR,Female,56,Yes,2,Covina,91723,34.084747,-117.886844,1,58,None,Yes,29.5,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.15,1509.9,0,0,1711,3220.9,Stayed,,
4536-PLEQY,Male,44,Yes,0,Los Angeles,90058,34.001617,-118.222274,1,12,Offer D,Yes,44.6,No,Yes,Fiber Optic,20,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.05,999.8,0,0,535.2,1535,Stayed,,
4537-CIBHB,Female,59,Yes,3,Arvin,93203,35.116307,-118.817644,10,9,None,Yes,12.55,No,No,,,,,,,,,,,One Year,No,Credit Card,20.25,172.35,0,0,112.95,285.3,Stayed,,
4537-DKTAL,Female,26,No,0,Darwin,93522,36.319181,-117.593053,0,2,Offer E,Yes,41.9,No,Yes,DSL,71,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,45.55,84.4,0,10,83.8,178.2,Joined,,
4538-WNTMJ,Female,39,Yes,0,Isleton,95641,38.154823,-121.601358,0,46,Offer B,Yes,4.6,Yes,No,,,,,,,,,,,One Year,No,Credit Card,24.95,1165.9,0,0,211.6,1377.5,Stayed,,
4541-RMRLG,Male,53,No,0,Hayward,94541,37.674002,-122.076796,0,7,None,Yes,9.14,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.25,112.3,0,0,63.98,176.28,Churned,Attitude,Attitude of support person
4544-RXFMG,Male,48,Yes,2,North San Juan,95960,39.423046,-120.984472,1,8,Offer E,Yes,6.78,No,Yes,DSL,24,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,43.45,345.5,0,0,54.24,399.74,Stayed,,
4546-FOKWR,Female,35,No,0,Los Gatos,95032,37.233034,-121.947427,0,16,None,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,Stayed,,
4547-FZJWE,Male,24,Yes,0,Forest Falls,92339,34.067699,-116.903891,5,55,None,Yes,36.17,No,Yes,DSL,69,Yes,No,No,No,No,Yes,Yes,No,One Year,No,Credit Card,59.45,3157,0,40,1989.35,5186.35,Stayed,,
4547-KQRTM,Female,60,No,0,Eldridge,95431,38.348884,-122.51699,0,10,None,Yes,49.7,Yes,Yes,Fiber Optic,10,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.05,830.7,0,0,497,1327.7,Churned,Competitor,Competitor offered higher download speeds
4547-LYTDD,Female,35,No,0,North Hollywood,91601,34.1692,-118.372498,0,16,Offer D,Yes,46.99,Yes,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,72.65,1194.3,0,0,751.84,1946.14,Churned,Competitor,Competitor had better devices
4548-SDBKE,Female,26,No,0,San Dimas,91773,34.102119,-117.815532,0,5,Offer E,Yes,34.49,Yes,Yes,Fiber Optic,46,No,No,No,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.2,474.8,0,0,172.45,647.25,Churned,Attitude,Attitude of service provider
4549-ZDQYY,Female,35,No,0,Torrance,90505,33.807882,-118.347957,0,52,None,Yes,33.84,No,Yes,DSL,5,Yes,No,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,57.95,3042.25,0,0,1759.68,4801.93,Stayed,,
4550-EVXNY,Female,52,No,0,San Francisco,94115,37.786031,-122.437301,0,1,Offer E,Yes,49.24,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.65,69.65,0,0,49.24,118.89,Churned,Competitor,Competitor offered higher download speeds
4550-VBOFE,Male,69,Yes,0,Soulsbyville,95372,37.990574,-120.261821,1,70,None,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,Churned,Competitor,Competitor had better devices
4553-DVPZG,Female,30,Yes,0,Daly City,94015,37.680844,-122.48131,10,62,Offer B,Yes,15.06,Yes,Yes,Fiber Optic,82,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.35,6164.7,0,0,933.72,7098.42,Stayed,,
4554-YGZIH,Male,75,Yes,0,Summerland,93067,34.420998,-119.60137,3,49,Offer B,Yes,22.92,Yes,Yes,Fiber Optic,14,No,Yes,No,No,No,Yes,No,Yes,Month-to-Month,No,Credit Card,90.05,4547.25,0,0,1123.08,5670.33,Churned,Competitor,Competitor made better offer
4558-CGYCZ,Male,20,No,0,San Fernando,91340,34.286131,-118.435969,0,4,None,Yes,41.94,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,-3,78.3,0,0,167.76,246.06,Stayed,,
4558-FANTW,Female,30,Yes,0,Fair Oaks,95628,38.652065,-121.25441,1,17,Offer D,Yes,41.95,No,Yes,Fiber Optic,51,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,91.85,1574.45,0,0,713.15,2287.6,Churned,Price,Lack of affordable download/upload speed
4559-UWIHT,Male,37,Yes,0,Atascadero,93422,35.453912,-120.69461,8,14,Offer D,Yes,45.57,Yes,Yes,Fiber Optic,10,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,82.65,1185,0,0,637.98,1822.98,Stayed,,
4560-WQAQW,Female,62,No,0,Mount Laguna,91948,32.830852,-116.444601,0,59,Offer B,Yes,28.32,Yes,Yes,DSL,9,Yes,No,No,Yes,No,Yes,Yes,No,One Year,No,Bank Withdrawal,68.7,4070.95,0,150,1670.88,5891.83,Stayed,,
4565-EVZMJ,Female,55,No,0,San Diego,92128,33.000269,-117.072093,0,47,None,Yes,26.35,No,Yes,Cable,5,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,58.9,2813.05,0,0,1238.45,4051.5,Stayed,,
4565-NLZBV,Female,33,Yes,0,Kneeland,95549,40.664483,-123.865325,5,71,None,Yes,43.37,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,24.65,1710.15,0,0,3079.27,4789.42,Stayed,,
4566-GOLUK,Male,43,Yes,0,Rosemead,91770,34.065108,-118.082791,1,47,None,Yes,37.74,Yes,Yes,Fiber Optic,7,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,107.35,5118.95,0,0,1773.78,6892.73,Churned,Attitude,Attitude of support person
4566-NECEV,Male,40,No,0,Palos Verdes Peninsula,90274,33.788208,-118.404955,0,5,None,Yes,39.13,Yes,Yes,Fiber Optic,20,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,96.55,500.1,0,0,195.65,695.75,Stayed,,
4566-QVRRW,Female,41,Yes,0,Witter Springs,95493,39.222323,-122.985488,1,11,Offer D,Yes,24.83,No,Yes,DSL,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.05,483.7,0,0,273.13,756.83,Churned,Competitor,Competitor had better devices
4567-AKPIA,Female,28,Yes,2,Canyon Dam,95923,40.171312,-121.120605,3,41,None,Yes,20.41,Yes,Yes,Fiber Optic,59,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,109.1,4454.25,0,0,836.81,5291.06,Stayed,,
4568-KNYWR,Male,56,No,0,Fullerton,92831,33.879983,-117.895482,0,52,None,Yes,46.24,No,Yes,Cable,10,Yes,Yes,No,No,Yes,No,No,No,Two Year,Yes,Credit Card,63.25,3342.45,0,130,2404.48,5876.93,Stayed,,
4568-TTZRT,Male,36,No,0,Auburn,95602,38.99003,-121.114408,0,9,Offer E,Yes,13.72,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.4,181.8,0,0,123.48,305.28,Stayed,,
4570-QHXHL,Female,48,No,0,Santa Ana,92704,33.719869,-117.907063,0,9,None,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,Stayed,,
4572-DVCGN,Female,40,No,0,San Diego,92122,32.85723,-117.209774,0,10,None,Yes,27.1,No,Yes,Fiber Optic,11,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.25,846,0,0,271,1117,Churned,Competitor,Competitor made better offer
4573-JKNAE,Male,44,No,3,Los Angeles,90032,34.078821,-118.177576,0,12,Offer D,Yes,17.23,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.35,212.3,0,0,206.76,419.06,Stayed,,
4576-CSAJH,Male,22,No,0,San Diego,92121,32.898613,-117.202937,0,22,None,Yes,33.53,No,Yes,DSL,59,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,55.15,1193.05,0,0,737.66,1930.71,Churned,Competitor,Competitor made better offer
4578-PHJYZ,Male,45,Yes,2,Orland,95963,39.748037,-122.302169,9,52,None,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,Stayed,,
4580-TMHJU,Female,57,Yes,0,Avenal,93204,35.916943,-120.129921,3,43,None,Yes,37.25,No,Yes,DSL,20,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,56.15,2499.3,0,0,1601.75,4101.05,Churned,Other,Don't know
4581-LNWUM,Female,47,No,0,San Pablo,94806,37.980269,-122.342635,0,13,Offer D,No,,,Yes,DSL,27,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,49.15,649.4,0,0,0,649.4,Stayed,,
4581-SSPWD,Female,63,No,0,Mountain View,94040,37.380662,-122.086022,0,3,Offer E,Yes,5.2,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,75.8,246.3,0,10,15.6,271.9,Churned,Competitor,Competitor had better devices
4583-PARNH,Male,66,Yes,0,Kerman,93630,36.727418,-120.123526,1,16,None,Yes,15.44,No,Yes,Fiber Optic,20,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,91.55,1540.05,0,0,247.04,1787.09,Stayed,,
4584-LBNMK,Male,79,Yes,0,Portola,96122,39.786755,-120.445626,5,45,None,Yes,44.91,Yes,No,,,,,,,,,,,One Year,No,Credit Card,24.7,1174.35,0,0,2020.95,3195.3,Stayed,,
4585-HETAI,Female,25,Yes,0,Huntington Park,90255,33.97803,-118.217141,5,4,None,Yes,48.48,No,Yes,Fiber Optic,58,No,No,Yes,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,-1,325.45,0,0,193.92,519.37,Churned,Dissatisfaction,Service dissatisfaction
4587-NUKOX,Female,60,No,0,Walnut,91789,34.018354,-117.85492,0,3,Offer E,Yes,32.43,No,Yes,Fiber Optic,2,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.1,246.5,0,0,97.29,343.79,Churned,Attitude,Attitude of support person
4587-VVTOX,Female,23,Yes,0,Frazier Park,93222,34.907911,-119.234281,1,6,Offer E,Yes,27.44,Yes,Yes,Fiber Optic,58,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.3,545.2,0,0,164.64,709.84,Churned,Competitor,Competitor offered more data
4588-YBNIB,Female,24,No,0,Fremont,94539,37.516791,-121.899117,0,1,Offer E,Yes,5.36,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.6,19.6,0,0,5.36,24.96,Churned,Price,Price too high
4589-IUAJB,Male,36,Yes,0,Garden Grove,92843,33.764018,-117.931507,1,70,Offer A,Yes,28.54,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.25,1724.15,0,0,1997.8,3721.95,Stayed,,
4592-IWTJI,Female,46,Yes,2,Homewood,96141,39.117018,-120.212535,1,3,Offer E,No,,,Yes,Cable,15,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,-4,91.7,0,0,0,91.7,Churned,Attitude,Attitude of support person
4597-ELFTS,Male,57,No,0,Glendale,91206,34.162515,-118.203869,0,56,None,Yes,2.58,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,24.9,1334,0,0,144.48,1478.48,Churned,Attitude,Attitude of support person
4597-NUCQV,Male,65,No,0,Oakland,94601,37.776523,-122.219268,0,24,None,Yes,28.98,Yes,Yes,Fiber Optic,30,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.25,2440.15,0,0,695.52,3135.67,Churned,Attitude,Attitude of support person
4598-XLKNJ,Female,78,Yes,1,Inglewood,90303,33.936291,-118.332639,1,25,Offer C,Yes,19.76,No,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,98.5,2514.5,13.43,0,494,2995.07,Churned,Dissatisfaction,Limited range of services
4598-ZADCK,Female,34,No,0,Hopland,95449,38.93706,-123.118111,0,53,None,No,,,Yes,DSL,25,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,53.6,2879.2,0,0,0,2879.2,Stayed,,
4603-JANFB,Male,51,No,0,Glencoe,95232,38.358464,-120.579304,0,1,Offer E,Yes,12.13,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.85,69.85,0,0,12.13,81.98,Churned,Competitor,Competitor had better devices
4607-CHPCA,Male,63,Yes,0,San Martin,95046,37.084697,-121.606417,1,25,None,Yes,35.27,No,Yes,Fiber Optic,4,No,No,No,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,90.4,2178.6,0,140,881.75,3200.35,Churned,Competitor,Competitor made better offer
4608-LCIMN,Male,45,Yes,3,Pismo Beach,93449,35.165668,-120.655842,1,8,None,Yes,30.77,No,Yes,DSL,75,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.65,369.15,0,0,246.16,615.31,Stayed,,
4609-KNNWG,Female,36,Yes,3,Dunnigan,95937,38.931425,-121.946081,1,27,None,Yes,2.4,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.9,550.1,0,0,64.8,614.9,Stayed,,
4611-ANLQC,Female,31,Yes,0,Castro Valley,94552,37.722727,-122.02157,7,60,Offer B,No,,,Yes,Cable,4,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,50.05,2911.5,0,0,0,2911.5,Stayed,,
4612-SSVHJ,Female,74,No,0,Yermo,92398,35.013299,-116.834092,0,20,Offer D,Yes,23.18,No,Yes,Fiber Optic,21,No,No,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,81.45,1671.6,0,0,463.6,2135.2,Stayed,,
4612-THJBS,Female,68,No,0,Terra Bella,93270,35.939068,-119.043666,0,56,None,Yes,34.58,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,104.75,5510.65,0,0,1936.48,7447.13,Churned,Attitude,Attitude of service provider
4614-NUVZD,Female,53,No,0,Anaheim,92807,33.848733,-117.788357,0,1,None,Yes,22.86,No,Yes,Fiber Optic,24,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,81.1,81.1,0,0,22.86,103.96,Churned,Competitor,Competitor offered more data
4615-PIVVU,Female,33,No,0,Ludlow,92338,34.702766,-116.093376,0,42,None,Yes,34.76,No,Yes,Cable,20,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,66.5,2762.75,0,0,1459.92,4222.67,Stayed,,
4616-EWBNJ,Female,23,No,0,Los Angeles,90042,34.11572,-118.192754,0,16,Offer D,Yes,47.25,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.1,318.6,0,0,756,1074.6,Stayed,,
4616-ULAOA,Female,33,Yes,2,Escondido,92029,33.079834,-117.134275,1,65,Offer B,Yes,45.21,Yes,Yes,Fiber Optic,19,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,110.8,7245.9,0,0,2938.65,10184.55,Stayed,,
4619-EVPHY,Female,65,Yes,0,Lamont,93241,35.245035,-118.905553,2,20,None,Yes,38.85,No,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,91,1859.5,0,0,777,2636.5,Stayed,,
4622-YNKIJ,Male,59,No,0,Norwalk,90650,33.905963,-118.08263,0,33,Offer C,Yes,47.64,No,Yes,Fiber Optic,18,Yes,No,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,88.95,3027.65,0,0,1572.12,4599.77,Stayed,,
4623-ZKHLY,Male,43,Yes,0,Ontario,91762,34.057256,-117.667677,1,22,Offer D,Yes,20.78,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.45,471.55,0,0,457.16,928.71,Stayed,,
4625-EWPTF,Male,55,No,0,Pasadena,91104,34.165383,-118.123752,0,8,Offer E,No,,,Yes,Cable,4,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,30.45,226.45,0,0,0,226.45,Churned,Competitor,Competitor had better devices
4625-LAMOB,Male,36,No,0,Fresno,93705,36.78724,-119.827813,0,44,None,Yes,1.4,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.4,905.55,0,0,61.6,967.15,Stayed,,
4625-XMOYM,Female,37,Yes,1,Annapolis,95412,38.731055,-123.316553,8,72,None,Yes,2.57,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,26.25,1988.05,0,0,185.04,2173.09,Stayed,,
4626-GYCZP,Male,60,No,0,Eureka,95503,40.737431,-124.108897,0,7,None,Yes,15.51,Yes,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.85,635.6,0,0,108.57,744.17,Churned,Competitor,Competitor had better devices
4626-OZDTJ,Female,35,Yes,0,Wildomar,92595,33.617108,-117.253349,10,51,Offer B,Yes,25.45,Yes,Yes,DSL,4,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,78.65,3950.85,0,0,1297.95,5248.8,Stayed,,
4627-MIHJH,Female,72,No,0,Stockton,95210,38.033219,-121.297433,0,69,None,Yes,23.4,Yes,Yes,Fiber Optic,27,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,110.25,7467.55,0,0,1614.6,9082.15,Stayed,,
4628-CTTLA,Male,23,No,0,Sanger,93657,36.819628,-119.440414,0,57,Offer B,No,,,Yes,DSL,59,No,Yes,No,No,Yes,No,Yes,No,Month-to-Month,Yes,Bank Withdrawal,39.3,2111.45,0,80,0,2191.45,Churned,Dissatisfaction,Lack of self-service on Website
4628-WQCQQ,Male,37,No,0,Whittier,90603,33.945318,-117.992066,0,35,None,Yes,25.51,No,Yes,Fiber Optic,16,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,85.15,3030.6,0,0,892.85,3923.45,Churned,Competitor,Competitor had better devices
4629-NRXKX,Female,47,Yes,0,El Monte,91731,34.079934,-118.046695,1,2,None,Yes,46.23,No,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.4,147.15,0,0,92.46,239.61,Churned,Dissatisfaction,Network reliability
4631-OACRM,Male,78,No,0,Lake Forest,92630,33.644849,-117.684254,0,15,None,Yes,17.23,No,Yes,Fiber Optic,12,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.4,1156.1,0,0,258.45,1414.55,Churned,Competitor,Competitor offered higher download speeds
4632-PAOYU,Male,37,Yes,1,Anaheim,92808,33.850452,-117.726668,1,22,Offer D,Yes,37.4,No,No,,,,,,,,,,,One Year,No,Credit Card,19.95,433.5,0,0,822.8,1256.3,Stayed,,
4632-XJMEX,Male,20,No,2,Fresno,93650,36.841655,-119.797113,0,53,Offer B,Yes,47.81,No,Yes,Cable,59,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Credit Card,62.85,3419.5,0,0,2533.93,5953.43,Stayed,,
4633-MKHYU,Female,23,No,0,San Diego,92109,32.787836,-117.232376,0,9,Offer E,Yes,35.45,No,Yes,Fiber Optic,52,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,88.4,788.6,0,0,319.05,1107.65,Stayed,,
4634-JLRJT,Female,30,No,0,Ontario,91764,34.074087,-117.605618,0,1,Offer E,Yes,29.86,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.35,20.35,0,0,29.86,50.21,Joined,,
4635-EJYPD,Male,39,Yes,1,Tomales,94971,38.240769,-122.901041,2,32,None,Yes,35.39,No,No,,,,,,,,,,,Two Year,No,Credit Card,18.95,613.95,0,0,1132.48,1746.43,Stayed,,
4636-JGAAI,Male,28,Yes,0,San Jose,95120,37.186141,-121.843554,10,34,None,Yes,13.97,Yes,Yes,Fiber Optic,48,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,88.85,3000.25,0,0,474.98,3475.23,Stayed,,
4636-OLWOE,Male,20,No,2,Fortuna,95540,40.584991,-124.121504,0,54,Offer B,Yes,4.16,No,Yes,Cable,59,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,61,3283.05,0,0,224.64,3507.69,Stayed,,
4636-QRJKY,Female,64,Yes,0,Idyllwild,92549,33.755039,-116.741796,1,6,None,Yes,36.12,Yes,Yes,Fiber Optic,23,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.5,502.85,0,0,216.72,719.57,Churned,Price,Price too high
4636-TVXVG,Male,28,Yes,2,Woodacre,94973,38.005839,-122.638155,9,62,None,Yes,47.96,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.95,1244.8,0,0,2973.52,4218.32,Stayed,,
4640-UHDOS,Female,60,Yes,0,Phelan,92371,34.441123,-117.537886,3,13,Offer D,Yes,19.05,No,Yes,DSL,27,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,55.95,734.35,0,0,247.65,982,Churned,Competitor,Competitor had better devices
4641-FROLU,Female,49,Yes,1,La Honda,94020,37.285677,-122.224165,8,30,Offer C,Yes,11.6,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.3,602.9,0,0,348,950.9,Stayed,,
4644-OBGFZ,Male,43,Yes,3,San Francisco,94115,37.786031,-122.437301,5,55,None,Yes,36.23,No,No,,,,,,,,,,,One Year,No,Credit Card,19.5,1026.35,0,0,1992.65,3019,Stayed,,
4644-PIZRT,Male,36,Yes,3,Long Barn,95335,38.109125,-120.078597,5,17,None,Yes,33.24,Yes,Yes,DSL,76,Yes,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,70.35,1201.65,0,0,565.08,1766.73,Stayed,,
4646-QZXTF,Female,38,Yes,0,San Juan Bautista,95045,36.810568,-121.503022,4,7,None,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,Stayed,,
4647-MUZON,Female,56,Yes,0,Port Hueneme,93041,34.110124,-119.100972,9,18,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,Stayed,,
4647-XXZAM,Female,41,Yes,1,Los Angeles,90037,34.002642,-118.287596,1,6,None,Yes,29.41,No,Yes,DSL,29,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.5,285.2,0,0,176.46,461.66,Stayed,,
4648-YPBTM,Male,35,No,0,Arcadia,91007,34.128284,-118.047732,0,53,None,Yes,6.54,Yes,Yes,DSL,4,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,73.9,3958.25,0,0,346.62,4304.87,Stayed,,
4652-NNHNY,Male,32,Yes,0,Fellows,93224,35.215731,-119.57013,1,16,None,Yes,17.96,Yes,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.85,1284.2,0,0,287.36,1571.56,Churned,Other,Don't know
4652-ODEVH,Male,43,Yes,3,Dutch Flat,95714,39.197215,-120.83679,10,45,None,Yes,47.31,Yes,No,,,,,,,,,,,Two Year,No,Mailed Check,24.45,1088.25,0,0,2128.95,3217.2,Stayed,,
4654-DLAMQ,Female,69,Yes,0,Warner Springs,92086,33.323705,-116.626907,9,64,None,Yes,3.76,No,Yes,Fiber Optic,11,Yes,Yes,Yes,No,No,Yes,No,Yes,One Year,No,Bank Withdrawal,97,6430.9,0,0,240.64,6671.54,Stayed,,
4654-GGUII,Female,28,No,0,Smartville,95977,39.176595,-121.291692,0,18,None,No,,,Yes,DSL,48,Yes,Yes,No,Yes,No,No,No,No,One Year,Yes,Credit Card,-5,711.95,0,90,0,801.95,Stayed,,
4654-ULTTN,Male,34,Yes,0,Fillmore,93015,34.408161,-118.865111,9,70,Offer A,Yes,8.28,Yes,Yes,DSL,5,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,74.8,5315.8,0,0,579.6,5895.4,Stayed,,
4656-CAURT,Male,57,No,0,Phillipsville,95559,40.184094,-123.745487,0,69,None,Yes,22.24,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,23.95,1713.1,0,0,1534.56,3247.66,Stayed,,
4657-FWVFY,Female,51,Yes,2,Kings Beach,96143,39.246654,-120.029273,4,40,None,Yes,29.42,Yes,Yes,Fiber Optic,23,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,96.35,3915.4,0,0,1176.8,5092.2,Stayed,,
4658-HCOHW,Female,52,Yes,0,Redwood Valley,95470,39.298065,-123.25211,1,21,None,Yes,16.67,No,Yes,Fiber Optic,3,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,102.8,2110.15,0,0,350.07,2460.22,Churned,Competitor,Competitor had better devices
4659-NZRUF,Female,64,No,0,Oakland,94609,37.834341,-122.26437,0,19,Offer D,Yes,32.87,Yes,Yes,Fiber Optic,17,Yes,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,95.15,1789.25,0,120,624.53,2533.78,Churned,Price,Long distance charges
4660-IRIBM,Male,32,Yes,1,Crows Landing,95313,37.435664,-121.049056,1,18,Offer D,Yes,24.16,No,Yes,Fiber Optic,19,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,87.9,1500.5,0,0,434.88,1935.38,Stayed,,
4661-NJEUX,Male,42,No,0,Portola Valley,94028,37.369709,-122.215844,0,1,None,Yes,3.23,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.05,20.05,0,0,3.23,23.28,Joined,,
4662-EKDPQ,Male,44,No,0,San Diego,92121,32.898613,-117.202937,0,2,None,Yes,37.29,Yes,Yes,Cable,20,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,62.05,118.3,0,0,74.58,192.88,Churned,Competitor,Competitor made better offer
4664-NJCMS,Female,52,Yes,0,San Francisco,94133,37.802071,-122.411004,7,33,Offer C,No,,,Yes,DSL,7,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,59.55,2016.3,0,0,0,2016.3,Stayed,,
4667-OHGKG,Male,61,No,0,Summerland,93067,34.420998,-119.60137,0,1,None,Yes,49.2,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.3,19.3,0,0,49.2,68.5,Churned,Dissatisfaction,Service dissatisfaction
4667-QONEA,Female,72,Yes,0,Los Angeles,90064,34.037251,-118.423573,9,60,Offer B,Yes,48.9,No,Yes,Cable,16,Yes,Yes,Yes,Yes,No,Yes,No,Yes,One Year,Yes,Credit Card,74.85,4456.35,0,0,2934,7390.35,Stayed,,
4670-TABXH,Male,53,Yes,0,Hawthorne,90250,33.914775,-118.348083,6,72,None,Yes,22.95,Yes,Yes,Fiber Optic,17,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,109.75,7758.9,0,0,1652.4,9411.3,Stayed,,
4671-LXRDQ,Male,44,No,0,Salyer,95563,40.89866,-123.539754,0,2,None,Yes,17.25,No,Yes,Cable,3,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,45,96.45,0,30,34.5,160.95,Churned,Competitor,Competitor had better devices
4671-VJLCL,Female,36,No,0,Los Angeles,90046,34.108455,-118.362081,0,63,Offer B,Yes,12.82,Yes,Yes,DSL,17,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,79.85,4861.45,0,0,807.66,5669.11,Stayed,,
4672-FOTSD,Male,54,No,0,Dorris,96023,41.949216,-122.050062,0,12,Offer D,Yes,45.8,Yes,Yes,DSL,4,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,67.25,832.3,0,0,549.6,1381.9,Stayed,,
4673-KKSLS,Female,56,No,0,Oakland,94605,37.758019,-122.138678,0,31,None,Yes,40.92,No,Yes,Fiber Optic,20,Yes,No,Yes,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,87.6,2724.25,0,70,1268.52,4062.77,Stayed,,
4674-HGNUA,Male,57,Yes,3,Petrolia,95558,40.274302,-124.210902,6,71,Offer A,Yes,31.33,Yes,Yes,Cable,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,89.9,6457.15,0,0,2224.43,8681.58,Stayed,,
4676-MQUEA,Male,80,Yes,0,Laguna Beach,92651,33.570023,-117.773669,9,50,None,Yes,14.49,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,101.9,5265.5,0,0,724.5,5990,Stayed,,
4676-WLUHT,Male,51,No,0,Darwin,93522,36.319181,-117.593053,0,54,Offer B,No,,,Yes,DSL,7,Yes,Yes,No,No,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,46.2,2431.95,0,0,0,2431.95,Stayed,,
4678-DVQEO,Female,41,No,0,Bass Lake,93604,37.458367,-119.345011,0,1,None,Yes,34.04,No,Yes,DSL,23,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,52.2,52.2,0,0,34.04,86.24,Churned,Competitor,Competitor made better offer
4680-KUTAJ,Female,73,No,0,Beverly Hills,90212,34.062095,-118.401508,0,11,None,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,Stayed,,
4682-BLBUC,Male,19,Yes,0,La Crescenta,91214,34.239636,-118.245259,1,44,None,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,Stayed,,
4683-WYDOU,Male,54,Yes,0,Rancho Palos Verdes,90275,33.753146,-118.367459,8,62,None,Yes,34.62,Yes,Yes,Fiber Optic,28,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,107.6,6912.7,0,0,2146.44,9059.14,Stayed,,
4685-ERGHK,Male,45,No,0,Gasquet,95543,41.867908,-123.794144,0,57,Offer B,Yes,36.08,Yes,Yes,Fiber Optic,26,No,No,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,86.9,4939.25,0,0,2056.56,6995.81,Stayed,,
4685-TFLLS,Male,39,Yes,3,Spreckels,93962,36.624641,-121.647195,1,18,Offer D,Yes,45.18,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.8,342.3,0,0,813.24,1155.54,Stayed,,
4686-GEFRM,Male,23,Yes,0,Pioneertown,92268,34.201108,-116.593456,5,70,Offer A,Yes,45.24,Yes,Yes,Fiber Optic,42,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,98.7,6858.9,0,0,3166.8,10025.7,Stayed,,
4686-UXDML,Female,24,No,0,Cutler,93615,36.497895,-119.285484,0,21,None,Yes,24.86,Yes,Yes,Fiber Optic,48,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.85,1992.55,0,0,522.06,2514.61,Stayed,,
4690-LLKUA,Male,68,No,0,San Diego,92130,32.957195,-117.202542,0,17,None,Yes,40.93,No,Yes,DSL,2,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.05,770.6,0,0,695.81,1466.41,Churned,Competitor,Competitor made better offer
4690-PKDQG,Female,66,Yes,0,San Diego,92102,32.716007,-117.117462,3,42,None,Yes,22.89,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.55,3930.6,0,0,961.38,4891.98,Stayed,,
4692-NNQRU,Female,49,Yes,0,Cloverdale,95425,38.801936,-122.938935,7,21,Offer D,Yes,14.51,No,Yes,Fiber Optic,20,No,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,79.2,1742.45,0,0,304.71,2047.16,Stayed,,
4693-VWVBO,Female,60,No,0,Valley Springs,95252,38.156971,-120.849231,0,3,None,Yes,40.98,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.55,61.05,0,0,122.94,183.99,Joined,,
4694-PHWFW,Female,26,No,3,San Francisco,94105,37.789168,-122.395009,0,8,None,Yes,45.87,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.95,170.9,0,0,366.96,537.86,Stayed,,
4695-VADHF,Male,53,Yes,0,Oakland,94606,37.792489,-122.244314,1,18,None,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,Churned,Competitor,Competitor had better devices
4695-WJZUE,Female,68,No,0,Irvine,92606,33.703976,-117.824172,0,2,None,Yes,21.57,Yes,Yes,Fiber Optic,28,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,88.55,179.25,0,0,43.14,222.39,Churned,Competitor,Competitor had better devices
4697-LUPSU,Male,22,Yes,0,Grover Beach,93433,35.120833,-120.61843,6,2,None,Yes,38.41,No,No,,,,,,,,,,,One Year,No,Credit Card,20.2,34.75,0,0,76.82,111.57,Joined,,
4698-KVLLG,Female,66,No,0,San Quentin,94964,37.942551,-122.491642,0,51,None,Yes,47.46,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.6,967.9,0,0,2420.46,3388.36,Stayed,,
4700-UBQMV,Male,42,Yes,3,Stockton,95206,37.902422,-121.440029,6,21,None,Yes,31.55,Yes,Yes,DSL,23,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,75.9,1549.75,0,0,662.55,2212.3,Stayed,,
4701-AHWMW,Male,30,Yes,0,Susanville,96130,40.559177,-120.612113,1,55,None,No,,,Yes,DSL,42,No,No,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,54.55,2978.3,0,50,0,3028.3,Churned,Attitude,Attitude of service provider
4701-LKOZD,Female,64,No,0,Foresthill,95631,39.031876,-120.811141,0,70,None,Yes,29.53,Yes,Yes,Cable,7,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,89.75,6367.2,0,110,2067.1,8544.3,Stayed,,
4701-MLJPN,Male,60,No,0,Fresno,93702,36.739385,-119.753649,0,31,Offer C,Yes,1.53,No,Yes,DSL,6,No,No,Yes,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,55.25,1715.65,0,10,47.43,1773.08,Churned,Attitude,Attitude of support person
4702-HDRKD,Male,30,No,0,Knights Landing,95645,38.875508,-121.765866,0,67,Offer A,No,,,Yes,Cable,85,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,49.35,3321.35,0,0,0,3321.35,Stayed,,
4702-IOQDC,Female,58,No,0,Gustine,95322,37.147198,-121.120161,0,1,Offer E,Yes,46.17,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.1,70.1,0,0,46.17,116.27,Churned,Competitor,Competitor offered higher download speeds
4703-MQYKT,Male,43,No,0,Escondido,92025,33.081478,-117.033814,0,21,None,Yes,16.81,No,No,,,,,,,,,,,Two Year,No,Mailed Check,19.6,390.4,0,0,353.01,743.41,Stayed,,
4704-ERYFC,Female,19,Yes,0,Knights Landing,95645,38.875508,-121.765866,1,22,None,Yes,32.11,No,Yes,Fiber Optic,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.25,1554,0,0,706.42,2260.42,Churned,Competitor,Competitor offered higher download speeds
4706-AXVKM,Female,78,No,0,Stevenson Ranch,91381,34.364153,-118.615583,0,11,None,Yes,4.1,Yes,Yes,Fiber Optic,5,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,84.8,906.85,0,0,45.1,951.95,Churned,Price,Extra data charges
4706-DGAHW,Male,73,No,0,California Hot Springs,93207,35.865795,-118.69759,0,1,Offer E,Yes,49.34,No,Yes,DSL,15,No,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,45.2,45.2,0,0,49.34,94.54,Joined,,
4707-MAXGU,Male,36,Yes,0,Canyon Country,91351,34.422519,-118.420717,1,72,None,Yes,36.03,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.85,1872.2,5.73,0,2594.16,4460.63,Stayed,,
4707-YNOQA,Female,57,Yes,1,Burnt Ranch,95527,40.854512,-123.450097,6,34,None,Yes,25.69,Yes,No,,,,,,,,,,,One Year,Yes,Credit Card,25.6,917.15,0,0,873.46,1790.61,Stayed,,
4709-LKHYG,Female,23,Yes,0,Tarzana,91356,34.157137,-118.548511,6,29,Offer C,Yes,27.72,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20,540.05,0,0,803.88,1343.93,Stayed,,
4710-FDUIZ,Male,50,Yes,0,Santa Ana,92707,33.714829,-117.872941,2,56,None,Yes,26.15,Yes,Yes,Fiber Optic,7,No,Yes,No,No,Yes,Yes,Yes,No,One Year,No,Credit Card,100.3,5614.45,0,100,1464.4,7178.85,Churned,Competitor,Competitor offered more data
4710-NKCAW,Male,42,Yes,2,El Cajon,92019,32.785165,-116.862648,7,5,None,Yes,17.37,Yes,Yes,DSL,15,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,64.4,316.9,0,0,86.85,403.75,Stayed,,
4712-AUQZO,Male,53,No,0,Pinole,94564,37.996462,-122.293716,0,18,None,No,,,Yes,DSL,30,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,33.6,550.35,0,0,0,550.35,Stayed,,
4712-UYOOI,Female,21,Yes,3,Santa Cruz,95060,36.993451,-122.098858,4,20,None,Yes,38.6,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20,417.65,9.73,0,772,1179.92,Stayed,,
4713-LZDRV,Female,80,No,0,Malibu,90263,34.037037,-118.705803,0,2,Offer E,Yes,31.91,No,Yes,Cable,30,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.6,195.05,0,0,63.82,258.87,Churned,Price,Long distance charges
4713-ZBURT,Male,33,No,2,Brisbane,94005,37.684694,-122.40712,0,45,None,Yes,23.54,Yes,Yes,Fiber Optic,12,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,99.7,4634.35,0,0,1059.3,5693.65,Stayed,,
4716-HHKQH,Male,68,Yes,0,Pomona,91767,34.083086,-117.737997,3,20,None,Yes,27.56,Yes,Yes,Fiber Optic,3,No,Yes,No,Yes,Yes,Yes,No,Yes,One Year,No,Bank Withdrawal,107.05,2172.05,0,0,551.2,2723.25,Stayed,,
4716-MRVEN,Female,30,No,0,Parlier,93648,36.622237,-119.521126,0,29,Offer C,Yes,32.43,No,No,,,,,,,,,,,One Year,No,Credit Card,20,599.3,0,0,940.47,1539.77,Stayed,,
4717-GHADL,Female,39,No,0,Callahan,96014,41.388397,-122.794636,0,50,Offer B,Yes,48.45,Yes,Yes,DSL,14,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Mailed Check,79.6,4024.2,0,0,2422.5,6446.7,Stayed,,
4718-DHSMV,Female,22,No,0,Llano,93544,34.500091,-117.765862,0,11,Offer D,No,,,Yes,DSL,52,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,35.8,363.15,0,0,0,363.15,Stayed,,
4718-WXBGI,Male,21,Yes,1,Twain Harte,95383,38.107441,-120.230625,1,72,Offer A,Yes,27.1,Yes,Yes,Cable,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,91.95,6614.9,0,0,1951.2,8566.1,Stayed,,
4719-UMSIY,Male,52,No,2,Lake Arrowhead,92352,34.2565,-117.19335,0,6,None,Yes,15.5,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.65,100.9,0,0,93,193.9,Stayed,,
4720-VSTSI,Female,54,No,0,Monterey Park,91754,34.050322,-118.147037,0,44,None,Yes,40.17,Yes,Yes,Fiber Optic,6,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.8,3862.55,0,0,1767.48,5630.03,Churned,Attitude,Attitude of support person
4723-BEGSG,Male,35,Yes,0,Corona,92881,33.833686,-117.513063,1,72,None,Yes,12.12,Yes,Yes,Cable,23,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,-10,6094.25,3.2,0,872.64,6963.69,Stayed,,
4724-WXVWF,Male,28,No,0,Earp,92242,34.137742,-114.36514,0,48,None,Yes,4.15,Yes,Yes,Fiber Optic,46,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.4,4445.3,0,0,199.2,4644.5,Stayed,,
4726-DLWQN,Male,69,No,0,Live Oak,95953,39.258746,-121.77697,0,50,Offer B,Yes,25.23,Yes,Yes,DSL,23,Yes,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.35,3454.6,0,100,1261.5,4816.1,Stayed,,
4727-MCYZG,Male,23,No,0,Union City,94587,37.59485,-122.051521,0,1,Offer E,Yes,33.32,No,Yes,DSL,48,No,No,No,No,No,Yes,Yes,No,Month-to-Month,No,Mailed Check,55.55,55.55,0,30,33.32,118.87,Joined,,
4729-XKASR,Male,56,No,3,San Jose,95123,37.238758,-121.828375,0,1,None,No,,,Yes,DSL,57,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,24.75,24.75,0,0,0,24.75,Churned,Competitor,Competitor had better devices
4730-AWNAU,Male,59,Yes,0,Lower Lake,95457,38.925545,-122.549083,7,36,None,No,,,Yes,DSL,24,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,60.7,2234.55,0,0,0,2234.55,Stayed,,
4732-RRJZC,Male,31,Yes,1,Bridgeville,95526,40.372532,-123.525626,9,7,None,Yes,39.98,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.25,144.35,0,0,279.86,424.21,Stayed,,
4735-ASGMA,Male,55,No,0,Carnelian Bay,96140,39.227434,-120.091806,0,26,None,Yes,40.17,Yes,Yes,Fiber Optic,27,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.35,2515.3,0,0,1044.42,3559.72,Churned,Competitor,Competitor had better devices
4735-BJKOU,Female,33,No,0,Los Angeles,90039,34.110845,-118.259595,0,40,None,Yes,8.36,No,No,,,,,,,,,,,Two Year,No,Mailed Check,20.15,804.85,0,0,334.4,1139.25,Stayed,,
4737-AQCPU,Male,39,Yes,0,Los Angeles,90022,34.02381,-118.156582,5,72,None,Yes,42.55,Yes,Yes,DSL,18,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,72.1,5016.65,0,0,3063.6,8080.25,Stayed,,
4737-HOBAX,Male,51,Yes,0,Penngrove,94951,38.325599,-122.642352,5,63,None,Yes,10.07,Yes,Yes,Cable,20,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,79.8,5034.05,0,0,634.41,5668.46,Stayed,,
4741-WWJQZ,Female,49,Yes,0,Forestville,95436,38.499302,-122.92444,0,2,Offer E,Yes,26.58,No,Yes,Fiber Optic,23,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.15,194.55,0,0,53.16,247.71,Joined,,
4742-DRORA,Male,59,Yes,0,Mecca,92254,33.543835,-115.993906,5,60,Offer B,Yes,5.43,Yes,Yes,Fiber Optic,29,Yes,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,95.4,5812,0,0,325.8,6137.8,Stayed,,
4742-TXUEX,Female,24,Yes,3,Rialto,92376,34.109775,-117.378904,1,47,None,Yes,2.56,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.3,890.5,0,0,120.32,1010.82,Stayed,,
4745-LSPLO,Male,22,No,0,San Diego,92111,32.805518,-117.169052,0,1,None,Yes,19.85,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.5,20.5,0,0,19.85,40.35,Churned,Attitude,Attitude of support person
4747-LCAQL,Male,28,No,0,Los Angeles,90037,34.002642,-118.287596,0,25,Offer C,Yes,7.55,No,Yes,DSL,71,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,79,1902,0,0,188.75,2090.75,Stayed,,
4749-OJKQU,Female,36,No,0,San Jose,95132,37.424655,-121.74841,0,4,None,Yes,23.5,Yes,Yes,Fiber Optic,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.65,302.35,0,0,94,396.35,Stayed,,
4749-VFKVB,Female,47,No,0,Inverness,94937,38.099323,-122.945723,0,1,None,Yes,46.49,Yes,Yes,DSL,14,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.1,50.1,0,0,46.49,96.59,Churned,Other,Don't know
4750-UKWJK,Female,77,Yes,0,Gilroy,95020,37.03889,-121.528955,1,37,None,Yes,25.35,No,No,,,,,,,,,,,One Year,No,Mailed Check,19.6,727.8,0,0,937.95,1665.75,Stayed,,
4750-ZRXIU,Female,68,No,0,Palo Alto,94304,37.386978,-122.177746,0,4,None,Yes,6.68,Yes,Yes,Cable,17,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.6,360.1,0,0,26.72,386.82,Churned,Competitor,Competitor had better devices
4751-ERMAN,Male,43,Yes,0,Gazelle,96034,41.411315,-122.697236,7,72,None,Yes,42.16,No,Yes,Cable,18,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,75.4,5480.25,0,0,3035.52,8515.77,Stayed,,
4753-PADAS,Female,23,Yes,0,Bieber,96009,41.083464,-121.107929,2,67,Offer A,Yes,25.46,Yes,Yes,Fiber Optic,73,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.7,6816.95,0,0,1705.82,8522.77,Stayed,,
4759-PXTAN,Female,34,Yes,0,Potter Valley,95469,39.408634,-123.045516,7,59,None,Yes,20.27,Yes,Yes,DSL,13,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,80.1,4693.2,0,0,1195.93,5889.13,Stayed,,
4759-TRPLW,Male,40,No,0,Long Beach,90822,33.778436,-118.118648,0,1,Offer E,Yes,29.63,No,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.4,70.4,0,0,29.63,100.03,Churned,Competitor,Competitor had better devices
4760-THGOT,Female,33,Yes,0,San Jose,95134,37.42765,-121.945416,9,43,None,Yes,49.48,Yes,Yes,Fiber Optic,11,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.1,4107.3,0,0,2127.64,6234.94,Stayed,,
4760-XOHVN,Female,54,Yes,2,Myers Flat,95554,40.267158,-123.805913,1,1,None,Yes,28.73,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.45,19.45,0,0,28.73,48.18,Churned,Competitor,Competitor made better offer
4763-PGDPO,Female,19,No,0,Sacramento,95831,38.494832,-121.529447,0,4,None,Yes,41.12,No,Yes,Fiber Optic,42,No,No,No,No,No,No,Yes,No,Month-to-Month,No,Bank Withdrawal,70.4,281,0,70,164.48,515.48,Churned,Competitor,Competitor had better devices
4765-OXPPD,Female,20,Yes,0,Ventura,93003,34.279221,-119.221437,1,9,Offer E,Yes,6.35,No,Yes,Cable,69,Yes,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,65,663.05,0,0,57.15,720.2,Churned,Competitor,Competitor offered more data
4767-HZZHQ,Male,32,Yes,3,Redondo Beach,90277,33.830453,-118.384565,5,30,Offer C,Yes,6.19,No,Yes,Fiber Optic,21,No,Yes,Yes,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,82.05,2570.2,0,120,185.7,2875.9,Stayed,,
4770-QAZXN,Female,42,No,0,Tomales,94971,38.240769,-122.901041,0,13,Offer D,Yes,46.3,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.45,232.1,0,0,601.9,834,Stayed,,
4770-UEZOX,Male,19,No,0,Fallbrook,92028,33.362575,-117.299644,0,2,Offer E,Yes,43.56,No,Yes,Fiber Optic,52,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.75,144.8,0,0,87.12,231.92,Joined,,
4774-HHGGS,Male,64,Yes,0,Janesville,96114,40.294034,-120.512622,1,30,None,Yes,11.38,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.05,637.55,0,0,341.4,978.95,Stayed,,
4776-XSKYQ,Female,48,Yes,1,Laguna Hills,92653,33.606899,-117.717854,4,12,None,No,,,Yes,DSL,22,No,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,30.25,368.85,0,0,0,368.85,Stayed,,
4778-IZARL,Male,46,Yes,0,New Cuyama,93254,34.956577,-119.750142,8,63,None,Yes,3.18,No,Yes,Fiber Optic,15,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,110.1,6705.7,0,0,200.34,6906.04,Stayed,,
4779-ZGICK,Male,39,Yes,1,Los Angeles,90057,34.061918,-118.277939,0,48,Offer B,Yes,11.86,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,23.55,1173.35,0,0,569.28,1742.63,Stayed,,
4781-ZXYGU,Male,25,Yes,2,Sausalito,94965,37.848641,-122.515692,7,1,Offer E,Yes,18.63,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.15,20.15,0,0,18.63,38.78,Joined,,
4782-OSFXZ,Female,72,Yes,0,Lodi,95242,38.128087,-121.4078,1,71,Offer A,Yes,37.53,Yes,Yes,DSL,24,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,82.7,5831.2,0,0,2664.63,8495.83,Stayed,,
4785-FCIFB,Female,20,Yes,0,Forest Falls,92339,34.067699,-116.903891,10,61,Offer B,Yes,20.09,Yes,No,,,,,,,,,,,Two Year,No,Mailed Check,24.4,1417.9,0,0,1225.49,2643.39,Stayed,,
4785-NKHCX,Male,65,No,0,O Neals,93645,37.140104,-119.657092,0,5,Offer E,Yes,30.14,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.05,94.15,0,0,150.7,244.85,Stayed,,
4785-QRJHC,Male,80,Yes,0,San Francisco,94132,37.722302,-122.491129,1,46,None,No,,,Yes,DSL,15,No,Yes,Yes,Yes,Yes,Yes,No,No,One Year,Yes,Bank Withdrawal,59.9,2816.65,0,150,0,2966.65,Churned,Competitor,Competitor offered higher download speeds
4786-UKSNZ,Male,45,No,0,Clayton,94517,37.881842,-121.848111,0,1,Offer E,Yes,11.25,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.2,20.2,0,0,11.25,31.45,Churned,Competitor,Competitor made better offer
4789-KWMXN,Male,42,Yes,0,Tuolumne,95379,37.939768,-120.188002,1,47,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,Churned,Price,Price too high
4791-QRGMF,Male,33,Yes,0,Miranda,95553,40.210895,-123.86,1,59,Offer B,Yes,10.76,Yes,Yes,Fiber Optic,5,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99.5,5961.1,0,0,634.84,6595.94,Churned,Competitor,Competitor offered more data
4795-KTRTH,Female,68,Yes,0,San Diego,92122,32.85723,-117.209774,1,5,Offer E,Yes,47.28,Yes,Yes,Fiber Optic,11,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,81,371.65,40.64,10,236.4,577.41,Churned,Competitor,Competitor made better offer
4795-UXVCJ,Male,63,No,0,Gonzales,93926,36.52588,-121.396719,0,26,Offer C,Yes,45.7,No,No,,,,,,,,,,,One Year,No,Credit Card,19.8,457.3,0,0,1188.2,1645.5,Stayed,,
4795-WRNVT,Female,32,No,0,Pomona,91768,34.067932,-117.785168,0,40,None,Yes,11.56,No,Yes,DSL,26,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,65.1,2586,0,0,462.4,3048.4,Stayed,,
4797-AXPXK,Female,64,No,2,Lompoc,93436,34.601055,-120.382917,0,1,Offer E,Yes,43.48,No,Yes,DSL,16,Yes,Yes,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,60,60,0,10,43.48,113.48,Churned,Attitude,Attitude of service provider
4797-MIWUM,Male,22,Yes,3,Goleta,93117,34.489983,-120.091246,0,7,Offer E,Yes,49.83,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.25,174.7,0,0,348.81,523.51,Stayed,,
4800-CZMPC,Female,24,Yes,0,Delano,93215,35.772244,-119.209689,1,48,Offer B,Yes,6.36,Yes,Yes,Fiber Optic,47,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,103.25,5037.55,0,0,305.28,5342.83,Churned,Attitude,Attitude of service provider
4800-VHZKI,Female,59,No,0,San Diego,92122,32.85723,-117.209774,0,1,Offer E,Yes,36.63,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.9,19.9,0,0,36.63,56.53,Churned,Competitor,Competitor made better offer
4801-JZAZL,Female,32,Yes,2,Angelus Oaks,92305,34.1678,-116.86433,1,11,None,No,,,Yes,DSL,17,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,29.6,346.45,27.24,0,0,319.21,Stayed,,
4801-KFYKL,Male,28,No,3,Granada Hills,91344,34.291273,-118.505104,0,8,None,Yes,1.95,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.45,159.2,0,0,15.6,174.8,Stayed,,
4803-AXVYP,Female,75,No,0,Butte City,95920,39.449794,-121.936372,0,38,Offer C,Yes,47.39,Yes,Yes,Fiber Optic,2,No,No,No,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,99.55,3734.25,0,0,1800.82,5535.07,Churned,Dissatisfaction,Service dissatisfaction
4803-LBYPN,Male,44,Yes,1,Orange,92868,33.787796,-117.875928,1,34,Offer C,Yes,44.54,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.8,635.9,46.07,0,1514.36,2104.19,Stayed,,
4804-NCPET,Male,32,Yes,3,Clearlake,95422,38.965804,-122.631779,3,19,None,Yes,31.7,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.2,387.4,0,0,602.3,989.7,Stayed,,
4806-DXQCE,Female,77,Yes,0,Santa Monica,90404,34.026334,-118.474222,7,70,None,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,Stayed,,
4806-HIPDW,Female,64,Yes,0,Calimesa,92320,33.982787,-117.057627,1,1,Offer E,Yes,21.65,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,68.95,68.95,0,0,21.65,90.6,Churned,Dissatisfaction,Limited range of services
4806-KEXQR,Male,27,No,0,Lockeford,95237,38.166791,-121.14207,0,4,Offer E,Yes,43.06,No,Yes,Fiber Optic,46,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.9,324.3,0,0,172.24,496.54,Churned,Competitor,Competitor had better devices
4807-IZYOZ,Female,25,No,0,North Palm Springs,92258,33.906496,-116.569499,0,51,Offer B,Yes,19.23,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.65,1020.75,19.32,0,980.73,1982.16,Stayed,,
4808-YNLEU,Female,51,Yes,0,Maywood,90270,33.988572,-118.186565,1,35,Offer C,Yes,24.53,No,Yes,DSL,30,Yes,No,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,62.15,2215.45,0,0,858.55,3074,Stayed,,
4811-JBUVU,Male,62,No,0,Sherman Oaks,91423,34.146957,-118.432138,0,30,None,Yes,31.97,Yes,Yes,Fiber Optic,2,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,89.9,2723.15,0,0,959.1,3682.25,Stayed,,
4813-HQMGZ,Female,54,Yes,0,Ducor,93218,35.846067,-119.004073,4,8,Offer E,Yes,9.88,Yes,Yes,Fiber Optic,4,No,No,No,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,90.25,743.75,0,0,79.04,822.79,Stayed,,
4815-GBTCD,Female,55,Yes,0,Wishon,93669,37.287758,-119.548156,1,4,None,No,,,Yes,DSL,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.15,99.95,0,0,0,99.95,Stayed,,
4815-TUMEQ,Female,25,No,0,Lynwood,90262,33.923573,-118.200669,0,10,Offer D,Yes,45.42,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.3,185.2,0,0,454.2,639.4,Stayed,,
4815-YOSUK,Male,22,Yes,2,Aliso Viejo,92656,33.571259,-117.731917,9,72,None,Yes,41.18,Yes,Yes,Fiber Optic,52,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,104.9,7537.5,0,0,2964.96,10502.46,Stayed,,
4816-JBHOV,Male,72,No,0,Los Angeles,90044,33.952714,-118.292061,0,2,Offer E,Yes,41.43,No,Yes,Cable,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.7,93.7,0,0,82.86,176.56,Churned,Competitor,Competitor offered more data
4816-LXZYW,Female,51,No,0,Long Beach,90810,33.819814,-118.222416,0,23,Offer D,Yes,33.44,Yes,Yes,Fiber Optic,11,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,-7,1676.95,0,0,769.12,2446.07,Churned,Competitor,Competitor had better devices
4816-OKWNX,Male,38,Yes,1,Los Angeles,90034,34.030578,-118.399613,2,50,None,Yes,36.21,No,Yes,Fiber Optic,22,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.4,5236.4,0,0,1810.5,7046.9,Stayed,,
4817-KEQSP,Female,43,Yes,2,Temecula,92592,33.507255,-117.029473,2,71,None,Yes,16.84,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.85,1326.35,0,0,1195.64,2521.99,Stayed,,
4817-QRJSX,Female,46,No,0,Clovis,93612,36.814539,-119.711868,0,10,Offer D,Yes,49.5,Yes,Yes,Fiber Optic,19,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,81,818.05,0,0,495,1313.05,Churned,Attitude,Attitude of support person
4817-VYYWS,Female,21,No,0,Silverado,92676,33.782346,-117.635263,0,30,Offer C,Yes,11.73,Yes,Yes,Fiber Optic,82,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.2,2983.8,0,0,351.9,3335.7,Churned,Dissatisfaction,Service dissatisfaction
4818-DRBQT,Male,29,Yes,0,Farmersville,93223,36.29878,-119.201028,1,29,Offer C,Yes,26.03,Yes,Yes,Fiber Optic,47,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.15,2265.25,0,0,754.87,3020.12,Churned,Attitude,Attitude of support person
4818-QIUFN,Female,69,No,0,Desert Hot Springs,92241,33.832799,-116.250973,0,20,None,Yes,11.82,Yes,Yes,Fiber Optic,5,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.15,1520.9,0,0,236.4,1757.3,Churned,Attitude,Attitude of support person
4819-HJPIW,Male,32,No,0,Avery,95224,38.208336,-120.339938,0,18,None,No,,,Yes,DSL,8,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25.15,476.8,0,0,0,476.8,Stayed,,
4821-SJHJV,Female,25,Yes,3,Calipatria,92233,33.143826,-115.497485,6,32,None,Yes,48.49,Yes,Yes,Fiber Optic,82,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,89.6,2901.8,0,0,1551.68,4453.48,Stayed,,
4821-WQOYN,Female,25,Yes,2,Little River,95456,39.245911,-123.77214,6,72,None,Yes,22.05,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.1,1326.25,0,0,1587.6,2913.85,Stayed,,
4822-LPTYJ,Male,38,Yes,0,Los Angeles,90021,34.029043,-118.239504,8,72,None,Yes,16.5,Yes,Yes,Fiber Optic,22,No,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,103.75,7346.2,0,130,1188,8664.2,Stayed,,
4822-NGOCH,Female,60,No,0,Sacramento,95831,38.494832,-121.529447,0,13,None,Yes,21.88,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.45,1058.6,0,0,284.44,1343.04,Churned,Price,Long distance charges
4822-RVYBB,Male,75,No,0,Berkeley,94704,37.871416,-122.246597,0,8,Offer E,Yes,40.45,Yes,Yes,Fiber Optic,29,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,100.6,819.4,0,0,323.6,1143,Churned,Attitude,Attitude of support person
4822-YCXMX,Male,64,No,0,Fresno,93705,36.78724,-119.827813,0,25,Offer C,Yes,8.31,Yes,Yes,Fiber Optic,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.8,2043.45,0,0,207.75,2251.2,Churned,Price,Extra data charges
4824-GUCBY,Female,77,No,0,San Francisco,94127,37.736535,-122.45732,0,22,None,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,Stayed,,
4825-FUREZ,Male,49,Yes,0,San Jose,95148,37.339533,-121.777179,10,42,None,Yes,45.75,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.25,835.5,0,0,1921.5,2757,Stayed,,
4825-XJGDM,Female,59,No,0,Mccloud,96057,41.251322,-122.105209,0,61,Offer B,No,,,Yes,DSL,8,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,43.7,2696.55,0,0,0,2696.55,Stayed,,
4826-DXMUP,Male,23,No,2,Mountain View,94041,37.388349,-122.075299,0,35,None,Yes,10.11,No,Yes,DSL,73,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,72.1,2495.15,0,0,353.85,2849,Stayed,,
4826-TZEVA,Female,50,No,0,O Neals,93645,37.140104,-119.657092,0,40,Offer B,Yes,18.57,No,Yes,Fiber Optic,15,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,74.8,2971.7,0,0,742.8,3714.5,Stayed,,
4826-XTSOH,Male,66,Yes,0,Moss Landing,95039,36.863303,-121.781632,0,1,None,Yes,38.78,Yes,Yes,Fiber Optic,23,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.05,86.05,0,0,38.78,124.83,Churned,Competitor,Competitor had better devices
4827-DPADN,Female,28,Yes,3,Los Angeles,90032,34.078821,-118.177576,3,72,None,Yes,24.48,Yes,Yes,Cable,69,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,83.3,6042.7,0,80,1762.56,7885.26,Stayed,,
4827-LTQRJ,Female,70,Yes,2,Shasta,96087,40.617614,-122.512861,1,66,None,Yes,44.38,Yes,Yes,Fiber Optic,28,Yes,Yes,No,Yes,Yes,Yes,No,Yes,One Year,Yes,Credit Card,110.6,7210.85,0,0,2929.08,10139.93,Stayed,,
4827-USJHP,Male,45,No,0,Glendale,91208,34.195386,-118.238508,0,20,Offer D,Yes,3.94,No,Yes,DSL,18,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,51.8,1023.85,0,0,78.8,1102.65,Stayed,,
4828-FAZPK,Female,30,Yes,2,Inglewood,90301,33.956445,-118.358634,1,16,Offer D,Yes,49.85,Yes,Yes,Fiber Optic,69,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.95,1267.95,0,0,797.6,2065.55,Stayed,,
4829-AUOAX,Female,57,No,0,Los Angeles,90014,34.043144,-118.251977,0,46,None,Yes,6.18,Yes,Yes,Cable,8,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,96.05,4399.5,0,80,284.28,4763.78,Churned,Price,Extra data charges
4829-ZLJTK,Female,80,Yes,0,Penngrove,94951,38.325599,-122.642352,5,72,Offer A,Yes,15.23,Yes,Yes,Fiber Optic,2,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,112.4,8046.85,0,0,1096.56,9143.41,Stayed,,
4830-FAXFM,Male,62,No,2,Korbel,95550,40.7666,-123.80458,0,19,Offer D,Yes,14.48,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,24.1,439.2,0,0,275.12,714.32,Stayed,,
4831-EOBFE,Male,43,Yes,0,Mountain Ranch,95246,38.264262,-120.515133,1,29,None,Yes,40.49,No,Yes,Fiber Optic,15,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,94.65,2649.15,0,0,1174.21,3823.36,Churned,Other,Don't know
4832-VRBMR,Male,65,Yes,0,Parker Dam,92267,34.273872,-114.192901,1,65,None,Yes,16.65,Yes,Yes,Fiber Optic,5,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.15,6792.45,0,0,1082.25,7874.7,Stayed,,
4833-QTJNO,Male,66,Yes,0,Coulterville,95311,37.722127,-120.110174,10,67,None,Yes,44.9,Yes,Yes,Fiber Optic,20,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,83.85,5588.8,0,0,3008.3,8597.1,Stayed,,
4835-YSJMR,Male,59,No,0,Ceres,95307,37.553469,-120.952825,0,39,Offer C,Yes,3.93,No,Yes,DSL,15,No,No,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,49.8,1971.15,0,0,153.27,2124.42,Stayed,,
4836-WNFNO,Female,56,Yes,0,Los Angeles,90032,34.078821,-118.177576,7,72,None,Yes,39.98,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,-7,1849.2,0,0,2878.56,4727.76,Stayed,,
4837-PZTIC,Female,54,No,0,Torrance,90504,33.867257,-118.330794,0,47,Offer B,No,,,Yes,Cable,23,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,41.9,1875.25,0,0,0,1875.25,Stayed,,
4837-QUSFT,Female,35,Yes,0,Oakley,94561,37.999406,-121.686241,8,65,Offer B,Yes,36.62,Yes,Yes,Fiber Optic,6,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,100.15,6643.5,0,0,2380.3,9023.8,Stayed,,
4840-ORQXB,Female,67,No,0,Sierra Madre,91024,34.168686,-118.057505,0,56,None,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,Stayed,,
4844-JJWUY,Female,65,No,0,San Francisco,94121,37.776718,-122.495781,0,1,Offer E,Yes,28.82,No,Yes,Fiber Optic,22,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86,86,0,0,28.82,114.82,Churned,Competitor,Competitor made better offer
4846-WHAFZ,Female,80,Yes,1,Whittier,90602,33.972119,-118.020188,1,37,Offer C,Yes,6.33,Yes,Yes,Fiber Optic,14,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.5,2868.15,0,0,234.21,3102.36,Churned,Price,Extra data charges
4847-QNOKA,Female,30,No,0,Modesto,95355,37.672906,-120.946594,0,1,Offer E,Yes,41.78,No,Yes,DSL,59,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.9,44.9,0,0,41.78,86.68,Churned,Dissatisfaction,Lack of self-service on Website
4847-TAJYI,Female,77,No,0,Chula Vista,91911,32.607964,-117.059459,0,6,Offer E,Yes,8.06,No,Yes,Fiber Optic,19,No,No,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,89.35,567.8,0,0,48.36,616.16,Stayed,,
4849-PYRLQ,Female,80,No,0,Fremont,94536,37.572273,-121.964583,0,56,None,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,Stayed,,
4851-BQDNX,Male,56,Yes,1,Oxnard,93035,34.18454,-119.224666,5,40,None,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,Stayed,,
4853-OITSN,Male,33,Yes,0,Oakland,94606,37.792489,-122.244314,8,5,Offer E,Yes,15.74,Yes,Yes,Fiber Optic,28,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.15,413.25,0,0,78.7,491.95,Stayed,,
4853-RULSV,Male,25,No,0,Miramonte,93641,36.696759,-119.024051,0,70,Offer A,Yes,12.19,Yes,Yes,Fiber Optic,42,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,104,7250.15,0,0,853.3,8103.45,Churned,Attitude,Attitude of service provider
4854-CIDCF,Female,74,No,0,Los Angeles,90065,34.108833,-118.229715,0,3,None,Yes,46.65,No,Yes,Fiber Optic,25,No,No,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,73.85,196.4,0,0,139.95,336.35,Joined,,
4854-SSLTN,Male,49,Yes,4,Torrance,90502,33.833181,-118.292062,8,2,Offer E,Yes,42.55,No,Yes,DSL,53,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Mailed Check,59.5,130.5,0,0,85.1,215.6,Joined,,
4855-SNKMY,Female,31,No,0,Los Angeles,90024,34.066303,-118.435479,0,1,Offer E,Yes,4.41,No,Yes,DSL,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.1,44.1,0,0,4.41,48.51,Churned,Competitor,Competitor made better offer
4859-ZSRDZ,Female,58,Yes,0,Vacaville,95687,38.333133,-121.920151,1,58,Offer B,No,,,Yes,Cable,11,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,55.5,3166.9,0,0,0,3166.9,Stayed,,
4860-IJUDE,Male,34,No,0,Ripon,95366,37.750778,-121.13238,0,13,None,Yes,30.06,No,Yes,Fiber Optic,5,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,73.75,956.65,0,0,390.78,1347.43,Stayed,,
4860-YZGZM,Male,27,No,0,San Jose,95128,37.316146,-121.936285,0,10,None,Yes,39.39,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20,185.4,0,0,393.9,579.3,Stayed,,
4868-AADLV,Male,77,Yes,2,Durham,95938,39.607831,-121.777959,0,66,None,Yes,3.27,Yes,Yes,Fiber Optic,10,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,116.25,7862.25,0,0,215.82,8078.07,Stayed,,
4869-EPIUS,Male,37,Yes,0,San Rafael,94901,37.972662,-122.491452,3,56,None,Yes,46.18,No,Yes,Fiber Optic,24,No,No,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,80.9,4557.5,0,0,2586.08,7143.58,Stayed,,
4871-JTKJF,Female,70,No,0,Selma,93662,36.545322,-119.642281,0,1,None,Yes,31.13,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.65,69.65,0,0,31.13,100.78,Churned,Attitude,Attitude of service provider
4872-JCVCA,Female,44,Yes,0,Desert Hot Springs,92241,33.832799,-116.250973,1,71,Offer A,No,,,Yes,DSL,16,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,47.6,3377.8,0,0,0,3377.8,Stayed,,
4872-VXRIL,Male,22,No,0,Lancaster,93536,34.741406,-118.38111,0,56,Offer B,Yes,48.32,Yes,Yes,DSL,59,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,64.65,3665.55,0,0,2705.92,6371.47,Stayed,,
4873-ILOLJ,Male,64,No,0,Sunol,94586,37.587494,-121.862856,0,24,None,Yes,32.49,No,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.35,2238.5,0,0,779.76,3018.26,Churned,Competitor,Competitor had better devices
4877-EVATK,Male,30,No,0,Elk,95432,39.108252,-123.645121,0,1,None,Yes,46.77,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20,20,0,0,46.77,66.77,Churned,Attitude,Attitude of service provider
4877-TSOFF,Female,41,Yes,3,Morongo Valley,92256,34.097863,-116.594561,7,55,Offer B,Yes,16.16,Yes,Yes,DSL,29,Yes,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,75.75,4264.25,0,0,888.8,5153.05,Stayed,,
4878-BUNFV,Male,59,Yes,1,Oakland,94621,37.750553,-122.197175,10,42,Offer B,Yes,32.02,No,No,,,,,,,,,,,Two Year,No,Mailed Check,20.7,828.85,0,0,1344.84,2173.69,Stayed,,
4879-GZLFH,Female,33,Yes,3,Buena Park,90621,33.874224,-117.993368,10,42,None,Yes,17.75,No,Yes,Fiber Optic,53,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92.15,3875.4,0,0,745.5,4620.9,Stayed,,
4881-GQJTW,Male,64,No,0,Taylorsville,95983,40.053684,-120.743116,0,14,Offer D,Yes,8.54,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.6,300.4,0,0,119.56,419.96,Stayed,,
4881-JVQOD,Male,73,Yes,3,Oxnard,93030,34.223244,-119.18012,1,10,None,No,,,Yes,Cable,53,No,No,No,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,34.55,362.6,0,0,0,362.6,Stayed,,
4883-KCPZJ,Female,30,Yes,3,Deer Park,94576,38.554383,-122.474773,9,22,Offer D,Yes,25.98,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.25,555.4,0,0,571.56,1126.96,Stayed,,
4883-QICIH,Male,37,Yes,0,Bodega Bay,94923,38.377165,-123.037957,1,32,None,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,Churned,Other,Don't know
4884-LEVMQ,Male,39,Yes,0,Valley Springs,95252,38.156971,-120.849231,10,39,Offer C,Yes,36.39,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,20.45,790,0,0,1419.21,2209.21,Stayed,,
4884-TVUQF,Female,80,No,0,Occidental,95465,38.415003,-122.998726,0,57,Offer B,Yes,36.89,Yes,Yes,Fiber Optic,17,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,101.3,5779.6,0,0,2102.73,7882.33,Stayed,,
4884-ZTHVF,Female,80,No,0,Santa Cruz,95065,37.031404,-121.981865,0,8,None,Yes,39.01,No,Yes,Fiber Optic,28,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,87.1,713.6,0,0,312.08,1025.68,Stayed,,
4890-VMUAV,Male,46,No,0,Alpine,91901,32.827184,-116.703729,0,63,Offer B,Yes,18.05,Yes,Yes,DSL,11,Yes,Yes,Yes,Yes,No,No,No,No,One Year,No,Bank Withdrawal,71.5,4576.3,0,70,1137.15,5783.45,Stayed,,
4891-NLUBA,Female,46,Yes,3,Paynes Creek,96075,40.343213,-121.815412,8,61,Offer B,No,,,Yes,DSL,26,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,61.45,3751.15,0,0,0,3751.15,Stayed,,
4892-VLANZ,Male,40,No,0,Colusa,95932,39.273096,-122.050763,0,1,None,Yes,9.66,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.8,19.8,0,0,9.66,29.46,Churned,Price,Long distance charges
4893-GYUJU,Female,29,No,0,Oregon House,95962,39.342587,-121.249833,0,50,None,Yes,17.88,No,No,,,,,,,,,,,One Year,Yes,Mailed Check,19.35,1033,29.5,0,894,1897.5,Stayed,,
4895-TMWIR,Male,79,Yes,0,San Diego,92122,32.85723,-117.209774,1,11,None,Yes,29.54,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.95,214.75,0,0,324.94,539.69,Churned,Competitor,Competitor made better offer
4896-CPRPF,Male,38,Yes,3,Valley Ford,94972,38.339996,-122.935056,1,35,None,Yes,13.67,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,-9,809.25,0,0,478.45,1287.7,Stayed,,
4897-QSUYC,Female,42,No,0,Amboy,92304,34.559882,-115.637164,0,1,Offer E,Yes,21.59,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,20.15,20.15,0,0,21.59,41.74,Churned,Attitude,Attitude of support person
4900-MSOMT,Female,39,Yes,3,Carnelian Bay,96140,39.227434,-120.091806,7,72,None,Yes,49.12,Yes,Yes,DSL,23,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,80.2,5714.2,0,0,3536.64,9250.84,Stayed,,
4902-OHLSK,Female,76,No,0,Half Moon Bay,94019,37.45567,-122.407992,0,29,None,Yes,20.98,Yes,Yes,Fiber Optic,16,No,No,No,Yes,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,98.65,2862.75,0,0,608.42,3471.17,Churned,Attitude,Attitude of support person
4903-CNOZC,Male,25,No,0,La Canada Flintridge,91011,34.234912,-118.153729,0,29,Offer C,Yes,28.83,Yes,Yes,DSL,47,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,70.9,1964.6,0,0,836.07,2800.67,Stayed,,
4903-UYAVB,Male,53,Yes,0,Lathrop,95330,37.80821,-121.308401,0,5,Offer E,Yes,31.76,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.35,126.05,0,0,158.8,284.85,Churned,Competitor,Competitor made better offer
4905-JEFDW,Male,39,No,0,Palo Alto,94306,37.416159,-122.131337,0,11,None,No,,,Yes,DSL,5,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,41.6,470.6,0,0,0,470.6,Churned,Competitor,Competitor offered higher download speeds
4906-ZHGPK,Male,49,Yes,0,Los Angeles,90046,34.108455,-118.362081,3,54,None,Yes,48.45,Yes,Yes,DSL,28,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,70.7,3770,0,0,2616.3,6386.3,Stayed,,
4908-XAXAY,Female,70,No,0,Buttonwillow,93206,35.451402,-119.488413,0,49,None,Yes,47.72,No,Yes,Fiber Optic,21,No,Yes,Yes,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,89.85,4287.2,0,0,2338.28,6625.48,Stayed,,
4909-JOUPP,Male,76,Yes,0,Tahoma,96142,39.061227,-120.179546,5,72,None,Yes,27.74,Yes,Yes,Fiber Optic,3,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,109.7,7898.45,0,0,1997.28,9895.73,Stayed,,
4910-AQFFX,Male,30,Yes,0,Soulsbyville,95372,37.990574,-120.261821,1,9,None,Yes,31.67,Yes,Yes,Cable,59,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,79.35,661.25,0,10,285.03,956.28,Churned,Dissatisfaction,Network reliability
4910-GMJOT,Female,56,No,0,San Francisco,94129,37.797526,-122.464531,0,1,None,Yes,1.17,Yes,Yes,Fiber Optic,27,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.6,94.6,0,0,1.17,95.77,Churned,Other,Don't know
4911-BANWH,Female,44,No,0,Sunland,91040,34.282704,-118.312929,0,31,None,Yes,33.38,Yes,Yes,Fiber Optic,27,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,86.55,2697.4,0,0,1034.78,3732.18,Churned,Attitude,Attitude of support person
4912-PIGUY,Female,44,No,0,Perris,92571,33.828289,-117.201666,0,1,Offer E,Yes,7.34,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,84.6,84.6,0,0,7.34,91.94,Joined,,
4913-EHYUI,Male,80,Yes,0,Alpaugh,93201,35.869626,-119.498771,0,56,Offer B,Yes,48.8,Yes,Yes,Fiber Optic,12,Yes,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,104.55,5794.65,0,0,2732.8,8527.45,Churned,Competitor,Competitor offered higher download speeds
4915-BFSXL,Male,49,Yes,1,Mount Hermon,95041,37.051166,-122.056194,9,70,Offer A,Yes,22.67,Yes,Yes,DSL,29,Yes,No,Yes,No,Yes,No,No,Yes,Two Year,No,Credit Card,68.95,4858.7,0,0,1586.9,6445.6,Stayed,,
4918-FYJNT,Female,68,Yes,0,Los Angeles,90063,34.044271,-118.185237,4,55,None,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,Stayed,,
4918-QLLIW,Male,23,No,0,Santa Monica,90405,34.005439,-118.477507,0,3,None,Yes,47.68,No,Yes,DSL,82,No,No,No,No,Yes,No,Yes,Yes,Month-to-Month,No,Credit Card,53.4,188.7,0,0,143.04,331.74,Churned,Other,Don't know
4919-IKATY,Male,64,Yes,0,San Diego,92126,32.886925,-117.152162,3,5,Offer E,Yes,36.88,Yes,Yes,Fiber Optic,8,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.5,453.75,0,0,184.4,638.15,Churned,Competitor,Competitor made better offer
4919-MOAVT,Male,53,No,0,Pasadena,91103,34.167465,-118.165327,0,3,Offer E,Yes,39.38,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.65,220.1,0,0,118.14,338.24,Churned,Competitor,Competitor offered higher download speeds
4922-CVPDX,Female,23,Yes,0,Westminster,92683,33.752591,-117.993661,6,26,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,Stayed,,
4923-ADWXJ,Female,33,No,0,Igo,96047,40.524535,-122.647172,0,25,None,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,Stayed,,
4925-LMHOK,Male,29,No,0,Stockton,95212,38.049457,-121.21653,0,15,Offer D,Yes,14.79,Yes,Yes,DSL,59,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,58.6,939.7,0,0,221.85,1161.55,Churned,Dissatisfaction,Service dissatisfaction
4926-UMJZD,Female,51,Yes,0,Mt Baldy,91759,34.231318,-117.662032,4,31,None,Yes,1.2,No,Yes,DSL,15,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,49.2,1498.55,0,100,37.2,1635.75,Stayed,,
4927-WWOOZ,Male,39,Yes,0,Pacific Grove,93950,36.618337,-121.926417,0,2,None,Yes,49.41,Yes,Yes,Fiber Optic,20,No,No,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,91.45,171.45,0,10,98.82,280.27,Joined,,
4929-BSTRX,Female,61,No,0,Oxnard,93030,34.223244,-119.18012,0,1,None,Yes,1.59,No,Yes,Cable,14,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,53.55,53.55,0,0,1.59,55.14,Churned,Price,Lack of affordable download/upload speed
4929-ROART,Male,47,No,0,Ukiah,95482,39.134075,-123.23422,0,18,None,Yes,33.8,Yes,Yes,Cable,17,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,56.25,969.85,0,30,608.4,1608.25,Stayed,,
4929-XIHVW,Male,79,Yes,0,Los Angeles,90034,34.030578,-118.399613,10,2,Offer E,Yes,33.1,No,Yes,Fiber Optic,11,No,No,Yes,No,Yes,Yes,No,No,One Year,Yes,Credit Card,95.5,181.65,0,10,66.2,257.85,Joined,,
4931-TRZWN,Female,54,No,0,Hornbrook,96044,41.962127,-122.527696,0,13,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,Stayed,,
4933-BSAIP,Female,39,Yes,0,Northridge,91324,34.238208,-118.55029,1,40,None,Yes,31.37,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.1,780.1,45.6,0,1254.8,1989.3,Stayed,,
4933-IKULF,Female,71,No,0,Pinon Hills,92372,34.459322,-117.629729,0,17,Offer D,Yes,24.15,No,No,,,,,,,,,,,One Year,No,Mailed Check,20.65,330.6,0,0,410.55,741.15,Stayed,,
4936-YPJNK,Female,56,No,0,Rosamond,93560,34.903052,-118.411251,0,10,None,Yes,23.84,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.9,199.45,0,0,238.4,437.85,Stayed,,
4937-QPZPO,Male,62,Yes,3,Snelling,95369,37.521708,-120.426843,3,61,None,Yes,34.54,Yes,Yes,Fiber Optic,58,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,99.9,6241.35,0,0,2106.94,8348.29,Stayed,,
4939-KYYPY,Male,55,No,0,Coleville,96107,38.42528,-119.475741,0,27,None,Yes,33.94,Yes,Yes,Cable,25,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,59.45,1611.65,0,0,916.38,2528.03,Stayed,,
4940-KHCWD,Female,61,Yes,0,Downey,90240,33.956228,-118.120993,1,60,Offer B,No,,,Yes,Cable,2,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,37.7,2288.7,0,0,0,2288.7,Stayed,,
4942-VZZOM,Male,40,Yes,0,Tupman,93276,35.316263,-119.402559,3,64,Offer B,Yes,37.46,Yes,Yes,DSL,2,Yes,No,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,66.15,4392.5,0,0,2397.44,6789.94,Stayed,,
4945-RVMTE,Female,57,No,0,Blocksburg,95514,40.309088,-123.668201,0,28,None,Yes,38.97,No,Yes,Cable,3,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.55,1646.45,0,0,1091.16,2737.61,Stayed,,
4946-EDSEW,Female,35,Yes,3,Compton,90221,33.885811,-118.206459,1,11,Offer D,Yes,29.01,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.25,180.3,0,0,319.11,499.41,Churned,Attitude,Attitude of support person
4947-DSMXK,Male,28,Yes,2,Farmersville,93223,36.29878,-119.201028,9,34,None,Yes,42.74,Yes,Yes,Fiber Optic,52,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,97.7,3410,0,0,1453.16,4863.16,Stayed,,
4948-WBBKL,Female,80,No,0,Dunnigan,95937,38.931425,-121.946081,0,36,Offer C,Yes,41.57,Yes,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74.9,2659.45,0,0,1496.52,4155.97,Stayed,,
4950-BDEUX,Male,47,No,0,Apple Valley,92308,34.424926,-117.184503,0,35,Offer C,No,,,Yes,DSL,26,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,49.2,1701.65,0,0,0,1701.65,Stayed,,
4950-HKQTE,Female,47,No,0,Morro Bay,93442,35.369553,-120.763864,0,22,Offer D,Yes,5.28,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,26.25,605.9,0,0,116.16,722.06,Stayed,,
4951-UKAAQ,Female,30,No,0,Inglewood,90302,33.975332,-118.355252,0,4,None,Yes,48.32,Yes,Yes,Fiber Optic,51,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,88.95,355.2,0,40,193.28,588.48,Churned,Dissatisfaction,Network reliability
4952-YSOGZ,Female,48,Yes,0,San Diego,92129,32.961064,-117.134917,1,4,None,Yes,4.14,Yes,Yes,Fiber Optic,30,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.95,381.3,0,0,16.56,397.86,Churned,Competitor,Competitor made better offer
4955-VCWBI,Female,51,Yes,2,Markleeville,96120,38.735789,-119.85798,5,43,None,Yes,35.2,No,No,,,,,,,,,,,One Year,No,Credit Card,20,817.95,0,0,1513.6,2331.55,Stayed,,
4957-SREEC,Male,38,Yes,1,Fallbrook,92028,33.362575,-117.299644,2,70,Offer A,Yes,31.78,No,No,,,,,,,,,,,Two Year,No,Credit Card,-3,1458.1,35.44,0,2224.6,3647.26,Stayed,,
4957-TIALW,Female,26,No,0,Corona,92880,33.918043,-117.617809,0,15,Offer D,Yes,20.11,No,Yes,Cable,73,Yes,Yes,Yes,Yes,No,No,Yes,Yes,One Year,No,Credit Card,65.6,1010,0,0,301.65,1311.65,Stayed,,
4957-TREIR,Male,37,No,0,Stratford,93266,36.175255,-119.813805,0,3,None,Yes,38.05,No,Yes,DSL,7,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,64.4,195.65,0,0,114.15,309.8,Joined,,
4958-GZWIY,Male,61,Yes,0,North Palm Springs,92258,33.906496,-116.569499,1,7,None,Yes,5.13,No,Yes,DSL,4,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,-4,340.25,0,0,35.91,376.16,Churned,Other,Don't know
4958-XCBDQ,Male,68,No,0,Victorville,92394,34.567058,-117.362329,0,35,Offer C,Yes,39.69,Yes,Yes,Fiber Optic,25,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,101.4,3496.3,0,0,1389.15,4885.45,Churned,Competitor,Competitor offered more data
4959-JOSRX,Female,41,Yes,0,La Puente,91744,34.031441,-117.936436,3,2,Offer E,Yes,30.19,No,Yes,Cable,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.6,80.55,0,0,60.38,140.93,Churned,Price,Lack of affordable download/upload speed
4962-CHQPW,Male,54,No,3,Greenville,95947,40.160386,-120.835428,0,29,Offer C,Yes,2,No,No,,,,,,,,,,,One Year,No,Mailed Check,19.85,535.05,0,0,58,593.05,Stayed,,
4967-WPNCF,Male,36,No,0,Huron,93234,36.217864,-120.080117,0,72,Offer A,No,,,Yes,Cable,14,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,63.7,4464.8,0,0,0,4464.8,Stayed,,
4971-PUYQO,Female,48,No,0,San Diego,92109,32.787836,-117.232376,0,27,None,Yes,11.09,Yes,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,94.55,2724.6,0,0,299.43,3024.03,Churned,Competitor,Competitor made better offer
4973-MGTON,Female,33,Yes,0,Topaz,96133,38.636052,-119.489162,0,71,None,Yes,3.09,No,Yes,DSL,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,84.4,5969.3,0,0,219.39,6188.69,Stayed,,
4973-RLZVI,Female,52,No,0,Hornbrook,96044,41.962127,-122.527696,0,30,None,Yes,4.22,No,Yes,DSL,13,Yes,Yes,Yes,Yes,Yes,No,No,No,One Year,No,Credit Card,74.65,2308.6,0,50,126.6,2485.2,Stayed,,
4976-LNFVV,Male,65,Yes,0,Daly City,94015,37.680844,-122.48131,6,19,None,No,,,Yes,DSL,14,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,34.3,577.15,0,0,0,577.15,Stayed,,
4979-HPRFL,Male,54,Yes,2,Garden Grove,92841,33.786738,-117.982564,1,56,Offer B,Yes,37.67,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.15,1402.25,29.41,0,2109.52,3482.36,Stayed,,
4980-URKXC,Male,26,Yes,0,Fort Irwin,92310,35.349241,-116.770281,1,36,None,Yes,12.61,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.85,720.05,0,0,453.96,1174.01,Stayed,,
4981-FLTMF,Female,35,Yes,1,Springville,93265,36.245926,-118.693138,3,57,None,Yes,1.54,Yes,Yes,DSL,15,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,65.2,3687.85,0,0,87.78,3775.63,Stayed,,
4983-CCWMC,Male,43,No,0,Creston,93432,35.480896,-120.469476,0,3,None,Yes,28.97,No,Yes,Fiber Optic,16,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,69.6,207.4,0,20,86.91,314.31,Joined,,
4983-CLMLV,Female,30,Yes,0,Escondido,92027,33.141265,-116.967221,0,52,None,Yes,44.34,Yes,Yes,Fiber Optic,71,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,102.7,5138.1,0,0,2305.68,7443.78,Stayed,,
4986-MXSFP,Female,40,No,0,San Leandro,94579,37.687264,-122.15728,0,2,Offer E,Yes,43.27,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,20,40.9,0,0,86.54,127.44,Joined,,
4987-GQWPO,Male,48,No,0,Huntington Beach,92647,33.723579,-118.005441,0,17,None,No,,,Yes,DSL,11,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25.1,382.8,0,0,0,382.8,Stayed,,
4988-IQIGL,Male,80,No,0,Canoga Park,91304,34.224377,-118.632656,0,1,None,Yes,28.49,Yes,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.35,75.35,0,0,28.49,103.84,Churned,Attitude,Attitude of support person
4989-LIXVT,Male,66,No,0,Santa Monica,90404,34.026334,-118.474222,0,68,None,Yes,19.67,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.9,6503.2,0,0,1337.56,7840.76,Stayed,,
4990-ALDGW,Male,37,No,0,Los Angeles,90033,34.050198,-118.210946,0,57,None,Yes,38.73,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.75,1118.8,0,0,2207.61,3326.41,Stayed,,
4992-LTJNE,Male,40,Yes,0,Cantua Creek,93608,36.488056,-120.407691,5,72,Offer A,Yes,24.24,Yes,Yes,DSL,27,Yes,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,55.3,3983.6,0,0,1745.28,5728.88,Stayed,,
4993-JCRGJ,Male,62,No,0,Holtville,92250,32.811001,-115.152865,0,26,None,Yes,37.69,Yes,Yes,Fiber Optic,30,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,84.3,2281.6,0,0,979.94,3261.54,Stayed,,
4994-OBRSZ,Male,24,No,3,Weed,96094,41.465121,-122.380947,0,14,None,Yes,36.73,No,Yes,Cable,52,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,76.1,1054.8,0,0,514.22,1569.02,Stayed,,
4998-IKFSE,Female,27,No,0,Phelan,92371,34.441123,-117.537886,0,30,Offer C,Yes,34.49,Yes,Yes,Fiber Optic,59,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,100.45,3096.9,0,80,1034.7,4211.6,Stayed,,
4999-IEZLT,Male,45,No,0,Susanville,96130,40.559177,-120.612113,0,66,None,No,,,Yes,Cable,15,No,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,29.45,1983.15,0,0,0,1983.15,Stayed,,
5002-GCQFH,Male,30,Yes,0,Hercules,94547,37.991259,-122.214945,1,49,Offer B,Yes,47.17,Yes,Yes,Fiber Optic,26,Yes,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,93.85,4733.1,0,30,2311.33,7074.43,Stayed,,
5003-OKNNK,Female,44,Yes,3,Hoopa,95546,41.163637,-123.704841,10,15,Offer D,Yes,46.64,No,No,,,,,,,,,,,One Year,No,Credit Card,20.35,335.95,0,0,699.6,1035.55,Stayed,,
5003-XZWWO,Male,32,Yes,0,Capistrano Beach,92624,33.458754,-117.665104,4,71,None,Yes,15.12,Yes,Yes,DSL,30,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,-8,5956.85,0,0,1073.52,7030.37,Stayed,,
5006-MXVRN,Female,23,No,0,Keyes,95328,37.555631,-120.911653,0,39,None,Yes,29.79,No,No,,,,,,,,,,,Two Year,No,Credit Card,-10,762.45,0,0,1161.81,1924.26,Stayed,,
5010-IPEAQ,Female,29,Yes,2,Escalon,95320,37.818543,-121.006907,2,67,None,No,,,Yes,Cable,51,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,54.2,3623.95,0,0,0,3623.95,Stayed,,
5012-YSPJJ,Male,20,Yes,1,Nubieber,96068,41.082472,-121.195215,6,31,None,Yes,25.04,No,Yes,DSL,71,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,54.35,1647,0,0,776.24,2423.24,Stayed,,
5013-SBUIH,Female,63,No,0,Stockton,95202,37.959706,-121.287669,0,50,None,Yes,27.7,Yes,Yes,Fiber Optic,28,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.65,5551.15,0,0,1385,6936.15,Churned,Competitor,Competitor had better devices
5014-GSOUQ,Male,59,No,0,Grass Valley,95945,39.194539,-120.988066,0,13,Offer D,Yes,18.73,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.95,243.65,0,0,243.49,487.14,Stayed,,
5014-WUQMG,Male,23,Yes,2,Hornbrook,96044,41.962127,-122.527696,1,47,Offer B,Yes,15.59,No,Yes,Fiber Optic,52,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,96.1,4391.45,0,0,732.73,5124.18,Stayed,,
5016-ETTFF,Male,46,No,0,Los Angeles,90016,34.028331,-118.354338,0,10,Offer D,No,,,Yes,DSL,30,No,No,Yes,No,No,No,No,No,Month-to-Month,No,Credit Card,29.5,255.25,0,40,0,295.25,Churned,Dissatisfaction,Service dissatisfaction
5016-IBERQ,Male,28,Yes,0,Simi Valley,93063,34.296813,-118.685703,1,23,None,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,Stayed,,
5016-LIPDW,Male,45,Yes,2,Stanford,94305,37.424342,-122.165641,1,57,None,Yes,41.56,No,No,,,,,,,,,,,One Year,No,Credit Card,19.4,1061.6,0,0,2368.92,3430.52,Stayed,,
5018-GWURO,Female,25,Yes,0,Novato,94949,38.067204,-122.524004,9,56,None,Yes,42.81,Yes,Yes,Fiber Optic,51,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.6,4902.8,0,0,2397.36,7300.16,Stayed,,
5018-HEKFO,Female,51,No,0,Rowland Heights,91748,33.976753,-117.897367,0,10,Offer D,Yes,17.01,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,24.5,270.15,0,0,170.1,440.25,Stayed,,
5018-LXQQG,Female,47,Yes,2,Torrance,90505,33.807882,-118.347957,1,30,Offer C,Yes,16.48,No,Yes,DSL,17,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,66.3,1923.5,0,0,494.4,2417.9,Stayed,,
5019-GQVCR,Male,74,No,0,Westlake Village,91361,34.130992,-118.894673,0,43,None,Yes,8.81,Yes,Yes,Fiber Optic,7,No,No,No,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,84.85,3645.6,0,0,378.83,4024.43,Stayed,,
5020-ZSTTY,Female,70,No,0,San Diego,92122,32.85723,-117.209774,0,54,Offer B,Yes,12.08,Yes,Yes,DSL,5,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,82.45,4350.1,0,0,652.32,5002.42,Churned,Competitor,Competitor made better offer
5022-JNQEQ,Female,39,Yes,1,Esparto,95627,38.834469,-122.127193,10,9,None,Yes,8.1,No,Yes,Fiber Optic,20,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.85,647.5,0,0,72.9,720.4,Stayed,,
5022-KVDQT,Male,20,No,0,Woodland Hills,91364,34.153733,-118.593408,0,27,None,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,Stayed,,
5025-GOOKI,Female,46,No,0,San Geronimo,94963,38.00474,-122.663717,0,20,Offer D,Yes,33.86,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,18.9,347.65,0,0,677.2,1024.85,Stayed,,
5027-QPKTE,Male,39,Yes,0,Modesto,95350,37.671806,-121.007575,1,7,Offer E,Yes,14.75,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.35,451.1,0,10,103.25,564.35,Churned,Competitor,Competitor had better devices
5027-XWQHA,Male,35,No,0,Ukiah,95482,39.134075,-123.23422,0,6,None,Yes,41.16,No,Yes,Cable,10,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,44.75,270.95,0,10,246.96,527.91,Churned,Dissatisfaction,Network reliability
5027-YOCXN,Male,23,Yes,0,Cardiff By The Sea,92007,33.015866,-117.272254,6,51,None,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,Stayed,,
5028-GZLDO,Male,21,No,0,Moraga,94556,37.827946,-122.107185,0,2,None,Yes,36.06,No,Yes,Fiber Optic,85,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,-2,140.7,0,0,72.12,212.82,Churned,Dissatisfaction,Service dissatisfaction
5028-HTLJB,Male,69,No,0,New Cuyama,93254,34.956577,-119.750142,0,1,Offer E,Yes,19.87,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,20.05,0,0,19.87,39.92,Churned,Price,Long distance charges
5032-MIYKT,Female,19,No,0,Weott,95571,40.310119,-123.909449,0,1,None,Yes,38.81,No,Yes,Fiber Optic,52,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,70.7,70.7,0,0,38.81,109.51,Joined,,
5032-USPKF,Female,57,No,0,Indio,92203,33.752938,-116.230055,0,38,None,Yes,25.11,Yes,Yes,DSL,13,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,84.1,3187.65,0,0,954.18,4141.83,Stayed,,
5035-BVCXS,Male,20,No,0,Loyalton,96118,39.637471,-120.226338,0,11,None,Yes,13.55,No,Yes,Fiber Optic,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.9,866.4,0,0,149.05,1015.45,Stayed,,
5035-PGZXH,Female,49,No,0,Chico,95926,39.745712,-121.84333,0,56,None,Yes,32.43,Yes,Yes,Fiber Optic,2,No,Yes,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,106.8,5914.4,0,30,1816.08,7760.48,Stayed,,
5038-ETMLM,Female,35,Yes,0,Sacramento,95823,38.475465,-121.443625,10,72,Offer A,Yes,29,Yes,Yes,Fiber Optic,22,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,113.65,8182.75,0,0,2088,10270.75,Stayed,,
5039-LZRQT,Female,52,No,0,Mountain Center,92561,33.638645,-116.55783,0,13,None,Yes,26.57,No,No,,,,,,,,,,,One Year,No,Mailed Check,20.2,273.25,0,0,345.41,618.66,Stayed,,
5043-TRZWM,Female,32,No,0,Los Angeles,90022,34.02381,-118.156582,0,1,None,Yes,7.11,No,Yes,Fiber Optic,26,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.55,75.55,0,0,7.11,82.66,Joined,,
5044-LRQAQ,Female,19,Yes,0,Ladera Ranch,92694,33.569186,-117.640055,8,7,None,Yes,41.22,No,Yes,Fiber Optic,73,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.2,477.55,0,0,288.54,766.09,Stayed,,
5044-XDPYX,Female,59,Yes,0,Chico,95973,39.903272,-121.843567,7,51,None,Yes,20.47,Yes,No,,,,,,,,,,,Two Year,No,Mailed Check,25.5,1281.25,0,0,1043.97,2325.22,Stayed,,
5046-NUHWD,Female,69,Yes,0,Hacienda Heights,91745,33.998471,-117.973758,5,29,None,No,,,Yes,Cable,23,Yes,No,Yes,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,45,1228.65,0,0,0,1228.65,Stayed,,
5047-LHVLY,Male,68,No,0,San Diego,92121,32.898613,-117.202937,0,1,Offer E,Yes,39.78,No,Yes,Cable,12,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,-9,50.15,0,0,39.78,89.93,Churned,Competitor,Competitor made better offer
5049-GLYVG,Male,56,No,0,Badger,93603,36.64545,-118.924982,0,1,Offer E,Yes,47.26,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.6,20.6,0,0,47.26,67.86,Churned,Price,Long distance charges
5049-MUBWG,Male,24,No,0,Carmel By The Sea,93921,36.554618,-121.922239,0,26,None,Yes,49.61,No,Yes,DSL,76,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,75,1908.35,0,0,1289.86,3198.21,Stayed,,
5052-PNLOS,Male,50,No,0,Echo Lake,95721,38.851842,-120.076204,0,3,Offer E,Yes,13.83,Yes,Yes,Fiber Optic,14,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.35,323.25,0,0,41.49,364.74,Churned,Dissatisfaction,Poor expertise of online support
5054-IEXZT,Male,41,No,0,San Diego,92117,32.825086,-117.199424,0,1,None,Yes,32.82,No,Yes,Fiber Optic,21,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,75.35,75.35,0,10,32.82,118.17,Churned,Competitor,Competitor made better offer
5055-BRMNE,Female,35,Yes,2,Friant,93626,37.027663,-119.69056,3,67,Offer A,Yes,40.35,Yes,Yes,Fiber Optic,16,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,106.7,7009.5,0,0,2703.45,9712.95,Stayed,,
5055-MGMGF,Female,35,Yes,0,Half Moon Bay,94019,37.45567,-122.407992,3,65,Offer B,Yes,40.71,Yes,Yes,Fiber Optic,23,Yes,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,105.05,6914.95,0,60,2646.15,9621.1,Stayed,,
5056-FIMPT,Female,47,No,2,Sacramento,95824,38.517295,-121.439819,0,43,None,Yes,10.19,No,Yes,Fiber Optic,10,Yes,Yes,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Credit Card,106,4532.3,0,130,438.17,5100.47,Stayed,,
5057-LCOUI,Female,35,No,0,Nipomo,93444,35.050345,-120.489599,0,39,Offer C,No,,,Yes,DSL,4,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.75,2011.4,0,0,0,2011.4,Churned,Attitude,Attitude of support person
5057-RKGLH,Female,22,Yes,1,Daggett,92327,34.875144,-116.821698,9,9,None,Yes,30.83,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.35,191.1,0,0,277.47,468.57,Stayed,,
5060-TQUQN,Male,19,Yes,1,Rancho Cucamonga,91701,34.132275,-117.611478,1,30,None,Yes,10.24,Yes,Yes,Fiber Optic,48,No,Yes,No,Yes,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,83.55,2570.2,0,0,307.2,2877.4,Stayed,,
5061-PBXFW,Female,49,Yes,1,San Jose,95129,37.305622,-122.000887,3,32,None,Yes,46.66,No,Yes,DSL,17,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,61.4,1864.65,0,0,1493.12,3357.77,Stayed,,
5062-CJJKH,Male,63,Yes,3,Burbank,91505,34.174215,-118.345928,1,25,None,Yes,36.17,No,Yes,DSL,53,No,Yes,Yes,No,No,No,No,Yes,One Year,No,Credit Card,53.65,1355.45,0,0,904.25,2259.7,Stayed,,
5063-IUOKK,Male,56,No,0,Santa Barbara,93111,34.460197,-119.802602,0,13,Offer D,Yes,10.11,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.75,265.75,0,0,131.43,397.18,Stayed,,
5066-GFJMM,Female,55,Yes,0,Eureka,95501,40.796621,-124.15428,4,3,Offer E,Yes,41.36,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.9,45.75,0,0,124.08,169.83,Joined,,
5067-DGXLL,Male,35,No,0,Alleghany,95910,39.467828,-120.841386,0,2,None,Yes,15.83,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.25,36.8,0,0,31.66,68.46,Joined,,
5067-WJEUN,Male,42,Yes,2,Bakersfield,93308,35.559617,-118.925185,1,67,Offer A,Yes,10.9,No,Yes,Cable,26,Yes,Yes,No,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,54.2,3838.2,0,10,730.3,4578.5,Stayed,,
5067-XJQFU,Male,77,Yes,0,Los Angeles,90067,34.057496,-118.413959,3,66,None,Yes,21.79,Yes,Yes,Fiber Optic,9,No,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,108.45,7076.35,0,0,1438.14,8514.49,Stayed,,
5071-FBJFS,Female,61,Yes,1,Redding,96001,40.587919,-122.464732,8,4,None,Yes,44.64,No,Yes,Cable,21,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.3,217.1,0,0,178.56,395.66,Stayed,,
5073-RZGBK,Female,50,Yes,3,West Sacramento,95691,38.627951,-121.593287,6,50,Offer B,Yes,49.18,Yes,Yes,DSL,76,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,80.05,4042.2,0,0,2459,6501.2,Stayed,,
5073-WXOYN,Female,58,No,0,Belmont,94002,37.509366,-122.306132,0,60,Offer B,No,,,Yes,Cable,5,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.8,3027.4,0,0,0,3027.4,Churned,Competitor,Competitor offered more data
5074-FBGHB,Male,47,No,0,Freedom,95019,36.936228,-121.785559,0,64,None,Yes,25.95,Yes,Yes,Fiber Optic,23,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,104.65,6889.8,0,0,1660.8,8550.6,Stayed,,
5075-JSDKI,Female,64,No,0,Woodbridge,95258,38.169605,-121.310964,0,59,Offer B,Yes,41.23,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.45,1493.1,0,0,2432.57,3925.67,Stayed,,
5076-YVXCM,Male,55,No,0,Tupman,93276,35.316263,-119.402559,0,51,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,Stayed,,
5077-DXTCG,Female,37,No,0,Challenge,95925,39.461768,-121.195825,0,1,None,Yes,26.41,No,Yes,Cable,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.3,45.3,0,0,26.41,71.71,Churned,Competitor,Competitor had better devices
5081-NWSUP,Female,54,No,0,San Jose,95122,37.32886,-121.834567,0,10,Offer D,Yes,37.45,No,Yes,DSL,5,No,Yes,No,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,64.9,685.55,0,0,374.5,1060.05,Stayed,,
5084-OOVCJ,Female,25,Yes,3,Canyon Dam,95923,40.171312,-121.120605,1,17,None,Yes,20.23,No,Yes,DSL,69,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.35,920.5,0,0,343.91,1264.41,Stayed,,
5087-SUURX,Female,46,Yes,0,Yorba Linda,92887,33.884073,-117.732197,1,18,None,No,,,Yes,Cable,30,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,39.05,669.85,0,0,0,669.85,Churned,Dissatisfaction,Lack of self-service on Website
5088-QZLRL,Male,50,No,0,Corona,92881,33.833686,-117.513063,0,1,Offer E,Yes,1.47,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.65,20.65,0,0,1.47,22.12,Joined,,
5089-IFSDP,Female,39,Yes,0,Huntington Beach,92647,33.723579,-118.005441,1,58,Offer B,Yes,27.99,Yes,Yes,Fiber Optic,24,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.45,6144.55,0,0,1623.42,7767.97,Churned,Dissatisfaction,Product dissatisfaction
5090-EMGTC,Female,32,Yes,0,Beverly Hills,90210,34.099891,-118.414338,10,59,Offer B,Yes,45.75,No,Yes,Fiber Optic,11,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,100.05,6034.85,0,0,2699.25,8734.1,Stayed,,
5091-HFAZW,Female,36,No,0,Santa Fe Springs,90670,33.933565,-118.062611,0,2,None,Yes,46.78,No,Yes,Fiber Optic,12,Yes,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,91.15,168.5,0,10,93.56,272.06,Joined,,
5092-STPKP,Female,45,No,0,Platina,96076,40.367964,-122.937379,0,24,None,Yes,30.18,No,Yes,DSL,4,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,56.35,1381.2,0,0,724.32,2105.52,Stayed,,
5093-FEGLU,Female,21,Yes,0,San Francisco,94105,37.789168,-122.395009,1,47,Offer B,Yes,45.9,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.65,921.55,0,0,2157.3,3078.85,Stayed,,
5095-AESKG,Female,33,Yes,0,Sausalito,94965,37.848641,-122.515692,1,3,None,Yes,31.61,Yes,Yes,Fiber Optic,20,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,91.5,242.95,0,10,94.83,347.78,Churned,Competitor,Competitor offered higher download speeds
5095-ETBRJ,Female,28,Yes,0,Lakeport,95453,39.080469,-122.955176,5,55,None,Yes,2.36,No,Yes,DSL,69,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,56.8,3112.05,0,0,129.8,3241.85,Stayed,,
5099-BAILX,Male,77,Yes,0,Santa Barbara,93101,34.419203,-119.710008,1,43,Offer B,Yes,14.52,Yes,Yes,Fiber Optic,5,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,110.75,4687.9,0,0,624.36,5312.26,Churned,Competitor,Competitor made better offer
5103-MHMHY,Female,49,No,1,Los Osos,93402,35.279984,-120.824288,0,1,Offer E,Yes,46.17,No,Yes,Cable,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,45.95,45.95,0,0,46.17,92.12,Churned,Competitor,Competitor had better devices
5108-ADXWO,Male,30,No,0,San Francisco,94130,37.820894,-122.369725,0,11,None,Yes,38.88,No,Yes,Fiber Optic,30,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.5,791.75,0,0,427.68,1219.43,Churned,Competitor,Competitor made better offer
5110-CHOPY,Female,61,No,0,Carlsbad,92009,33.098018,-117.258203,0,60,None,No,,,Yes,Cable,4,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,53.6,3237.05,0,0,0,3237.05,Stayed,,
5115-GZDEL,Male,20,No,3,Chula Vista,91911,32.607964,-117.059459,0,72,None,No,,,Yes,Cable,71,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,67.2,4671.7,0,0,0,4671.7,Stayed,,
5115-SQAAU,Female,55,Yes,1,Long Beach,90813,33.781086,-118.199049,5,69,None,Yes,20.98,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,25.6,1673.4,28.09,0,1447.62,3092.93,Stayed,,
5117-IFGPS,Male,73,Yes,0,Tahoe City,96145,39.178337,-120.162806,7,29,Offer C,Yes,36.75,Yes,Yes,Fiber Optic,12,No,No,No,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.3,2357.75,0,0,1065.75,3423.5,Stayed,,
5117-ZSMHQ,Female,22,Yes,1,Pioneer,95666,38.546999,-120.271114,9,71,Offer A,Yes,37.57,Yes,Yes,DSL,85,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,89.9,6342.7,0,150,2667.47,9160.17,Stayed,,
5118-MUEYH,Female,22,Yes,0,Grand Terrace,92313,34.029175,-117.307211,4,48,Offer B,Yes,39.25,Yes,Yes,Fiber Optic,51,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,105.1,5083.55,0,0,1884,6967.55,Stayed,,
5119-KEPFY,Male,50,Yes,0,San Jose,95131,37.387027,-121.897775,3,36,None,Yes,5.99,Yes,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95,3440.25,0,0,215.64,3655.89,Stayed,,
5119-NZPTV,Male,70,Yes,0,Sacramento,95823,38.475465,-121.443625,9,2,Offer E,Yes,34.99,No,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.1,141.65,0,0,69.98,211.63,Joined,,
5120-ZBLAI,Female,40,Yes,0,King City,93930,36.220761,-120.980777,5,50,Offer B,Yes,9.47,Yes,Yes,DSL,28,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,75.7,3876.2,0,0,473.5,4349.7,Stayed,,
5122-CYFXA,Female,53,No,0,Beverly Hills,90212,34.062095,-118.401508,0,3,Offer E,Yes,38.99,No,Yes,DSL,20,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,75.3,244.1,0,0,116.97,361.07,Joined,,
5124-EOGYE,Male,59,No,0,Crestline,92325,34.248061,-117.29028,0,31,None,Yes,34.57,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.45,638.55,0,0,1071.67,1710.22,Stayed,,
5125-CNDSP,Male,48,No,0,Big Creek,93605,37.17277,-119.2997,0,63,Offer B,No,,,Yes,DSL,28,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,40.6,2588.95,0,0,0,2588.95,Stayed,,
5126-RCXYW,Male,41,Yes,1,Alhambra,91803,34.074736,-118.145959,0,54,Offer B,No,,,Yes,DSL,19,No,No,Yes,Yes,No,Yes,Yes,No,Two Year,No,Credit Card,46,2424.05,0,90,0,2514.05,Stayed,,
5127-BZENZ,Female,62,Yes,0,Mcarthur,96056,41.10831,-121.360362,1,56,Offer B,Yes,39.72,Yes,Yes,DSL,11,Yes,No,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,65.2,3512.15,0,0,2224.32,5736.47,Stayed,,
5129-HHMZC,Female,64,Yes,0,Van Nuys,91401,34.178483,-118.431791,6,43,None,Yes,21.08,Yes,Yes,Cable,14,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,86.45,3574.5,0,0,906.44,4480.94,Stayed,,
5129-JLPIS,Male,27,No,0,Los Angeles,90016,34.028331,-118.354338,0,25,None,Yes,10.4,No,Yes,Fiber Optic,48,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.5,2686.05,0,0,260,2946.05,Stayed,,
5130-IEKQT,Male,73,No,0,San Francisco,94109,37.794487,-122.42227,0,25,Offer C,Yes,46.34,Yes,Yes,Fiber Optic,22,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,No,Credit Card,105.95,2655.25,0,0,1158.5,3813.75,Churned,Price,Price too high
5130-YPIRV,Female,22,Yes,0,San Diego,92119,32.802959,-117.027095,1,62,Offer B,Yes,6.41,No,Yes,Cable,59,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,72,4284.2,0,0,397.42,4681.62,Stayed,,
5131-PONJI,Male,62,Yes,3,Upper Lake,95485,39.220368,-122.907693,10,49,Offer B,Yes,11.74,No,Yes,Fiber Optic,20,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,90.4,4494.65,0,0,575.26,5069.91,Stayed,,
5133-POWUA,Male,34,No,0,Somerset,95684,38.606703,-120.586659,0,1,None,Yes,13.62,No,Yes,Cable,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.8,45.8,0,0,13.62,59.42,Joined,,
5133-VRSAB,Male,47,No,0,Olema,94950,38.052209,-122.775567,0,8,Offer E,No,,,Yes,Cable,8,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,29.35,216.45,0,10,0,226.45,Stayed,,
5134-IKDAY,Female,34,Yes,0,Twain,95984,40.022184,-121.062384,1,1,None,Yes,11.08,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.8,69.8,0,0,11.08,80.88,Churned,Dissatisfaction,Service dissatisfaction
5135-GRQJV,Male,75,Yes,0,Cantua Creek,93608,36.488056,-120.407691,4,72,Offer A,Yes,5.6,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Mailed Check,114.5,8331.95,0,0,403.2,8735.15,Stayed,,
5135-RDDQL,Female,37,Yes,1,Corning,96021,39.913777,-122.289984,6,63,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,Stayed,,
5136-GFPMB,Male,44,No,0,Spring Valley,91978,32.730264,-116.950963,0,54,Offer B,Yes,35.32,Yes,Yes,Fiber Optic,15,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,89.4,4869.5,0,0,1907.28,6776.78,Stayed,,
5136-KCKGI,Female,22,Yes,0,Templeton,93465,35.536115,-120.739231,1,33,Offer C,Yes,41.61,Yes,Yes,Fiber Optic,73,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,103.7,3467,0,0,1373.13,4840.13,Churned,Competitor,Competitor had better devices
5136-RGMZO,Male,39,No,0,Gardena,90247,33.890853,-118.297967,0,31,None,Yes,6.4,Yes,Yes,Cable,24,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71.05,2168.15,0,0,198.4,2366.55,Stayed,,
5138-WVKYJ,Male,51,No,0,San Diego,92129,32.961064,-117.134917,0,10,Offer D,Yes,27.57,Yes,Yes,Fiber Optic,13,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,98.55,1008.55,0,0,275.7,1284.25,Churned,Competitor,Competitor made better offer
5140-FOMCQ,Female,52,Yes,0,Oakland,94602,37.803883,-122.208417,7,59,Offer B,Yes,40.47,Yes,Yes,Fiber Optic,4,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,109.15,6557.75,0,0,2387.73,8945.48,Stayed,,
5141-ZUVBH,Female,46,No,1,Boron,93516,34.95703,-117.73045,0,9,None,Yes,42.1,No,Yes,Fiber Optic,16,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,93,870.25,0,0,378.9,1249.15,Stayed,,
5143-EGQFK,Female,76,No,0,San Diego,92126,32.886925,-117.152162,0,10,None,No,,,Yes,Cable,20,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,29.65,291.4,0,110,0,401.4,Churned,Other,Don't know
5143-WMWOG,Male,62,No,0,Stratford,93266,36.175255,-119.813805,0,1,None,Yes,17.61,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.95,19.95,0,0,17.61,37.56,Churned,Attitude,Attitude of support person
5144-PQCDZ,Male,55,No,0,Fairfield,94533,38.287136,-122.02711,0,4,None,Yes,34.86,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.95,59.25,0,0,139.44,198.69,Stayed,,
5144-TVGLP,Male,68,No,0,Los Angeles,90002,33.949255,-118.246978,0,38,None,Yes,46.96,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,94.75,3653,45.82,0,1784.48,5391.66,Stayed,,
5146-CBVOE,Female,44,No,0,San Francisco,94134,37.721052,-122.413573,0,16,None,Yes,38.02,No,Yes,Fiber Optic,25,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.1,1212.85,0,0,608.32,1821.17,Stayed,,
5146-YYFRZ,Male,32,No,0,Hacienda Heights,91745,33.998471,-117.973758,0,67,Offer A,Yes,15.32,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.95,1311.75,0,0,1026.44,2338.19,Stayed,,
5148-HKFIR,Female,49,No,0,Piru,93040,34.432843,-118.730106,0,20,None,Yes,15.87,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.7,406.95,0,0,317.4,724.35,Stayed,,
5148-ORICT,Female,23,Yes,0,Olivehurst,95961,39.082568,-121.55325,2,64,None,Yes,18.03,No,Yes,Cable,42,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Mailed Check,74.35,4759.55,0,0,1153.92,5913.47,Stayed,,
5149-CUZUJ,Male,35,Yes,0,Helendale,92342,34.757783,-117.33997,1,28,None,Yes,27.34,No,Yes,Fiber Optic,16,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,92.9,2768.35,0,0,765.52,3533.87,Stayed,,
5149-QYTTU,Female,35,Yes,1,Long Beach,90814,33.771612,-118.143866,3,71,Offer A,Yes,34.53,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,No,No,No,No,One Year,Yes,Credit Card,95.15,6770.85,0,0,2451.63,9222.48,Stayed,,
5149-TGWDZ,Female,48,No,0,San Francisco,94118,37.781304,-122.461522,0,21,None,Yes,36.31,No,Yes,Fiber Optic,27,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,104.55,2239.4,0,0,762.51,3001.91,Stayed,,
5150-ITWWB,Male,65,No,0,Hamilton City,95951,39.732767,-122.042298,0,3,Offer E,Yes,37.78,Yes,Yes,Fiber Optic,28,No,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,94.85,335.75,0,0,113.34,449.09,Joined,,
5150-LJNSR,Male,27,Yes,3,Tustin,92782,33.738543,-117.785046,3,31,Offer C,Yes,36.49,Yes,Yes,Fiber Optic,59,Yes,No,Yes,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,98.05,3082.1,0,0,1131.19,4213.29,Stayed,,
5151-HQRDG,Male,57,Yes,0,Placerville,95667,38.733714,-120.795213,6,37,None,Yes,27.41,Yes,Yes,DSL,10,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,55.05,2030.75,0,0,1014.17,3044.92,Stayed,,
5153-LXKDT,Male,51,Yes,3,Danville,94506,37.791481,-121.903253,1,68,None,Yes,18.47,Yes,Yes,Fiber Optic,75,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.2,7467.5,0,0,1255.96,8723.46,Stayed,,
5153-RTHKF,Female,26,No,0,Palm Springs,92264,33.745746,-116.514215,0,34,None,Yes,23.54,Yes,Yes,Fiber Optic,76,No,No,No,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,85.35,2896.6,0,0,800.36,3696.96,Stayed,,
5154-VEKBL,Female,30,No,0,Bodfish,93205,35.523991,-118.400432,0,9,Offer E,No,,,Yes,Cable,48,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,58.5,539.85,0,0,0,539.85,Churned,Competitor,Competitor offered higher download speeds
5155-AZQPB,Female,33,Yes,1,San Diego,92114,32.707892,-117.05512,6,28,Offer C,Yes,41.41,Yes,Yes,DSL,30,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,49.9,1410.25,0,0,1159.48,2569.73,Stayed,,
5156-UMKOW,Female,44,No,3,San Simeon,93452,35.746484,-121.223355,0,3,None,No,,,Yes,DSL,53,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,29.65,90.05,0,0,0,90.05,Joined,,
5158-RIVOP,Female,32,Yes,1,Fields Landing,95537,40.726949,-124.217378,3,11,Offer D,Yes,2.52,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.9,202.3,0,0,27.72,230.02,Stayed,,
5159-YFPKQ,Female,37,No,0,Moreno Valley,92551,33.88274,-117.224878,0,2,Offer E,Yes,24.31,No,Yes,Fiber Optic,16,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.8,160.75,0,0,48.62,209.37,Churned,Competitor,Competitor had better devices
5160-UXJED,Male,27,No,0,San Diego,92101,32.72523,-117.171346,0,17,None,Yes,13.02,No,Yes,Cable,73,No,No,No,No,No,No,No,Yes,One Year,No,Credit Card,44.6,681.4,0,0,221.34,902.74,Stayed,,
5161-UBZXI,Male,38,Yes,2,Alamo,94507,37.855717,-121.994813,1,69,None,Yes,42.9,No,Yes,Fiber Optic,24,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,106.35,7261.75,0,0,2960.1,10221.85,Stayed,,
5161-XEUVX,Male,23,Yes,0,Lynwood,90262,33.923573,-118.200669,8,37,Offer C,Yes,13.13,Yes,Yes,Fiber Optic,58,No,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,94.3,3460.95,0,0,485.81,3946.76,Stayed,,
5167-GBFRE,Male,73,No,0,Oakland,94602,37.803883,-122.208417,0,4,Offer E,No,,,Yes,DSL,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.2,102.5,0,0,0,102.5,Churned,Dissatisfaction,Poor expertise of online support
5167-ZFFMM,Male,64,No,0,San Diego,92122,32.85723,-117.209774,0,1,Offer E,Yes,8.56,Yes,Yes,Fiber Optic,24,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,90.85,90.85,0,0,8.56,99.41,Churned,Competitor,Competitor made better offer
5168-MQQCA,Female,50,Yes,0,Yucaipa,92399,34.04597,-117.011825,2,72,Offer A,Yes,38.44,Yes,Yes,Fiber Optic,16,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,108.5,8003.8,0,0,2767.68,10771.48,Stayed,,
5168-MSWXT,Male,26,Yes,3,Essex,92332,34.9436,-115.287901,4,8,None,Yes,22.14,No,Yes,Fiber Optic,82,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.75,759.55,0,0,177.12,936.67,Stayed,,
5170-PTRKA,Female,19,Yes,0,Atherton,94027,37.454924,-122.203168,1,49,None,No,,,Yes,Cable,82,Yes,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,35.8,1782,0,0,0,1782,Stayed,,
5171-EPLKN,Male,27,No,0,Rancho Cucamonga,91739,34.133809,-117.523724,0,27,None,Yes,47.65,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.85,470,0,0,1286.55,1756.55,Stayed,,
5172-MIGPM,Male,22,No,0,Orange,92865,33.828779,-117.848299,0,4,None,Yes,13.31,Yes,Yes,Cable,59,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,65.55,237.2,0,0,53.24,290.44,Stayed,,
5172-RKOCB,Male,28,Yes,0,Piercy,95587,39.955587,-123.681175,0,72,None,Yes,21.26,Yes,Yes,Fiber Optic,53,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,108.95,7875,0,0,1530.72,9405.72,Stayed,,
5173-WXOQV,Male,38,Yes,0,Dos Palos,93620,37.045728,-120.630682,2,2,Offer E,Yes,4.41,No,Yes,DSL,26,No,Yes,No,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,64.2,143.65,0,30,8.82,182.47,Joined,,
5173-ZXXXL,Male,47,No,0,Orange,92869,33.792791,-117.789749,0,2,None,Yes,31.45,No,No,,,,,,,,,,,One Year,No,Credit Card,19.95,47.7,0,0,62.9,110.6,Joined,,
5174-ITUMV,Male,37,Yes,2,San Jacinto,92583,33.796568,-116.924723,0,67,Offer A,Yes,38.98,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.4,6989.45,0,0,2611.66,9601.11,Stayed,,
5174-RNGBH,Female,27,No,0,Live Oak,95953,39.258746,-121.77697,0,9,None,Yes,24.81,No,Yes,Cable,69,No,Yes,No,Yes,Yes,No,No,No,Month-to-Month,No,Mailed Check,66.25,620.55,0,10,223.29,853.84,Churned,Dissatisfaction,Network reliability
5175-AOBHI,Female,48,No,0,Hamilton City,95951,39.732767,-122.042298,0,4,None,Yes,15.07,No,Yes,Cable,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,46,193.6,0,0,60.28,253.88,Churned,Dissatisfaction,Lack of self-service on Website
5175-WLYXL,Male,56,No,0,Fallbrook,92028,33.362575,-117.299644,0,22,Offer D,Yes,30.35,Yes,Yes,Fiber Optic,10,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,78.85,1600.25,0,50,667.7,2317.95,Stayed,,
5176-LDKUH,Female,64,No,0,San Francisco,94114,37.758085,-122.434801,0,48,None,Yes,41.26,No,Yes,Fiber Optic,23,No,Yes,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,75.15,3772.65,0,0,1980.48,5753.13,Stayed,,
5176-LMJXE,Female,34,No,0,San Diego,92114,32.707892,-117.05512,0,47,None,Yes,44.69,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.55,945.7,0,0,2100.43,3046.13,Stayed,,
5176-OLSKT,Female,49,Yes,0,Sloughhouse,95683,38.470423,-121.114897,5,66,Offer A,Yes,44.4,Yes,Yes,DSL,11,Yes,Yes,Yes,No,No,No,No,No,Two Year,No,Bank Withdrawal,66.9,4370.25,0,70,2930.4,7370.65,Stayed,,
5177-RVZNU,Female,28,No,3,Redding,96002,40.527834,-122.318749,0,37,None,Yes,10.23,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.3,755.4,0,0,378.51,1133.91,Stayed,,
5178-LMXOP,Male,71,Yes,0,Gardena,90248,33.876482,-118.284077,1,1,None,Yes,4.89,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.1,95.1,0,0,4.89,99.99,Churned,Price,Price too high
5180-UCIIQ,Male,80,Yes,2,Lucerne,95458,39.141934,-122.770679,5,22,None,No,,,Yes,Cable,18,Yes,No,No,No,No,Yes,No,Yes,Month-to-Month,No,Mailed Check,40.05,880.2,0,0,0,880.2,Churned,Other,Moved
5181-OABFK,Female,59,Yes,3,Rescue,95672,38.724322,-120.991237,7,56,None,Yes,18.99,No,Yes,Cable,53,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Credit Card,61.3,3346.8,0,0,1063.44,4410.24,Stayed,,
5183-KLYEM,Female,30,No,0,El Cerrito,94530,37.924838,-122.289145,0,72,Offer A,Yes,35.24,Yes,Yes,Fiber Optic,42,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,112.75,8192.6,0,0,2537.28,10729.88,Stayed,,
5183-SNMJQ,Male,32,No,0,Frazier Park,93225,34.827662,-118.999073,0,10,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,Stayed,,
5186-EJEGL,Male,24,No,0,Escondido,92026,33.21846,-117.116916,0,9,None,Yes,34.43,No,Yes,DSL,51,Yes,No,Yes,Yes,Yes,No,Yes,Yes,Month-to-Month,Yes,Credit Card,69.5,653.25,0,0,309.87,963.12,Stayed,,
5186-PEIZU,Female,31,No,0,San Francisco,94124,37.731505,-122.384532,0,35,None,Yes,37.81,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.25,617.65,0,0,1323.35,1941,Stayed,,
5186-SAMNZ,Male,75,No,0,Marina,93933,36.689582,-121.758398,0,1,None,Yes,41.2,No,Yes,Fiber Optic,15,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.5,69.5,0,80,41.2,190.7,Churned,Price,Price too high
5188-HGMLP,Male,73,Yes,0,Middletown,95461,38.787446,-122.58675,10,54,None,Yes,35.16,Yes,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74,3919.15,0,0,1898.64,5817.79,Stayed,,
5192-EBGOV,Female,68,No,0,Brea,92823,33.924143,-117.79387,0,1,None,Yes,45.81,Yes,Yes,Fiber Optic,21,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.7,85.7,0,0,45.81,131.51,Churned,Competitor,Competitor had better devices
5193-QLVZB,Male,52,No,0,Bieber,96009,41.083464,-121.107929,0,63,Offer B,Yes,48.75,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.75,6536.5,0,0,3071.25,9607.75,Stayed,,
5195-KPUNQ,Female,72,No,0,Lakehead,96051,40.883853,-122.418258,0,53,Offer B,Yes,34.58,No,Yes,Fiber Optic,28,Yes,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,96.75,5206.55,0,0,1832.74,7039.29,Stayed,,
5196-SGOAK,Female,39,No,0,Caliente,93518,35.358953,-118.527064,0,1,Offer E,Yes,9.05,No,Yes,Fiber Optic,21,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.7,75.7,0,0,9.05,84.75,Churned,Attitude,Attitude of support person
5196-WPYOW,Male,43,Yes,2,Paso Robles,93446,35.634222,-120.728341,1,67,None,Yes,6.53,No,Yes,Cable,19,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Credit Card,60.05,3994.05,0,0,437.51,4431.56,Stayed,,
5197-LQXXH,Female,56,Yes,0,Taylorsville,95983,40.053684,-120.743116,9,71,None,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,Stayed,,
5197-PYEPU,Female,21,Yes,3,Edwards,93523,34.966777,-117.961179,5,42,Offer B,Yes,6.37,Yes,Yes,Fiber Optic,69,Yes,Yes,No,No,Yes,No,No,No,One Year,Yes,Credit Card,94.45,3923.8,0,140,267.54,4331.34,Stayed,,
5197-YPYBZ,Female,39,Yes,2,Laguna Niguel,92677,33.529047,-117.701175,4,12,None,Yes,39.59,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.25,274.7,0,0,475.08,749.78,Stayed,,
5198-EFNBM,Male,66,Yes,0,Kingsburg,93631,36.478239,-119.52137,10,57,None,Yes,46.62,No,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,90.65,5199.8,0,0,2657.34,7857.14,Stayed,,
5198-HQAEN,Male,50,Yes,3,Fremont,94538,37.505768,-121.962472,5,35,Offer C,Yes,1.53,No,Yes,Fiber Optic,57,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,89.7,3165.6,0,0,53.55,3219.15,Stayed,,
5199-FPUSP,Male,64,No,2,Esparto,95627,38.834469,-122.127193,0,33,None,No,,,Yes,Cable,12,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,34.05,1113.95,0,0,0,1113.95,Stayed,,
5201-CBWYG,Male,60,Yes,1,Salton City,92275,33.28156,-115.955541,1,62,None,Yes,16.48,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,24.8,1476.25,0,0,1021.76,2498.01,Stayed,,
5201-FRKKS,Male,53,No,0,Winnetka,91306,34.209532,-118.577563,0,25,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,Stayed,,
5201-USSQZ,Female,56,Yes,0,Monte Rio,95462,38.471049,-123.015549,1,26,None,Yes,42.26,No,Yes,Fiber Optic,2,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,85.9,2196.45,0,0,1098.76,3295.21,Stayed,,
5202-IVJNU,Female,56,No,2,Crockett,94525,38.049292,-122.228415,0,39,None,No,,,Yes,DSL,24,No,No,Yes,No,No,No,No,No,Month-to-Month,No,Credit Card,30.1,1131.3,0,150,0,1281.3,Churned,Dissatisfaction,Network reliability
5203-XEHAX,Female,55,No,0,Macdoel,96058,41.769709,-121.92063,0,34,None,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,Stayed,,
5204-HMGYF,Female,32,Yes,2,La Crescenta,91214,34.239636,-118.245259,4,49,None,Yes,33.07,No,Yes,DSL,23,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,87.2,4345,0,0,1620.43,5965.43,Stayed,,
5204-QZXPU,Male,50,No,0,Glendale,91205,34.13658,-118.245839,0,19,None,No,,,Yes,DSL,21,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,39.65,733.35,0,0,0,733.35,Churned,Competitor,Competitor had better devices
5206-HPJKM,Male,64,No,0,Valencia,91354,34.457005,-118.573726,0,17,None,Yes,33.68,No,Yes,DSL,14,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.5,934.15,0,0,572.56,1506.71,Stayed,,
5206-XZZQI,Male,56,No,0,Orange,92867,33.81859,-117.821288,0,53,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,Stayed,,
5207-PLSTK,Male,32,Yes,2,La Habra,90631,33.940619,-117.9513,10,1,None,Yes,26.26,No,Yes,DSL,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,48.75,48.75,0,0,26.26,75.01,Joined,,
5208-FVQKB,Male,41,Yes,0,Lakeshore,93634,37.290606,-119.216328,7,70,Offer A,Yes,24.93,No,Yes,DSL,15,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,67.95,4664.15,0,0,1745.1,6409.25,Stayed,,
5208-HFSBT,Female,47,No,0,Challenge,95925,39.461768,-121.195825,0,2,Offer E,Yes,42.55,No,Yes,DSL,30,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.05,102.75,0,0,85.1,187.85,Churned,Competitor,Competitor had better devices
5213-TWWJU,Male,26,No,0,Richmond,94804,37.921034,-122.341798,0,28,None,Yes,45.24,No,Yes,Fiber Optic,59,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,91,2626.15,0,0,1266.72,3892.87,Stayed,,
5214-CHIWJ,Male,44,No,0,Fresno,93728,36.757345,-119.818274,0,27,None,Yes,21.66,No,No,,,,,,,,,,,One Year,No,Credit Card,20.3,595.05,0,0,584.82,1179.87,Stayed,,
5214-NLTIT,Male,22,Yes,1,Five Points,93624,36.397745,-120.119911,1,72,Offer A,Yes,23.7,Yes,Yes,Fiber Optic,59,No,No,Yes,No,No,Yes,Yes,No,Two Year,Yes,Credit Card,90.8,6511.8,0,60,1706.4,8278.2,Stayed,,
5215-LNLDJ,Female,20,Yes,2,San Juan Bautista,95045,36.810568,-121.503022,3,7,None,No,,,Yes,DSL,76,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,-7,149.05,0,0,0,149.05,Stayed,,
5216-WASFJ,Female,68,Yes,0,Challenge,95925,39.461768,-121.195825,4,31,Offer C,Yes,5.3,Yes,Yes,Fiber Optic,3,No,No,No,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.85,2633.4,0,0,164.3,2797.7,Stayed,,
5219-YIPTK,Female,46,Yes,0,Trinidad,95570,41.162295,-124.027381,1,33,None,Yes,11.32,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.4,3409.6,0,0,373.56,3783.16,Churned,Dissatisfaction,Service dissatisfaction
5220-AGAAX,Male,60,Yes,1,Mendocino,95460,39.305545,-123.743697,8,68,Offer A,Yes,2.71,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,24,1664.3,0,0,184.28,1848.58,Stayed,,
5222-IMUKT,Male,40,No,0,Hornitos,95325,37.479926,-120.230424,0,32,None,Yes,47.3,No,Yes,Fiber Optic,24,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,91.05,2871.5,0,0,1513.6,4385.1,Stayed,,
5222-JCXZT,Male,31,No,0,Sacramento,95864,38.585826,-121.376263,0,4,None,Yes,20.16,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19,78.9,0,0,80.64,159.54,Stayed,,
5223-UZAVK,Male,51,No,0,Thornton,95686,38.157794,-121.520223,0,64,Offer B,Yes,9.95,No,Yes,Fiber Optic,2,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,100.3,6603.8,0,0,636.8,7240.6,Stayed,,
5226-NOZFC,Male,48,No,0,Modesto,95358,37.612612,-121.108568,0,26,None,Yes,40.35,No,Yes,Fiber Optic,13,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.75,2146.5,0,0,1049.1,3195.6,Stayed,,
5227-JSCFE,Male,74,Yes,0,Scotts Valley,95066,37.070177,-122.010077,9,71,Offer A,No,,,Yes,DSL,19,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,46.35,3353.4,18.64,0,0,3334.76,Stayed,,
5228-EXCET,Male,40,No,0,San Diego,92126,32.886925,-117.152162,0,13,None,Yes,12.54,No,Yes,Fiber Optic,20,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.85,1008.7,0,0,163.02,1171.72,Churned,Competitor,Competitor made better offer
5229-DTFYB,Female,64,No,0,San Diego,92111,32.805518,-117.169052,0,41,None,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,Stayed,,
5229-PRWKT,Male,47,No,0,Lompoc,93437,34.757477,-120.550507,0,8,Offer E,Yes,24.76,Yes,Yes,Fiber Optic,2,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86.55,649.65,0,0,198.08,847.73,Churned,Attitude,Attitude of service provider
5231-FIQPA,Female,53,No,0,Beverly Hills,90211,34.063947,-118.383001,0,41,None,Yes,2.32,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.85,810.45,0,0,95.12,905.57,Stayed,,
5232-NXPAY,Female,33,No,0,Hilmar,95324,37.394536,-120.890747,0,47,Offer B,Yes,3.47,No,Yes,DSL,12,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,74.45,3510.3,0,0,163.09,3673.39,Stayed,,
5233-AOZUF,Female,62,Yes,0,Palm Springs,92262,33.839989,-116.659215,3,29,None,Yes,5.39,Yes,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.95,2149.05,0,0,156.31,2305.36,Stayed,,
5233-GEEAX,Male,65,No,0,Lewiston,96052,40.704293,-122.803899,0,8,Offer E,No,,,Yes,DSL,4,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,29.4,221.9,0,0,0,221.9,Churned,Competitor,Competitor had better devices
5236-PERKL,Female,38,No,0,Pearblossom,93553,34.445239,-117.894868,0,57,None,Yes,48.86,Yes,Yes,Fiber Optic,6,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,112.95,6465,0,0,2785.02,9250.02,Churned,Competitor,Competitor offered higher download speeds
5236-XMZJY,Female,27,No,0,Los Angeles,90031,34.085807,-118.206617,0,42,Offer B,Yes,22.08,No,Yes,Cable,26,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,59.65,2536.55,0,0,927.36,3463.91,Stayed,,
5240-CAOYT,Female,30,No,0,Oak View,93022,34.404544,-119.302118,0,57,None,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,Stayed,,
5240-IJOQT,Male,69,No,0,Grass Valley,95949,39.099204,-121.137962,0,1,None,Yes,11.34,Yes,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.7,74.7,0,0,11.34,86.04,Churned,Competitor,Competitor had better devices
5242-UOWHD,Male,24,Yes,2,Anaheim,92802,33.807864,-117.923782,3,45,Offer B,Yes,39.03,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.35,929.2,0,0,1756.35,2685.55,Stayed,,
5243-SAOTC,Male,36,No,0,Bonsall,92003,33.290907,-117.202895,0,54,Offer B,Yes,7.64,Yes,Yes,Fiber Optic,3,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.85,4308.25,0,0,412.56,4720.81,Stayed,,
5244-IRFIH,Male,72,Yes,0,San Diego,92129,32.961064,-117.134917,1,33,None,Yes,27.78,Yes,Yes,Fiber Optic,8,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.5,3105.55,0,0,916.74,4022.29,Churned,Dissatisfaction,Poor expertise of online support
5245-VDBUR,Female,58,Yes,0,Los Alamitos,90720,33.79499,-118.065591,4,52,None,No,,,Yes,DSL,8,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,35.45,1958.95,0,0,0,1958.95,Stayed,,
5248-KWLAR,Male,31,Yes,0,Niland,92257,33.345825,-115.596574,1,71,Offer A,Yes,18.42,Yes,Yes,DSL,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,90.35,6325.25,0,0,1307.82,7633.07,Stayed,,
5248-RPYWW,Female,78,Yes,1,Turlock,95382,37.529656,-120.854357,2,72,None,Yes,9.88,Yes,Yes,Cable,16,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,90.15,6716.45,0,0,711.36,7427.81,Stayed,,
5248-YGIJN,Male,36,Yes,0,Los Angeles,90031,34.085807,-118.206617,9,72,None,Yes,10.92,Yes,Yes,DSL,28,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.25,6369.45,0,0,786.24,7155.69,Stayed,,
5249-QYHEX,Female,27,Yes,2,Rancho Mirage,92270,33.763678,-116.429928,2,40,Offer B,Yes,33.44,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.8,1024.7,0,0,1337.6,2362.3,Stayed,,
5256-SKJGO,Female,48,Yes,0,Whittier,90603,33.945318,-117.992066,1,64,None,No,,,Yes,DSL,30,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,54.6,3423.5,0,0,0,3423.5,Stayed,,
5260-UMPWX,Female,41,Yes,1,Yorkville,95494,38.888351,-123.239647,4,26,None,Yes,24.44,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.25,493.95,0,0,635.44,1129.39,Stayed,,
5261-QSHQM,Female,31,No,0,Temecula,92592,33.507255,-117.029473,0,4,Offer E,No,,,Yes,DSL,9,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.45,86.6,0,0,0,86.6,Churned,Competitor,Competitor made better offer
5266-PFRQK,Male,47,Yes,3,Orleans,95556,41.269521,-123.546958,2,52,Offer B,Yes,39.48,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.85,1071.6,0,0,2052.96,3124.56,Stayed,,
5268-DSMNQ,Female,65,Yes,0,Farmington,95230,37.956963,-120.863055,5,62,None,Yes,11.41,Yes,Yes,Fiber Optic,25,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,97.95,5936.55,0,0,707.42,6643.97,Stayed,,
5269-NRGDP,Male,54,Yes,2,Concord,94521,37.971421,-121.971504,1,42,None,Yes,14.8,No,Yes,DSL,23,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,73.15,3088.25,0,0,621.6,3709.85,Stayed,,
5271-DBYSJ,Male,80,No,0,Berkeley,94708,37.897743,-122.263124,0,11,Offer D,Yes,26.84,No,Yes,Fiber Optic,15,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,79.15,827.7,0,140,295.24,1262.94,Stayed,,
5271-YNWVR,Male,48,Yes,0,Santa Paula,93060,34.402343,-119.094824,1,68,Offer A,Yes,23.67,Yes,Yes,Fiber Optic,22,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,113.15,7856,0,0,1609.56,9465.56,Churned,Price,Extra data charges
5274-XHAKY,Female,19,Yes,2,Compton,90222,33.912246,-118.236773,10,41,Offer B,Yes,1.6,Yes,Yes,Fiber Optic,59,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.3,3893.6,0,0,65.6,3959.2,Stayed,,
5275-PMFUT,Male,52,Yes,0,Chualar,93925,36.596271,-121.442274,9,72,None,No,,,Yes,DSL,18,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,64.8,4719.75,0,0,0,4719.75,Stayed,,
5275-SQEIZ,Male,64,No,0,Ojai,93023,34.581308,-118.931948,0,1,None,Yes,14.91,No,Yes,Fiber Optic,21,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,80.85,80.85,0,0,14.91,95.76,Churned,Competitor,Competitor had better devices
5276-KQWHG,Female,74,No,0,Woody,93287,35.710244,-118.881679,0,2,Offer E,Yes,15.32,No,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.6,131.65,0,0,30.64,162.29,Churned,Price,Extra data charges
5277-ZLOOR,Female,78,No,0,Applegate,95703,38.983388,-120.988814,0,2,Offer E,Yes,5.49,Yes,Yes,Fiber Optic,25,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.55,187.45,0,0,10.98,198.43,Churned,Dissatisfaction,Network reliability
5278-PNYOX,Female,49,No,0,San Jose,95126,37.327069,-121.916819,0,49,None,Yes,11.11,No,Yes,Fiber Optic,27,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,100.65,4917.75,0,0,544.39,5462.14,Stayed,,
5281-BUZGT,Male,69,No,0,Weaverville,96093,40.759401,-122.939337,0,36,Offer C,Yes,23.33,Yes,Yes,Fiber Optic,23,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.85,3186.7,0,0,839.88,4026.58,Churned,Competitor,Competitor made better offer
5285-MVEHD,Female,35,Yes,0,Sunnyvale,94087,37.3511,-122.037311,1,56,Offer B,Yes,34.1,No,Yes,Fiber Optic,13,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,105.6,6068.65,0,0,1909.6,7978.25,Stayed,,
5286-YHCVC,Male,58,Yes,0,Laton,93242,36.444232,-119.718285,4,72,None,Yes,40.49,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.8,7470.1,0,0,2915.28,10385.38,Stayed,,
5287-QWLKY,Male,79,Yes,0,Big Pine,93513,37.245505,-118.062943,1,71,None,Yes,44.66,Yes,Yes,Fiber Optic,8,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,105.1,7548.1,0,0,3170.86,10718.96,Churned,Attitude,Attitude of support person
5288-AHOUP,Male,71,No,0,Palm Desert,92260,33.694501,-116.412711,0,11,None,Yes,41.58,No,Yes,Fiber Optic,3,No,No,No,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,78.5,874.2,0,0,457.38,1331.58,Stayed,,
5293-WXJAK,Female,73,Yes,0,San Jose,95135,37.28682,-121.723877,5,11,None,Yes,17.25,Yes,Yes,Fiber Optic,27,No,No,Yes,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,104.05,1133.65,0,0,189.75,1323.4,Churned,Competitor,Competitor offered more data
5294-CDGWY,Male,51,Yes,0,Long Beach,90802,33.752524,-118.210737,1,51,None,No,,,Yes,DSL,2,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,59.3,3014.65,0,0,0,3014.65,Churned,Other,Don't know
5294-DMSFH,Female,32,Yes,2,Torrance,90503,33.840399,-118.353714,1,29,None,Yes,33.62,No,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,87.8,2621.75,0,0,974.98,3596.73,Stayed,,
5294-IMHHT,Male,44,Yes,0,Occidental,95465,38.415003,-122.998726,6,53,None,Yes,32.94,Yes,Yes,Fiber Optic,17,No,Yes,No,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,97.75,5043.2,0,0,1745.82,6789.02,Stayed,,
5295-PCJOO,Male,44,No,2,Long Beach,90805,33.864622,-118.179626,0,4,None,Yes,9.77,No,Yes,Cable,16,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,49.4,184.4,0,10,39.08,233.48,Churned,Other,Don't know
5296-BFCYD,Male,35,Yes,2,San Fernando,91340,34.286131,-118.435969,4,46,None,Yes,14.91,No,No,,,,,,,,,,,Two Year,Yes,Mailed Check,20.1,936.85,0,0,685.86,1622.71,Stayed,,
5296-PSYVW,Female,41,Yes,0,Oceanside,92054,33.351059,-117.420557,8,72,None,Yes,8.98,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.55,1750.7,0,0,646.56,2397.26,Stayed,,
5297-MDOIR,Female,20,Yes,0,Monterey Park,91754,34.050322,-118.147037,7,63,Offer B,Yes,34.51,No,Yes,Fiber Optic,46,Yes,No,Yes,No,No,No,Yes,Yes,One Year,Yes,Credit Card,81.15,5224.5,0,0,2174.13,7398.63,Stayed,,
5298-GSTLM,Female,74,No,0,Sacramento,95817,38.550722,-121.457314,0,60,Offer B,Yes,48.92,Yes,Yes,Fiber Optic,11,Yes,No,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,101.4,6176.6,0,0,2935.2,9111.8,Stayed,,
5299-RULOA,Female,62,Yes,2,Whittier,90606,33.976678,-118.065875,1,10,None,Yes,24.48,Yes,Yes,Fiber Optic,30,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.25,1064.65,0,0,244.8,1309.45,Churned,Price,Price too high
5299-SJCZT,Male,57,No,0,Ladera Ranch,92694,33.569186,-117.640055,0,3,Offer E,Yes,21.86,Yes,Yes,Fiber Optic,6,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.55,298.35,0,0,65.58,363.93,Churned,Dissatisfaction,Network reliability
5301-GAUUY,Male,31,No,0,Newport Beach,92661,33.601309,-117.902304,0,32,Offer C,Yes,1.49,Yes,Yes,Fiber Optic,21,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.35,2596.15,0,0,47.68,2643.83,Churned,Competitor,Competitor had better devices
5302-BDJNT,Male,27,No,0,Sutter Creek,95685,38.432145,-120.77069,0,35,None,Yes,45.62,Yes,Yes,Fiber Optic,59,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,95.5,3418.2,0,0,1596.7,5014.9,Stayed,,
5304-EFJLP,Male,72,Yes,0,Los Molinos,96055,40.059385,-122.091481,4,72,None,Yes,16.92,Yes,Yes,Fiber Optic,19,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,111.65,8022.85,0,110,1218.24,9351.09,Stayed,,
5306-BVTKJ,Male,20,Yes,1,El Cajon,92020,32.79697,-116.969082,1,48,Offer B,Yes,38.3,No,Yes,DSL,85,No,Yes,Yes,No,No,No,Yes,Yes,One Year,Yes,Credit Card,55.8,2651.2,0,0,1838.4,4489.6,Stayed,,
5307-DZCVC,Female,78,Yes,0,Sacramento,95835,38.685069,-121.543709,0,32,Offer C,Yes,48.95,Yes,Yes,Fiber Optic,9,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,85.95,2628.6,0,0,1566.4,4195,Churned,Price,Extra data charges
5307-UVGNB,Female,40,Yes,3,Compton,90220,33.88151,-118.234451,5,53,None,No,,,Yes,Cable,25,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,48.7,2495.2,0,0,0,2495.2,Stayed,,
5309-TAIKL,Female,42,No,0,Rio Linda,95673,38.688764,-121.457596,0,7,None,Yes,8.29,No,Yes,DSL,21,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,62.8,418.3,0,0,58.03,476.33,Stayed,,
5310-NOOVA,Male,51,No,0,Redwood Valley,95470,39.298065,-123.25211,0,46,None,Yes,13.42,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.95,907.05,0,0,617.32,1524.37,Stayed,,
5311-IHLEI,Male,45,No,0,Sebastopol,95472,38.398815,-122.861923,0,12,Offer D,No,,,Yes,DSL,9,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.95,605.75,0,0,0,605.75,Stayed,,
5312-IRCFR,Female,21,Yes,3,Nice,95464,39.12334,-122.838198,8,64,None,Yes,37.47,Yes,Yes,Fiber Optic,69,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,92.85,5980.75,0,0,2398.08,8378.83,Stayed,,
5312-TSZVC,Female,36,No,0,Hyampom,96046,40.648024,-123.465088,0,15,None,Yes,23.56,No,No,,,,,,,,,,,One Year,No,Credit Card,19.65,270.6,0,0,353.4,624,Stayed,,
5312-UXESG,Female,43,No,0,Indio,92203,33.752938,-116.230055,0,41,Offer B,Yes,29.19,Yes,Yes,Fiber Optic,4,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,98.05,3990.6,0,0,1196.79,5187.39,Stayed,,
5313-FPXWG,Male,58,No,0,Three Rivers,93271,36.413433,-118.854708,0,51,Offer B,Yes,34.36,Yes,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,24.6,1266.4,47.91,0,1752.36,2970.85,Stayed,,
5315-CKEQK,Male,73,Yes,2,Castro Valley,94546,37.708327,-122.083473,1,28,None,Yes,4.71,Yes,Yes,DSL,21,No,No,No,No,No,No,No,No,One Year,Yes,Bank Withdrawal,51,1381.8,0,80,131.88,1593.68,Stayed,,
5317-FLPJF,Female,25,No,0,Altadena,91001,34.196837,-118.142236,0,66,Offer A,No,,,Yes,DSL,73,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,61.35,4193.4,0,130,0,4323.4,Stayed,,
5318-IXUZF,Female,50,No,0,Redondo Beach,90277,33.830453,-118.384565,0,2,None,Yes,6.2,No,Yes,Fiber Optic,6,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,87.15,183.75,0,0,12.4,196.15,Churned,Other,Don't know
5318-YKDPV,Male,62,Yes,0,Raymond,93653,37.252057,-119.95783,1,43,None,Yes,41.08,No,Yes,DSL,18,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,79.15,3566.6,0,0,1766.44,5333.04,Stayed,,
5320-BRKGK,Female,28,Yes,2,Escondido,92027,33.141265,-116.967221,1,58,Offer B,Yes,2.87,Yes,Yes,DSL,69,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,75.8,4415.75,0,0,166.46,4582.21,Stayed,,
5321-NTRKC,Male,25,Yes,1,Pebble Beach,93953,36.587497,-121.944815,8,66,Offer A,Yes,35.01,Yes,Yes,DSL,59,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,79.85,5234.95,0,0,2310.66,7545.61,Stayed,,
5322-TEUJK,Female,45,Yes,3,Duncans Mills,95430,38.445603,-123.063756,5,71,None,Yes,4.91,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,114.6,8100.25,0,0,348.61,8448.86,Stayed,,
5322-ZSMZY,Male,26,Yes,3,Lower Lake,95457,38.925545,-122.549083,7,31,None,Yes,7.03,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.75,755.6,0,0,217.93,973.53,Stayed,,
5324-KTGCG,Male,55,Yes,0,Emeryville,94608,37.83726,-122.287648,5,71,None,Yes,44.82,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.85,1539.75,0,0,3182.22,4721.97,Stayed,,
5325-UWTWJ,Male,47,Yes,0,Berkeley,94707,37.897753,-122.279391,4,31,Offer C,Yes,22.42,Yes,Yes,Fiber Optic,21,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,90.55,2929.75,0,0,695.02,3624.77,Stayed,,
5327-CNLUQ,Male,33,Yes,0,Paynes Creek,96075,40.343213,-121.815412,1,48,Offer B,Yes,6.1,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,96.9,4473.45,0,0,292.8,4766.25,Stayed,,
5327-XOKKY,Male,79,Yes,0,Santa Maria,93458,34.95934,-120.490081,7,72,Offer A,Yes,11.26,Yes,Yes,Cable,3,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,73.45,5329,0,0,810.72,6139.72,Stayed,,
5329-KRDTM,Male,73,Yes,0,Long Barn,95335,38.109125,-120.078597,4,72,Offer A,Yes,33.68,Yes,Yes,DSL,10,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,77.35,5396.25,0,0,2424.96,7821.21,Stayed,,
5331-RGMTT,Male,67,Yes,0,Point Arena,95468,38.911299,-123.609588,0,54,None,Yes,38.48,Yes,Yes,Fiber Optic,13,No,No,Yes,No,Yes,Yes,No,No,Month-to-Month,Yes,Credit Card,99.05,5295.7,0,40,2077.92,7413.62,Stayed,,
5334-AFQJB,Male,66,No,0,Simi Valley,93065,34.269449,-118.768471,0,72,Offer A,Yes,2.37,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.1,1789.9,0,0,170.64,1960.54,Stayed,,
5334-JLAXU,Female,44,Yes,0,French Camp,95231,37.873283,-121.292034,8,60,Offer B,Yes,15.54,Yes,Yes,Fiber Optic,19,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.1,5475.9,0,0,932.4,6408.3,Stayed,,
5336-UFNZP,Female,65,Yes,3,Monterey Park,91755,34.049172,-118.115022,7,65,Offer B,Yes,19.58,Yes,Yes,Fiber Optic,26,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,107.45,7047.5,0,0,1272.7,8320.2,Stayed,,
5337-IIWKZ,Male,35,Yes,3,Sultana,93666,36.545353,-119.338535,2,34,Offer C,No,,,Yes,DSL,76,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.85,1442.6,0,0,0,1442.6,Stayed,,
5338-YHWYT,Male,45,No,1,San Diego,92115,32.762506,-117.07245,0,37,None,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,Stayed,,
5339-PXDVH,Male,43,No,0,Clipper Mills,95930,39.562239,-121.14836,0,4,Offer E,Yes,31.57,Yes,Yes,Fiber Optic,18,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,90.65,367.95,0,0,126.28,494.23,Stayed,,
5339-TJFEK,Male,22,Yes,1,Santa Rosa,95407,38.394091,-122.739814,8,62,Offer B,Yes,14.75,Yes,Yes,Fiber Optic,52,Yes,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,105.5,6487.2,0,150,914.5,7551.7,Stayed,,
5343-SGUBI,Female,43,No,0,Concord,94518,37.950248,-122.022455,0,52,Offer B,Yes,42.9,Yes,Yes,Fiber Optic,14,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,80.2,4297.6,0,0,2230.8,6528.4,Stayed,,
5345-BMKWB,Male,29,Yes,0,San Francisco,94122,37.760412,-122.484966,9,8,None,Yes,4.98,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.25,158.35,0,0,39.84,198.19,Stayed,,
5346-BZCHP,Female,19,Yes,2,Earp,92242,34.137742,-114.36514,0,69,Offer A,Yes,25.18,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.4,1346.2,0,0,1737.42,3083.62,Stayed,,
5348-CAGXB,Male,60,No,0,Irvine,92614,33.680302,-117.833296,0,12,Offer D,Yes,33.36,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.55,1021.75,0,0,400.32,1422.07,Stayed,,
5349-AZPEW,Female,40,Yes,3,San Diego,92131,32.89325,-117.087091,3,5,Offer E,No,,,Yes,DSL,53,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25.05,125.5,0,0,0,125.5,Stayed,,
5349-IECLD,Male,61,No,0,San Jose,95111,37.284265,-121.827673,0,2,None,Yes,26.05,No,Yes,Fiber Optic,2,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,94.95,178.1,0,0,52.1,230.2,Churned,Competitor,Competitor had better devices
5351-QESIO,Male,64,No,2,San Diego,92122,32.85723,-117.209774,0,1,Offer E,No,,,Yes,Cable,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,24.2,24.2,0,0,0,24.2,Joined,,
5353-WILCI,Female,51,No,0,Stockton,95206,37.902422,-121.440029,0,28,Offer C,Yes,44.11,No,Yes,Cable,15,Yes,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,56.05,1522.65,0,110,1235.08,2867.73,Stayed,,
5356-CSVSQ,Female,20,No,0,La Verne,91750,34.144703,-117.770299,0,3,None,Yes,40.99,Yes,Yes,Cable,48,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,64.6,174.2,0,0,122.97,297.17,Joined,,
5356-KZCKT,Male,42,No,0,Torrance,90503,33.840399,-118.353714,0,58,Offer B,Yes,2.38,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.45,1513.6,0,0,138.04,1651.64,Stayed,,
5356-RHIPP,Male,38,No,0,Dinuba,93618,36.523619,-119.386868,0,1,Offer E,Yes,45.49,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.2,20.2,0,0,45.49,65.69,Churned,Competitor,Competitor made better offer
5357-TZHPP,Male,67,No,0,Wheatland,95692,39.043387,-121.409837,0,9,None,Yes,30.8,Yes,Yes,Fiber Optic,18,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,84.4,732.5,0,0,277.2,1009.7,Churned,Attitude,Attitude of support person
5360-LJCNJ,Female,37,Yes,0,Tracy,95376,37.680968,-121.446049,4,71,None,Yes,10.46,Yes,Yes,Fiber Optic,3,No,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,105.15,7555,0,60,742.66,8357.66,Stayed,,
5360-XGYAZ,Male,32,Yes,1,Los Angeles,90040,33.994524,-118.149953,1,72,None,No,,,Yes,DSL,16,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,65.65,4664.5,0,60,0,4724.5,Stayed,,
5364-EVNIB,Male,61,No,0,Orange,92868,33.787796,-117.875928,0,13,None,Yes,30.88,No,Yes,Fiber Optic,3,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.8,973.45,0,0,401.44,1374.89,Churned,Dissatisfaction,Service dissatisfaction
5364-XYIRR,Male,44,Yes,0,Los Angeles,90013,34.044639,-118.240413,1,51,None,Yes,21.08,Yes,Yes,Fiber Optic,9,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.65,4812.75,0,0,1075.08,5887.83,Churned,Competitor,Competitor had better devices
5365-LLFYV,Female,43,No,0,Penryn,95663,38.859093,-121.182872,0,2,Offer E,Yes,5.47,No,Yes,DSL,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.85,105.6,0,0,10.94,116.54,Joined,,
5366-IJEQJ,Male,20,No,0,San Diego,92109,32.787836,-117.232376,0,20,Offer D,Yes,5.54,Yes,Yes,Fiber Optic,59,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.7,1761.45,0,0,110.8,1872.25,Churned,Other,Don't know
5366-OBVMR,Female,42,Yes,0,Los Angeles,90027,34.127194,-118.295647,4,18,Offer D,Yes,35.96,No,Yes,DSL,17,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.3,908.75,0,0,647.28,1556.03,Stayed,,
5370-IIVVL,Male,26,No,0,Le Grand,95333,37.249377,-120.249581,0,37,Offer C,Yes,38.72,Yes,Yes,Fiber Optic,59,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,104.5,3778,0,0,1432.64,5210.64,Stayed,,
5371-VYLSX,Female,65,No,0,Long Beach,90814,33.771612,-118.143866,0,50,None,Yes,47.99,Yes,Yes,Fiber Optic,22,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.4,4113.7,0,0,2399.5,6513.2,Stayed,,
5372-FBKBN,Female,38,No,2,San Jose,95111,37.284265,-121.827673,0,21,Offer D,Yes,8.68,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.75,452.2,0,0,182.28,634.48,Stayed,,
5373-SFODM,Male,65,Yes,0,San Lucas,93954,36.125529,-120.864443,1,36,None,Yes,24.54,Yes,Yes,Fiber Optic,5,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.25,3132.75,0,0,883.44,4016.19,Churned,Dissatisfaction,Product dissatisfaction
5375-XLDOF,Male,24,Yes,3,Calipatria,92233,33.143826,-115.497485,7,69,Offer A,Yes,37.97,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,114.35,7665.8,0,10,2619.93,10295.73,Stayed,,
5376-DEQCP,Female,48,No,0,San Diego,92126,32.886925,-117.152162,0,1,None,Yes,27.12,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.6,70.6,0,0,27.12,97.72,Churned,Competitor,Competitor made better offer
5376-PCKNB,Male,35,Yes,1,Montclair,91763,34.072121,-117.698319,5,72,Offer A,Yes,17.49,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,104.45,7459,0,130,1259.28,8848.28,Stayed,,
5377-NDTOU,Female,26,Yes,0,San Pedro,90732,33.744119,-118.31448,3,71,Offer A,Yes,9.5,Yes,Yes,Cable,76,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,91.05,6293.75,0,0,674.5,6968.25,Stayed,,
5378-IKEEG,Female,47,No,0,Eagleville,96110,41.280341,-120.150381,0,1,Offer E,No,,,Yes,Cable,2,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,35.75,35.75,0,0,0,35.75,Churned,Price,Price too high
5380-AFSSK,Female,44,No,0,Bella Vista,96008,40.722733,-122.109666,0,5,None,Yes,46.45,Yes,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,93.9,486.85,0,0,232.25,719.1,Churned,Other,Don't know
5380-WJKOV,Male,51,No,1,Los Angeles,90041,34.137412,-118.207607,0,34,Offer C,Yes,21.69,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.35,3549.25,0,0,737.46,4286.71,Churned,Competitor,Competitor offered higher download speeds
5380-XPJNZ,Female,22,No,0,San Francisco,94103,37.773147,-122.411287,0,38,None,Yes,40.64,No,No,,,,,,,,,,,One Year,No,Credit Card,20.05,678.2,0,0,1544.32,2222.52,Stayed,,
5382-SOYZL,Male,39,No,0,Concord,94519,37.990118,-122.012188,0,22,None,Yes,11.15,Yes,Yes,Fiber Optic,17,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.1,2162.6,0,0,245.3,2407.9,Stayed,,
5382-TEMLV,Male,45,No,0,Lindsay,93247,36.205465,-119.085807,0,45,None,Yes,19.39,No,Yes,DSL,16,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.9,2298.55,0,0,872.55,3171.1,Stayed,,
5383-MMTWC,Female,75,Yes,0,Oakley,94561,37.999406,-121.686241,1,8,None,Yes,46.05,Yes,Yes,Fiber Optic,22,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84,613.4,0,0,368.4,981.8,Churned,Dissatisfaction,Limited range of services
5384-ZTTWP,Female,49,Yes,1,Yuba City,95991,39.02741,-121.614982,4,15,Offer D,Yes,17.43,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.8,272.95,18.55,0,261.45,515.85,Stayed,,
5385-SUIRI,Male,69,Yes,0,Delhi,95315,37.422961,-120.765493,0,52,None,Yes,37.6,Yes,Yes,Fiber Optic,23,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.2,5568.35,0,0,1955.2,7523.55,Churned,Competitor,Competitor offered higher download speeds
5386-THSLQ,Female,65,Yes,0,Santa Monica,90402,34.035849,-118.503508,0,66,Offer A,No,,,Yes,Cable,9,No,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,45.55,3027.25,0,0,0,3027.25,Stayed,,
5387-ASZNZ,Female,72,No,0,Cressey,95312,37.420273,-120.66527,0,66,Offer A,Yes,36.48,Yes,Yes,DSL,5,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,-8,4174.35,0,0,2407.68,6582.03,Stayed,,
5389-FFVKB,Male,71,Yes,0,Thousand Oaks,91360,34.214054,-118.88109,1,32,None,Yes,2.08,No,Yes,Fiber Optic,25,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,80.3,2483.05,0,0,66.56,2549.61,Churned,Dissatisfaction,Service dissatisfaction
5392-AKEMH,Female,50,No,0,Vista,92083,33.17494,-117.242761,0,12,None,Yes,31.22,No,Yes,DSL,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.05,523.1,0,0,374.64,897.74,Stayed,,
5393-HJZSM,Female,54,Yes,1,San Francisco,94129,37.797526,-122.464531,1,32,Offer C,Yes,32.43,No,Yes,Cable,19,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,76.3,2404.15,0,0,1037.76,3441.91,Stayed,,
5393-RXQSZ,Male,40,No,0,Taft,93268,35.184837,-119.402525,0,1,None,Yes,19.32,No,Yes,Fiber Optic,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,79.6,79.6,0,0,19.32,98.92,Churned,Attitude,Attitude of support person
5394-MEITZ,Female,26,Yes,0,Corona Del Mar,92625,33.600987,-117.862734,5,60,None,Yes,14,No,Yes,Cable,42,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,80.6,4946.7,0,0,840,5786.7,Stayed,,
5394-SVGJV,Male,27,No,0,Sacramento,95838,38.646096,-121.442433,0,37,None,Yes,30.72,Yes,Yes,Fiber Optic,42,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,98.8,3475.55,0,0,1136.64,4612.19,Churned,Competitor,Competitor made better offer
5396-IZEPB,Male,37,No,0,Summerland,93067,34.420998,-119.60137,0,9,Offer E,Yes,24.89,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.7,180.7,0,0,224.01,404.71,Stayed,,
5397-NSKQG,Male,39,Yes,2,Los Altos,94022,37.349546,-122.134356,2,67,Offer A,No,,,Yes,DSL,17,Yes,No,No,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,50.9,3281.65,0,0,0,3281.65,Stayed,,
5397-TUPSH,Male,76,Yes,0,Carson,90745,33.822295,-118.26411,6,65,None,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,Stayed,,
5399-ZIMKF,Male,58,No,0,San Simeon,93452,35.746484,-121.223355,0,5,None,Yes,32.81,No,Yes,Fiber Optic,16,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.65,383.65,0,0,164.05,547.7,Stayed,,
5402-HTOTQ,Male,43,No,0,Macdoel,96058,41.769709,-121.92063,0,16,None,Yes,5.79,Yes,Yes,DSL,4,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55.3,875.35,0,0,92.64,967.99,Stayed,,
5404-GGUKR,Male,39,No,0,Santa Ynez,93460,34.630356,-120.032564,0,5,Offer E,Yes,17.16,No,Yes,DSL,7,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,51.35,262.3,0,0,85.8,348.1,Stayed,,
5405-ZMYXQ,Female,21,No,0,Los Angeles,90019,34.049841,-118.33846,0,8,Offer E,Yes,1.28,Yes,Yes,Fiber Optic,42,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.6,548.9,0,0,10.24,559.14,Stayed,,
5406-KGRMX,Female,30,No,0,Helm,93627,36.520537,-120.118055,0,71,None,Yes,2.66,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.55,1719.15,0,0,188.86,1908.01,Stayed,,
5414-OFQCB,Male,34,No,0,Hanford,93230,36.29223,-119.622676,0,57,None,Yes,30.77,Yes,Yes,Fiber Optic,10,No,No,No,Yes,Yes,No,No,No,Two Year,Yes,Credit Card,90.45,5229.8,0,70,1753.89,7053.69,Stayed,,
5419-CONWX,Female,65,No,0,Pleasant Grove,95668,38.833554,-121.498102,0,4,None,Yes,12.68,No,Yes,Fiber Optic,10,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.8,442.85,0,0,50.72,493.57,Churned,Competitor,Competitor had better devices
5419-JKZNQ,Male,65,Yes,0,La Mesa,91941,32.759327,-116.99726,1,30,None,Yes,2.86,Yes,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,77.9,2351.45,0,0,85.8,2437.25,Stayed,,
5419-JPRRN,Male,32,No,0,Rough And Ready,95975,39.225634,-121.156163,0,1,None,Yes,10.38,Yes,Yes,Fiber Optic,7,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.45,101.45,0,0,10.38,111.83,Churned,Price,Extra data charges
5419-KLXBN,Female,36,Yes,0,San Diego,92117,32.825086,-117.199424,1,25,None,Yes,24.64,No,Yes,Fiber Optic,5,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.15,2257.75,0,0,616,2873.75,Churned,Competitor,Competitor made better offer
5423-BHIXO,Female,42,No,0,Pasadena,91103,34.167465,-118.165327,0,32,None,Yes,32.02,Yes,Yes,DSL,3,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.2,1739.6,0,0,1024.64,2764.24,Stayed,,
5424-RLQLC,Male,36,No,0,Bonsall,92003,33.290907,-117.202895,0,10,Offer D,Yes,1.48,No,Yes,DSL,25,No,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,59.65,638.95,0,90,14.8,743.75,Stayed,,
5429-LWCMV,Female,52,No,0,Gardena,90248,33.876482,-118.284077,0,12,Offer D,Yes,34.73,Yes,Yes,Fiber Optic,6,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,89.15,1057.55,0,70,416.76,1544.31,Stayed,,
5433-KYGHE,Female,53,No,1,Avila Beach,93424,35.186644,-120.728305,0,14,Offer D,Yes,47.72,Yes,Yes,Fiber Optic,22,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,86,1164.05,0,0,668.08,1832.13,Stayed,,
5438-QMDDL,Female,20,Yes,0,Campo Seco,95226,38.233879,-120.861666,3,19,None,Yes,8.3,No,Yes,DSL,48,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,59.8,1130.85,0,0,157.7,1288.55,Stayed,,
5439-WIKXB,Male,65,Yes,0,Newhall,91321,34.370378,-118.504118,8,41,Offer B,Yes,46.46,No,Yes,Fiber Optic,2,No,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.55,3851.45,0,40,1904.86,5796.31,Stayed,,
5440-FLBQG,Male,69,Yes,0,Santa Barbara,93110,34.437945,-119.77191,1,69,Offer A,Yes,48.88,Yes,Yes,Fiber Optic,4,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,108.4,7318.2,0,0,3372.72,10690.92,Churned,Attitude,Attitude of service provider
5440-VHLUL,Male,48,No,0,Berkeley,94710,37.872902,-122.303708,0,69,Offer A,Yes,44.57,Yes,Yes,Fiber Optic,28,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.2,7386.05,0,0,3075.33,10461.38,Stayed,,
5442-BHQNG,Female,32,No,0,Brooks,95606,38.809804,-122.241383,0,2,None,Yes,44.77,No,Yes,Fiber Optic,9,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.35,139.25,0,0,89.54,228.79,Joined,,
5442-BXVND,Female,49,Yes,2,San Diego,92117,32.825086,-117.199424,2,33,None,Yes,9.97,Yes,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,24.25,838.5,0,0,329.01,1167.51,Stayed,,
5442-PPTJY,Male,44,Yes,3,Arcadia,91006,34.137319,-118.029837,7,12,Offer D,Yes,4.71,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.7,258.35,0,0,56.52,314.87,Stayed,,
5442-UTCVD,Male,53,No,0,Pittsburg,94565,38.006047,-121.916834,0,3,None,Yes,43.72,Yes,Yes,Fiber Optic,21,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,91.85,257.05,0,0,131.16,388.21,Churned,Attitude,Attitude of service provider
5442-XSDCW,Male,61,Yes,0,San Diego,92130,32.957195,-117.202542,1,11,Offer D,Yes,13.33,No,Yes,Fiber Optic,19,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,79.5,868.5,0,50,146.63,1065.13,Churned,Competitor,Competitor made better offer
5443-SCMKX,Female,49,Yes,0,Newbury Park,91320,34.172071,-118.946262,1,58,None,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,Stayed,,
5445-GLVOT,Female,64,No,0,Greenbrae,94904,37.946617,-122.563571,0,22,Offer D,Yes,31.53,No,Yes,Cable,11,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.8,1049.05,0,0,693.66,1742.71,Stayed,,
5445-PZWGX,Male,63,No,0,Travis Afb,94535,38.265899,-121.939461,0,62,Offer B,Yes,8.08,Yes,Yes,Fiber Optic,21,Yes,Yes,No,Yes,No,Yes,Yes,No,One Year,No,Bank Withdrawal,102,6529.25,0,110,500.96,7140.21,Churned,Price,Price too high
5445-UTODQ,Female,35,Yes,0,San Diego,92117,32.825086,-117.199424,1,7,None,Yes,11.58,No,Yes,Fiber Optic,27,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.1,576.65,0,0,81.06,657.71,Churned,Competitor,Competitor made better offer
5446-DKWYW,Female,74,Yes,1,San Francisco,94103,37.773147,-122.411287,9,61,Offer B,Yes,39.31,Yes,Yes,DSL,10,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,65.2,3965.05,0,0,2397.91,6362.96,Stayed,,
5447-VYTKW,Male,53,No,0,Los Angeles,90064,34.037251,-118.423573,0,27,None,Yes,15.09,No,Yes,Cable,28,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,53.45,1461.45,0,0,407.43,1868.88,Stayed,,
5447-WZAFP,Female,22,No,0,Carlsbad,92008,33.148116,-117.306043,0,53,Offer B,Yes,8.33,No,Yes,Fiber Optic,73,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,100.3,5200.8,0,0,441.49,5642.29,Stayed,,
5448-VWNAM,Female,49,No,3,Oroville,95966,39.473896,-121.415927,0,19,Offer D,Yes,8.02,Yes,Yes,DSL,57,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,75.9,1375.6,0,0,152.38,1527.98,Stayed,,
5449-FIBXJ,Male,34,Yes,0,San Jose,95127,37.375156,-121.795867,1,19,Offer D,Yes,28.04,Yes,Yes,Fiber Optic,22,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,103.3,2012.7,0,0,532.76,2545.46,Churned,Price,Lack of affordable download/upload speed
5451-MHQOF,Male,64,Yes,0,Los Angeles,90031,34.085807,-118.206617,7,56,None,Yes,32.93,Yes,No,,,,,,,,,,,One Year,Yes,Mailed Check,24.45,1431.65,0,0,1844.08,3275.73,Stayed,,
5451-YHYPW,Female,75,Yes,0,San Francisco,94129,37.797526,-122.464531,2,72,Offer A,Yes,44.89,Yes,Yes,Fiber Optic,24,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Two Year,Yes,Credit Card,115.75,8443.7,0,120,3232.08,11795.78,Stayed,,
5453-AXEPF,Male,31,Yes,0,San Jose,95134,37.42765,-121.945416,7,17,Offer D,Yes,46.71,Yes,Yes,Fiber Optic,8,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.5,1336.9,0,0,794.07,2130.97,Stayed,,
5453-YBTWV,Male,52,Yes,2,Moreno Valley,92557,33.970661,-117.255039,10,70,None,Yes,49.67,No,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,101.1,6994.8,0,0,3476.9,10471.7,Stayed,,
5456-ITGIC,Male,76,Yes,0,Loomis,95650,38.809175,-121.171375,9,72,None,No,,,Yes,DSL,9,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,64.45,4641.1,0,0,0,4641.1,Stayed,,
5457-COLHT,Male,48,Yes,3,San Francisco,94124,37.731505,-122.384532,5,69,None,Yes,40.36,No,Yes,Cable,53,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,80.65,5542.55,0,0,2784.84,8327.39,Stayed,,
5458-CQJTA,Male,56,Yes,0,Smith River,95567,41.950683,-124.097094,1,65,Offer B,Yes,40.47,No,Yes,DSL,30,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,74.8,4820.15,0,0,2630.55,7450.7,Churned,Dissatisfaction,Product dissatisfaction
5461-QKNTN,Male,71,Yes,0,Catheys Valley,95306,37.394411,-120.127262,1,43,None,Yes,4.59,Yes,Yes,Fiber Optic,5,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,94.3,3953.15,0,0,197.37,4150.52,Stayed,,
5465-BUBFA,Female,34,Yes,1,El Nido,95317,37.127386,-120.506422,1,41,Offer B,Yes,21.28,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.3,772.4,0,0,872.48,1644.88,Stayed,,
5468-BPMMO,Male,59,Yes,0,Santa Cruz,95064,37.007882,-122.065975,3,46,None,Yes,16.07,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.6,851.2,0,0,739.22,1590.42,Stayed,,
5469-CTCWN,Male,52,Yes,0,Arbuckle,95912,38.982373,-122.047751,1,61,None,Yes,46.95,Yes,Yes,Cable,21,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106,6547.7,0,0,2863.95,9411.65,Churned,Competitor,Competitor offered higher download speeds
5469-NUJUR,Male,58,No,0,Zenia,95595,40.170357,-123.417298,0,19,None,Yes,19.1,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.95,373.5,0,0,362.9,736.4,Stayed,,
5472-CVMDX,Female,21,No,0,Bolinas,94924,37.943087,-122.72379,0,68,None,No,,,Yes,DSL,58,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,38.9,2719.2,0,0,0,2719.2,Stayed,,
5473-KHBPS,Female,53,Yes,3,Surfside,90743,33.728273,-118.085304,8,52,Offer B,Yes,8.16,Yes,Yes,Fiber Optic,20,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,95.7,4976.15,0,0,424.32,5400.47,Stayed,,
5474-LAMUQ,Male,56,Yes,0,Los Angeles,90029,34.089953,-118.294824,9,24,Offer C,Yes,35.8,No,No,,,,,,,,,,,One Year,No,Credit Card,20.1,533.9,0,0,859.2,1393.1,Stayed,,
5478-JJVZK,Female,38,No,0,Fair Oaks,95628,38.652065,-121.25441,0,33,None,Yes,15.69,Yes,Yes,DSL,24,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,60.9,2033.85,0,0,517.77,2551.62,Stayed,,
5480-HPRRX,Female,80,No,0,Glendora,91740,34.119363,-117.855059,0,3,None,No,,,Yes,DSL,30,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.3,77.75,0,0,0,77.75,Churned,Attitude,Attitude of support person
5480-TBGPH,Female,63,Yes,0,Sacramento,95842,38.687367,-121.34848,0,24,None,Yes,44.96,No,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.3,2431.35,0,0,1079.04,3510.39,Churned,Competitor,Competitor offered more data
5480-XTFFL,Female,60,Yes,3,Mount Hermon,95041,37.051166,-122.056194,3,31,Offer C,Yes,9.8,No,No,,,,,,,,,,,Two Year,No,Credit Card,21,697.7,0,0,303.8,1001.5,Stayed,,
5481-NTDOH,Female,67,Yes,0,Whittier,90603,33.945318,-117.992066,8,67,None,Yes,38.47,Yes,Yes,Fiber Optic,20,Yes,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Credit Card,107.05,7142.5,0,0,2577.49,9719.99,Stayed,,
5482-NUPNA,Female,28,No,0,Imperial,92251,32.858595,-115.662709,0,4,None,Yes,18.03,No,Yes,Cable,59,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,60.4,272.15,0,0,72.12,344.27,Churned,Competitor,Competitor had better devices
5482-PLVPE,Female,79,No,0,Daly City,94014,37.691561,-122.445202,0,2,None,No,,,Yes,DSL,11,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,24.35,41.85,0,0,0,41.85,Churned,Competitor,Competitor had better devices
5482-VXSXJ,Male,50,No,0,Tehama,96090,40.021787,-122.127576,0,22,None,Yes,46.5,No,Yes,Fiber Optic,17,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,93.2,2157.3,0,0,1023,3180.3,Stayed,,
5485-ITNPC,Male,42,Yes,0,Le Grand,95333,37.249377,-120.249581,2,66,None,Yes,7.61,No,Yes,DSL,10,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,85.9,5595.3,0,0,502.26,6097.56,Stayed,,
5485-WUYWF,Male,73,No,0,Crockett,94525,38.049292,-122.228415,0,2,None,Yes,5.57,No,Yes,Cable,24,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,66.4,94.55,0,0,11.14,105.69,Churned,Price,Long distance charges
5493-SDRDQ,Male,19,No,0,Angels Camp,95222,38.071327,-120.632221,0,2,Offer E,Yes,5.33,No,Yes,Cable,52,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,55.1,113.35,0,0,10.66,124.01,Churned,Competitor,Competitor made better offer
5494-HECPR,Female,34,No,0,Mi Wuk Village,95346,38.121601,-120.133915,0,1,Offer E,Yes,32.92,No,Yes,Fiber Optic,3,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.25,80.25,0,0,32.92,113.17,Churned,Other,Moved
5494-WOZRZ,Female,40,Yes,0,Mission Viejo,92692,33.60693,-117.644253,0,71,None,Yes,38.22,No,Yes,DSL,23,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,82,5999.85,0,0,2713.62,8713.47,Stayed,,
5495-GPSRW,Male,62,No,0,Joshua Tree,92252,34.167236,-116.281511,0,20,None,Yes,27.11,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.7,419.4,0,0,542.2,961.6,Stayed,,
5498-IBWPI,Female,34,Yes,2,Guadalupe,93434,34.936,-120.594655,1,66,Offer A,Yes,48.11,No,Yes,Cable,27,No,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,49.4,3251.85,0,0,3175.26,6427.11,Stayed,,
5498-TXHLF,Female,39,Yes,0,Whitmore,96096,40.637105,-121.906949,1,34,None,Yes,40.78,Yes,Yes,Fiber Optic,4,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,87.45,2874.15,0,0,1386.52,4260.67,Churned,Price,Extra data charges
5499-ECUTN,Female,49,Yes,0,Shafter,93263,35.490705,-119.286833,1,47,None,Yes,6.56,No,Yes,DSL,11,Yes,No,Yes,No,Yes,No,No,No,One Year,Yes,Credit Card,66.05,3021.45,0,40,308.32,3369.77,Stayed,,
5501-TVMGM,Male,21,No,0,Canby,96015,41.486953,-120.913975,0,1,None,Yes,39.19,No,Yes,DSL,69,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,55.25,55.25,0,60,39.19,154.44,Joined,,
5502-RLUYV,Female,42,Yes,0,Milpitas,95035,37.441931,-121.878502,1,69,None,Yes,37.2,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.95,7446.9,0,0,2566.8,10013.7,Churned,Competitor,Competitor made better offer
5504-WSIUR,Female,38,No,0,Chula Vista,91914,32.688506,-116.938632,0,70,None,Yes,13.4,Yes,Yes,Fiber Optic,3,No,Yes,Yes,Yes,No,No,No,No,One Year,Yes,Bank Withdrawal,90.25,6385.95,0,100,938,7423.95,Stayed,,
5505-OVWQW,Female,35,No,0,Sacramento,95815,38.608405,-121.449942,0,17,None,Yes,4.38,No,No,,,,,,,,,,,One Year,No,Mailed Check,20.15,353.65,0,0,74.46,428.11,Stayed,,
5510-BOIUJ,Male,35,No,7,Visalia,93277,36.303793,-119.375646,0,1,None,Yes,12.81,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.25,19.25,0,0,12.81,32.06,Churned,Attitude,Attitude of service provider
5512-IDZEI,Male,56,Yes,0,Garden Grove,92841,33.786738,-117.982564,1,46,None,Yes,18.45,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,24.9,1174.8,0,0,848.7,2023.5,Stayed,,
5514-YQENT,Male,29,No,3,Rocklin,95765,38.823278,-121.281856,0,41,None,Yes,30.58,No,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,111.15,4507.15,0,0,1253.78,5760.93,Stayed,,
5515-AKOAJ,Female,38,No,0,Hawaiian Gardens,90716,33.830431,-118.074071,0,54,None,Yes,41.83,Yes,Yes,Fiber Optic,9,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.1,5440.9,0,0,2258.82,7699.72,Churned,Dissatisfaction,Service dissatisfaction
5515-IDEJJ,Male,46,Yes,1,San Diego,92126,32.886925,-117.152162,4,1,Offer E,Yes,45.77,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.9,19.9,0,0,45.77,65.67,Churned,Competitor,Competitor made better offer
5515-RUGKN,Male,63,No,0,Beverly Hills,90211,34.063947,-118.383001,0,8,None,Yes,30.53,No,Yes,DSL,26,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,54.75,438.05,0,0,244.24,682.29,Stayed,,
5519-NPHVG,Female,53,No,0,Klamath River,96050,41.816595,-122.948287,0,12,None,Yes,12.75,Yes,Yes,Fiber Optic,24,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.2,1046.1,7.39,120,153,1311.71,Churned,Price,Price too high
5519-TEEUH,Male,51,No,3,Irvine,92604,33.688546,-117.788091,0,33,Offer C,Yes,21.16,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.15,682.15,0,0,698.28,1380.43,Stayed,,
5519-YLDGW,Female,57,Yes,0,Los Angeles,90071,34.052917,-118.255178,1,21,Offer D,Yes,1.21,Yes,Yes,Fiber Optic,16,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.9,2254.2,0,0,25.41,2279.61,Churned,Dissatisfaction,Limited range of services
5520-FVEWJ,Female,28,Yes,0,Santa Rosa,95405,38.439696,-122.668817,1,12,None,Yes,40.63,Yes,Yes,Fiber Optic,59,No,Yes,Yes,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.5,916.9,0,0,487.56,1404.46,Churned,Competitor,Competitor had better devices
5522-JBWMO,Male,62,No,2,Blythe,92225,33.674583,-114.71612,0,1,None,Yes,15.66,No,Yes,DSL,29,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44,44,0,0,15.66,59.66,Joined,,
5522-NYKPB,Male,26,Yes,3,Burney,96013,40.946785,-121.719489,0,25,Offer C,Yes,11.79,No,Yes,Fiber Optic,59,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,85.9,2199.05,0,0,294.75,2493.8,Stayed,,
5524-KHNJP,Male,35,Yes,0,Glendale,91205,34.13658,-118.245839,7,33,Offer C,Yes,48.85,No,Yes,Cable,30,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,74.75,2453.3,0,0,1612.05,4065.35,Stayed,,
5527-ACHSO,Female,38,No,0,Orange,92865,33.828779,-117.848299,0,11,None,Yes,47.61,No,Yes,DSL,12,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,70.5,829.3,0,0,523.71,1353.01,Stayed,,
5529-GIBVH,Female,57,No,0,Duncans Mills,95430,38.445603,-123.063756,0,47,None,Yes,3.49,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.15,1046.2,0,0,164.03,1210.23,Stayed,,
5533-NHFRF,Male,75,No,0,San Jose,95132,37.424655,-121.74841,0,7,None,No,,,Yes,DSL,26,No,Yes,No,Yes,No,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,44.4,265.8,0,0,0,265.8,Stayed,,
5533-RJFTJ,Male,22,No,0,Lemoore,93245,36.303666,-119.825657,0,49,Offer B,No,,,Yes,Cable,58,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.2,1453.1,0,0,0,1453.1,Stayed,,
5536-RTPWK,Male,54,Yes,0,Sausalito,94965,37.848641,-122.515692,1,49,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,Churned,Competitor,Competitor offered higher download speeds
5536-SLHPM,Female,38,Yes,0,Temecula,92592,33.507255,-117.029473,5,55,None,Yes,19.41,Yes,Yes,Fiber Optic,4,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,77.75,4458.15,0,0,1067.55,5525.7,Churned,Competitor,Competitor made better offer
5537-UXXVS,Female,49,Yes,0,Citrus Heights,95621,38.69549,-121.307864,0,20,Offer D,Yes,48.03,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.25,375.25,0,0,960.6,1335.85,Stayed,,
5539-HIVAK,Female,79,Yes,0,Friant,93626,37.027663,-119.69056,8,28,None,Yes,25.57,Yes,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,25.7,734.6,0,0,715.96,1450.56,Stayed,,
5539-TMZLF,Male,69,No,0,Concord,94520,38.013825,-122.039144,0,1,None,Yes,33.84,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.75,69.75,0,0,33.84,103.59,Churned,Competitor,Competitor had better devices
5542-DHSXL,Female,36,Yes,0,Butte City,95920,39.449794,-121.936372,2,4,None,Yes,6.77,No,Yes,Cable,3,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,54.7,235.05,0,0,27.08,262.13,Stayed,,
5542-NKVRU,Female,24,No,0,La Grange,95329,37.666587,-120.411517,0,42,Offer B,Yes,18.31,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,20.75,844.45,0,0,769.02,1613.47,Stayed,,
5542-TBBWB,Male,46,No,0,Lakeport,95453,39.080469,-122.955176,0,1,None,Yes,9.36,No,Yes,Fiber Optic,14,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.9,69.9,0,10,9.36,89.26,Joined,,
5543-QDCRY,Male,38,No,0,San Francisco,94103,37.773147,-122.411287,0,4,None,Yes,20.76,No,Yes,DSL,30,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,56.4,234.85,0,0,83.04,317.89,Stayed,,
5546-BYZSM,Female,52,No,0,Oak View,93022,34.404544,-119.302118,0,41,Offer B,Yes,15.48,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.45,775.6,0,0,634.68,1410.28,Stayed,,
5546-QUERU,Male,42,No,0,Burbank,91506,34.169706,-118.323548,0,13,None,Yes,16.35,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.95,257,0,0,212.55,469.55,Stayed,,
5549-ZGHFB,Male,33,Yes,1,Glendale,91205,34.13658,-118.245839,3,50,None,Yes,22.3,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.95,1261.45,0,0,1115,2376.45,Stayed,,
5550-VFRLC,Female,70,No,0,Moorpark,93021,34.312945,-118.858169,0,1,None,Yes,43.45,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.85,69.85,0,40,43.45,153.3,Churned,Dissatisfaction,Limited range of services
5552-ZNFSJ,Male,49,No,0,Santa Rosa,95407,38.394091,-122.739814,0,1,None,Yes,34.37,No,Yes,DSL,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.3,45.3,0,0,34.37,79.67,Churned,Dissatisfaction,Poor expertise of online support
5553-AOINX,Female,67,Yes,1,Copperopolis,95228,37.943954,-120.67108,6,66,None,Yes,39.38,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.9,6891.45,0,0,2599.08,9490.53,Stayed,,
5555-RNPGT,Male,61,No,3,Bloomington,92316,34.059722,-117.39104,0,10,Offer D,Yes,34.47,Yes,No,,,,,,,,,,,Month-to-Month,No,Credit Card,24.8,223.9,0,0,344.7,568.6,Stayed,,
5561-NWEVX,Female,78,Yes,0,Hermosa Beach,90254,33.86532,-118.396336,1,2,Offer E,Yes,17.73,Yes,Yes,Fiber Optic,18,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,79.2,172.85,0,0,35.46,208.31,Churned,Price,Price too high
5562-BETPV,Male,21,Yes,0,San Andreas,95249,38.196497,-120.61689,1,1,Offer E,Yes,23.41,No,No,,,,,,,,,,,One Year,No,Mailed Check,19.65,19.65,0,0,23.41,43.06,Joined,,
5562-YJQGT,Female,57,No,0,Encino,91316,34.150354,-118.518292,0,2,None,Yes,2.46,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.35,35.1,0,0,4.92,40.02,Joined,,
5564-NEMQO,Female,80,No,0,Thermal,92274,33.53604,-116.119222,0,1,Offer E,Yes,35.09,No,Yes,Fiber Optic,17,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,75.3,75.3,0,20,35.09,130.39,Churned,Dissatisfaction,Network reliability
5565-FILXA,Female,76,No,0,Escondido,92027,33.141265,-116.967221,0,16,None,Yes,38.75,Yes,Yes,Fiber Optic,16,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.15,1529.2,0,0,620,2149.2,Churned,Other,Don't know
5566-SOEZD,Male,47,Yes,3,Madeline,96119,41.042003,-120.506086,1,27,None,Yes,15.71,No,Yes,Fiber Optic,53,Yes,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,80.65,2209.75,0,0,424.17,2633.92,Stayed,,
5567-GZKQY,Male,58,No,0,Porterville,93257,36.008958,-118.891593,0,58,Offer B,Yes,29.25,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.3,1131.5,0,0,1696.5,2828,Stayed,,
5567-WSELE,Male,70,Yes,0,Richmond,94801,37.945288,-122.383941,1,3,Offer E,Yes,32.31,Yes,Yes,Fiber Optic,27,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.6,279.55,0,0,96.93,376.48,Churned,Competitor,Competitor had better devices
5568-DMXZS,Female,36,No,0,San Diego,92124,32.827238,-117.089287,0,8,Offer E,Yes,37.37,No,Yes,Cable,16,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,65.45,554.45,0,0,298.96,853.41,Stayed,,
5569-IDSEY,Male,52,Yes,0,Winters,95694,38.578604,-122.024579,8,71,Offer A,Yes,29.11,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.7,7472.15,0,0,2066.81,9538.96,Stayed,,
5569-KGJHX,Female,63,Yes,0,Canoga Park,91303,34.19829,-118.602203,1,9,Offer E,Yes,14.21,Yes,Yes,Fiber Optic,5,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,85.35,754.65,0,50,127.89,932.54,Churned,Dissatisfaction,Service dissatisfaction
5569-OUICF,Female,67,Yes,0,San Diego,92109,32.787836,-117.232376,1,28,Offer C,Yes,16.43,Yes,Yes,Fiber Optic,20,No,No,No,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,101.3,2812.2,0,0,460.04,3272.24,Churned,Competitor,Competitor made better offer
5570-PTWEH,Female,33,Yes,0,Encinitas,92024,33.054579,-117.25665,1,3,None,Yes,15.02,Yes,Yes,Fiber Optic,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.15,216.75,0,0,45.06,261.81,Churned,Attitude,Attitude of support person
5572-ZDXHY,Female,25,No,0,Santa Rosa,95409,38.468893,-122.580539,0,22,None,Yes,29.07,No,Yes,Fiber Optic,52,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,84.3,1855.65,0,0,639.54,2495.19,Churned,Competitor,Competitor had better devices
5574-NXZIU,Male,36,No,0,Los Alamos,93440,34.758699,-120.275839,0,63,None,Yes,13.14,No,Yes,Fiber Optic,17,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,-10,7049.75,0,0,827.82,7877.57,Stayed,,
5575-GNVDE,Male,46,No,0,Los Angeles,90002,33.949255,-118.246978,0,34,None,Yes,17.09,No,Yes,DSL,16,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Mailed Check,56.95,1889.5,0,0,581.06,2470.56,Stayed,,
5575-TPIZQ,Male,21,No,0,Buellton,93427,34.631362,-120.238218,0,46,Offer B,Yes,37.75,Yes,Yes,Fiber Optic,73,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,89.15,4245.55,0,0,1736.5,5982.05,Stayed,,
5577-OTWWW,Female,54,No,0,San Jose,95120,37.186141,-121.843554,0,15,Offer D,Yes,39.84,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.75,297.3,0,0,597.6,894.9,Churned,Other,Moved
5578-NKCXI,Female,20,Yes,2,South Gate,90280,33.944624,-118.192615,9,58,None,Yes,39.05,No,Yes,Fiber Optic,76,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,99.25,5846.65,0,0,2264.9,8111.55,Stayed,,
5583-EJXRD,Male,19,Yes,2,San Diego,92127,33.017518,-117.118456,1,44,None,No,,,Yes,Cable,59,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,54.05,2375.2,47.45,0,0,2327.75,Stayed,,
5583-SXDAG,Male,41,Yes,0,Alhambra,91803,34.074736,-118.145959,1,1,Offer E,Yes,19.15,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,70,70,0,10,19.15,99.15,Churned,Other,Don't know
5590-BYNII,Male,51,No,0,Bayside,95524,40.825486,-124.049485,0,22,None,Yes,35.93,Yes,Yes,Fiber Optic,17,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.75,2095,0,0,790.46,2885.46,Churned,Other,Don't know
5590-YRFJT,Female,44,Yes,0,Lompoc,93437,34.757477,-120.550507,1,20,None,No,,,Yes,DSL,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.45,482.8,0,0,0,482.8,Churned,Other,Don't know
5590-ZSKRV,Female,62,Yes,1,Gardena,90249,33.90139,-118.315697,1,8,Offer E,Yes,38.78,No,Yes,DSL,18,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,54.65,482.25,0,0,310.24,792.49,Stayed,,
5593-SUAOO,Female,60,Yes,3,Boonville,95415,39.025867,-123.381544,6,24,None,Yes,41.45,Yes,Yes,Fiber Optic,53,No,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,83.15,2033.05,0,0,994.8,3027.85,Stayed,,
5597-GLBUC,Female,48,No,0,Squaw Valley,93675,36.719141,-119.202677,0,1,Offer E,Yes,22.97,No,Yes,Fiber Optic,23,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.45,85.45,0,0,22.97,108.42,Churned,Price,Lack of affordable download/upload speed
5598-IKHQQ,Female,39,No,0,Myers Flat,95554,40.267158,-123.805913,0,72,Offer A,Yes,6.75,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.45,1866.45,0,0,486,2352.45,Stayed,,
5599-HVLTW,Female,73,No,0,Oakland,94609,37.834341,-122.26437,0,14,None,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,Stayed,,
5600-KTXFM,Male,48,Yes,2,Ventura,93004,34.278697,-119.167798,6,2,Offer E,Yes,29.1,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,69.95,143.9,0,0,58.2,202.1,Joined,,
5600-PDUJF,Male,60,No,0,Los Angeles,90047,33.958149,-118.308441,0,6,None,Yes,26.76,No,Yes,DSL,22,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.5,312.7,0,0,160.56,473.26,Stayed,,
5602-BVFMK,Female,58,No,0,Independence,93526,36.869584,-118.189241,0,12,None,Yes,41.78,No,No,,,,,,,,,,,One Year,No,Credit Card,19.3,228.75,0,0,501.36,730.11,Stayed,,
5605-IYGFG,Female,61,No,0,Thousand Palms,92276,33.849263,-116.382778,0,7,None,Yes,27.46,No,Yes,Fiber Optic,4,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.85,515.45,0,0,192.22,707.67,Stayed,,
5605-XNWEN,Male,77,Yes,0,Montebello,90640,34.015217,-118.109962,0,72,None,Yes,28.99,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,25,1802.55,28.93,0,2087.28,3860.9,Stayed,,
5606-AMZBO,Female,23,Yes,0,Rosamond,93560,34.903052,-118.411251,4,10,None,Yes,38.03,Yes,Yes,Fiber Optic,42,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,78.15,765.15,0,0,380.3,1145.45,Stayed,,
5609-CEBID,Female,77,No,0,Hemet,92544,33.644585,-116.871544,0,20,None,Yes,48.73,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,No,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,94.1,1782.4,0,80,974.6,2837,Churned,Competitor,Competitor had better devices
5609-IMCGG,Female,44,No,0,Suisun City,94585,38.197907,-122.017258,0,15,Offer D,Yes,6.22,Yes,Yes,Fiber Optic,4,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,84.35,1302.65,0,0,93.3,1395.95,Stayed,,
5614-DNZCE,Female,56,No,0,Wilseyville,95257,38.392686,-120.415951,0,58,None,Yes,29.47,No,Yes,DSL,16,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,64.9,3795.45,0,0,1709.26,5504.71,Stayed,,
5616-PRTNT,Male,30,No,3,Desert Center,92239,33.889605,-115.257009,0,20,None,Yes,22.78,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.4,374.5,0,0,455.6,830.1,Churned,Attitude,Attitude of support person
5619-PTMIK,Female,25,Yes,0,Lemon Grove,91945,32.733564,-117.033713,1,46,Offer B,Yes,44.74,Yes,Yes,DSL,82,Yes,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,53.1,2459.8,0,0,2058.04,4517.84,Stayed,,
5619-XZZKR,Male,47,No,0,Santa Maria,93454,34.943523,-120.256729,0,4,None,Yes,6.86,No,No,,,,,,,,,,,One Year,No,Credit Card,19.95,68.2,0,0,27.44,95.64,Stayed,,
5622-UEJFI,Female,53,Yes,1,Duncans Mills,95430,38.445603,-123.063756,9,35,None,Yes,32.75,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.4,949.8,0,0,1146.25,2096.05,Stayed,,
5624-BQSSA,Female,19,No,0,Santa Cruz,95065,37.031404,-121.981865,0,1,None,Yes,40.48,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.95,20.95,0,0,40.48,61.43,Churned,Price,Long distance charges
5624-RYAMH,Female,43,No,0,Citrus Heights,95610,38.69508,-121.271616,0,9,None,Yes,46.94,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.5,178.85,0,0,422.46,601.31,Stayed,,
5626-MGTUK,Female,50,No,0,Chatsworth,91311,34.294142,-118.603883,0,20,None,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,Stayed,,
5627-TVBPP,Female,44,No,1,Big Bear Lake,92315,34.242058,-116.89802,0,35,None,Yes,25.52,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.1,644.5,0,0,893.2,1537.7,Stayed,,
5628-FCGYG,Male,46,No,0,Riverside,92509,34.004379,-117.447864,0,21,None,Yes,49.05,Yes,Yes,Fiber Optic,9,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.1,1737.45,0,0,1030.05,2767.5,Stayed,,
5628-RKIFK,Female,76,No,0,Bloomington,92316,34.059722,-117.39104,0,49,None,Yes,24.84,Yes,Yes,Fiber Optic,14,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,101.55,5070.4,0,0,1217.16,6287.56,Stayed,,
5630-AHZIL,Female,51,No,3,El Segundo,90245,33.917145,-118.401554,0,3,Offer E,Yes,39.55,No,Yes,DSL,56,Yes,No,No,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,64.5,177.4,0,60,118.65,356.05,Joined,,
5630-IXDXV,Female,51,No,0,Reedley,93654,36.636638,-119.421842,0,47,Offer B,Yes,14.54,Yes,Yes,Fiber Optic,10,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.35,4849.1,0,0,683.38,5532.48,Stayed,,
5639-NTUPK,Male,28,No,1,Walnut Creek,94598,37.916648,-122.008483,0,13,Offer D,Yes,19.17,No,Yes,Cable,59,Yes,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,52.1,670.65,0,0,249.21,919.86,Stayed,,
5640-CAXOA,Female,23,No,0,Auberry,93602,36.991762,-119.242874,0,30,None,No,,,Yes,Cable,42,No,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,40.35,1187.05,0,0,0,1187.05,Stayed,,
5641-DMBFJ,Female,29,Yes,0,Oregon House,95962,39.342587,-121.249833,1,58,None,Yes,31.27,Yes,Yes,DSL,59,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.3,4916.4,0,0,1813.66,6730.06,Stayed,,
5642-MHDQT,Female,60,Yes,0,Mc Farland,93250,35.666886,-119.186717,6,53,Offer B,Yes,11.35,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.85,1039.45,14.67,0,601.55,1626.33,Stayed,,
5644-PDMZC,Female,69,No,0,Delano,93215,35.772244,-119.209689,0,2,None,Yes,47.47,Yes,Yes,Fiber Optic,19,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,89.5,161.5,0,0,94.94,256.44,Churned,Attitude,Attitude of support person
5647-FXOTP,Female,71,Yes,0,Santa Ysabel,92070,33.174725,-116.743329,1,60,Offer B,Yes,36.71,Yes,Yes,Fiber Optic,25,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,105.9,6401.25,0,110,2202.6,8713.85,Stayed,,
5647-URDKA,Male,27,Yes,1,Alturas,96101,41.468877,-120.54229,8,8,None,Yes,11.57,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.7,130.25,0,0,92.56,222.81,Stayed,,
5649-ANRML,Male,76,No,0,Clipper Mills,95930,39.562239,-121.14836,0,2,Offer E,Yes,12.96,No,Yes,Fiber Optic,20,No,Yes,Yes,Yes,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,95.1,180.25,0,0,25.92,206.17,Churned,Dissatisfaction,Poor expertise of online support
5649-RXQTV,Male,34,No,0,Alderpoint,95511,40.166028,-123.584144,0,51,Offer B,Yes,42.33,No,Yes,Fiber Optic,2,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99,5038.15,0,0,2158.83,7196.98,Stayed,,
5649-TJHOV,Male,68,Yes,0,Davenport,95017,37.114335,-122.237162,1,27,Offer C,No,,,Yes,DSL,25,No,No,No,No,No,Yes,No,No,Month-to-Month,No,Bank Withdrawal,36.5,1032,0,30,0,1062,Churned,Dissatisfaction,Product dissatisfaction
5649-VUKMC,Female,61,No,0,San Diego,92126,32.886925,-117.152162,0,12,None,Yes,34.81,No,Yes,Fiber Optic,16,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Mailed Check,95.5,1115.15,0,0,417.72,1532.87,Churned,Competitor,Competitor made better offer
5650-VDUDS,Female,48,No,0,Kernville,93238,35.852892,-118.397782,0,4,Offer E,No,,,Yes,Cable,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,24.25,96.05,0,0,0,96.05,Churned,Competitor,Competitor made better offer
5650-YLIBA,Male,60,No,0,Lakeport,95453,39.080469,-122.955176,0,31,None,Yes,42.05,Yes,Yes,Fiber Optic,12,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.15,2640.55,0,0,1303.55,3944.1,Stayed,,
5651-CPDND,Male,45,No,0,San Leandro,94578,37.704384,-122.126703,0,10,Offer D,Yes,13.51,No,Yes,DSL,14,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,46,492.1,0,0,135.1,627.2,Stayed,,
5651-CRHKQ,Female,53,Yes,0,San Diego,92139,32.677716,-117.047666,3,41,None,Yes,13.23,No,Yes,Fiber Optic,16,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,86.2,3339.05,0,0,542.43,3881.48,Stayed,,
5651-WYIPH,Female,69,No,0,Vacaville,95688,38.419088,-122.024568,0,18,None,Yes,41.13,No,Yes,Cable,23,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,49.85,865.75,0,0,740.34,1606.09,Stayed,,
5651-YLPRD,Female,45,Yes,3,Danville,94526,37.815459,-121.977203,7,32,None,Yes,26.66,No,Yes,Fiber Optic,57,No,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,86.1,2723.75,0,130,853.12,3706.87,Stayed,,
5652-MSDEY,Female,37,No,0,Sutter Creek,95685,38.432145,-120.77069,0,10,None,Yes,39.85,Yes,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,75.75,777.3,0,0,398.5,1175.8,Stayed,,
5655-JSMZM,Male,66,No,0,Coalinga,93210,36.186867,-120.387793,0,49,Offer B,Yes,32.36,Yes,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.2,4718.25,0,0,1585.64,6303.89,Churned,Attitude,Attitude of support person
5656-JAMLX,Male,29,No,0,Greenbrae,94904,37.946617,-122.563571,0,62,None,Yes,14.17,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.85,1253.65,0,0,878.54,2132.19,Stayed,,
5656-MJEFC,Male,48,Yes,0,Victorville,92392,34.486835,-117.362274,10,42,Offer B,No,,,Yes,Cable,8,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,48.15,2032.3,0,0,0,2032.3,Stayed,,
5663-QBGIS,Male,65,Yes,0,La Canada Flintridge,91011,34.234912,-118.153729,0,72,None,Yes,44.61,Yes,Yes,Fiber Optic,30,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,98.35,6929.4,0,0,3211.92,10141.32,Stayed,,
5666-CYCYZ,Female,21,No,0,Montebello,90640,34.015217,-118.109962,0,24,None,Yes,18.07,Yes,Yes,Fiber Optic,52,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.55,2259.35,0,0,433.68,2693.03,Stayed,,
5666-MBJPT,Male,22,No,0,Bakersfield,93304,35.339796,-119.023552,0,65,Offer B,Yes,20.43,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,25.1,1725,0,0,1327.95,3052.95,Stayed,,
5668-MEISB,Female,57,Yes,1,Hacienda Heights,91745,33.998471,-117.973758,1,72,None,Yes,6.41,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,106.1,7657.4,0,0,461.52,8118.92,Stayed,,
5669-SRAIP,Female,55,No,0,Larkspur,94939,37.937082,-122.532369,0,5,Offer E,No,,,Yes,DSL,2,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,39.5,210.75,39.27,0,0,171.48,Churned,Competitor,Competitor offered higher download speeds
5671-RQRLP,Female,72,Yes,0,Fowler,93625,36.625792,-119.672483,4,70,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,Stayed,,
5671-UUNXD,Female,79,Yes,0,Nicasio,94946,38.065359,-122.665566,1,50,None,Yes,36.58,Yes,Yes,Fiber Optic,23,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.65,5189.75,0,0,1829,7018.75,Stayed,,
5673-FSSMF,Female,19,No,0,Delhi,95315,37.422961,-120.765493,0,1,Offer E,Yes,33.48,Yes,Yes,Cable,59,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,60.15,60.15,0,20,33.48,113.63,Churned,Attitude,Attitude of support person
5673-TIYIB,Male,34,No,0,Torrance,90502,33.833181,-118.292062,0,2,Offer E,No,,,Yes,DSL,8,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,40.4,77.15,0,0,0,77.15,Churned,Other,Don't know
5676-CFLYY,Male,30,Yes,0,Ahwahnee,93601,37.375816,-119.739935,4,71,Offer A,Yes,16.24,No,Yes,Cable,59,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,73.35,5154.5,0,0,1153.04,6307.54,Stayed,,
5678-VFNEQ,Female,19,Yes,0,Rocklin,95677,38.7904,-121.236973,8,71,Offer A,Yes,4.39,Yes,Yes,Fiber Optic,82,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,104.1,7412.25,0,0,311.69,7723.94,Stayed,,
5680-LQOGP,Female,21,No,0,Twin Bridges,95735,38.805481,-120.13287,0,68,Offer A,Yes,14.86,No,Yes,Cable,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,82.45,5646.6,0,90,1010.48,6747.08,Stayed,,
5681-LLOEI,Male,59,Yes,1,Encino,91316,34.150354,-118.518292,11,43,None,Yes,42.22,Yes,Yes,Fiber Optic,25,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,-2,4013.8,25.49,0,1815.46,5803.77,Stayed,,
5684-FJVYR,Female,41,Yes,0,Lake Hughes,93532,34.659579,-118.584212,9,72,Offer A,Yes,9.6,Yes,Yes,Fiber Optic,25,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,90.35,6563.4,0,0,691.2,7254.6,Stayed,,
5685-IIXLY,Female,54,Yes,0,Novato,94945,38.135897,-122.563683,1,5,None,Yes,7,No,Yes,Fiber Optic,23,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,83.6,404.2,24.44,0,35,414.76,Churned,Competitor,Competitor offered higher download speeds
5686-CMAWK,Male,41,No,0,San Diego,92131,32.89325,-117.087091,0,17,None,Yes,49.71,Yes,Yes,Fiber Optic,4,No,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,86.75,1410.25,0,0,845.07,2255.32,Stayed,,
5687-DKDTV,Female,35,No,0,Bellflower,90706,33.887676,-118.127289,0,4,None,Yes,37.66,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.35,77.5,0,0,150.64,228.14,Churned,Attitude,Attitude of support person
5688-KZTSN,Male,59,Yes,3,San Diego,92121,32.898613,-117.202937,1,15,None,Yes,31.14,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20,288.05,0,0,467.1,755.15,Churned,Competitor,Competitor made better offer
5692-FPTAH,Female,32,No,0,Nicolaus,95659,38.788898,-121.608624,0,1,None,Yes,38.31,No,Yes,Cable,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.4,45.4,0,0,38.31,83.71,Churned,Dissatisfaction,Network reliability
5692-ICXLW,Male,75,No,0,Escondido,92027,33.141265,-116.967221,0,31,None,Yes,46.71,Yes,Yes,Fiber Optic,24,No,Yes,No,No,Yes,No,No,No,Two Year,Yes,Bank Withdrawal,90.7,2845.15,0,100,1448.01,4393.16,Stayed,,
5693-PIPCS,Male,29,No,0,National City,91950,32.67102,-117.095235,0,41,Offer B,Yes,21.64,No,Yes,Fiber Optic,59,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,99.65,4220.35,0,0,887.24,5107.59,Stayed,,
5696-CEIQJ,Male,31,Yes,3,Riverside,92504,33.9108,-117.398153,4,67,Offer A,Yes,13.26,No,Yes,Fiber Optic,76,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,103.15,6895.5,0,0,888.42,7783.92,Stayed,,
5696-EXCYS,Male,50,No,0,Hood,95639,38.375325,-121.507935,0,17,Offer D,Yes,39.34,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.45,369.05,0,0,668.78,1037.83,Stayed,,
5696-JVVQY,Female,56,Yes,3,Davis,95616,38.508735,-121.678813,1,48,Offer B,Yes,4.45,No,Yes,DSL,57,Yes,Yes,Yes,No,No,Yes,Yes,No,Two Year,Yes,Credit Card,70.1,3238.4,0,30,213.6,3482,Stayed,,
5696-QURRL,Male,31,No,0,Waterford,95386,37.669516,-120.626964,0,1,None,Yes,13.84,No,Yes,DSL,26,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,-5,45.05,0,70,13.84,128.89,Churned,Dissatisfaction,Network reliability
5697-GOMBF,Female,75,Yes,3,Julian,92036,32.980678,-116.262854,3,28,None,No,,,Yes,DSL,58,No,No,No,No,Yes,No,No,No,One Year,Yes,Bank Withdrawal,35.9,973.65,0,40,0,1013.65,Stayed,,
5698-BQJOH,Female,41,No,2,Beverly Hills,90211,34.063947,-118.383001,0,9,None,Yes,27.21,Yes,Yes,Fiber Optic,29,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,94.4,857.25,0,0,244.89,1102.14,Churned,Price,Price too high
5699-BNCAS,Male,79,No,0,Valley Center,92082,33.25283,-116.986079,0,71,Offer A,Yes,4.75,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.65,1766.75,0,0,337.25,2104,Stayed,,
5701-GUXDC,Female,24,Yes,0,El Centro,92243,32.770393,-115.60915,4,26,None,No,,,Yes,DSL,51,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,35.4,978.6,0,0,0,978.6,Stayed,,
5701-SVCWR,Female,45,No,1,Laguna Niguel,92677,33.529047,-117.701175,0,1,Offer E,Yes,32.95,Yes,No,,,,,,,,,,,Month-to-Month,No,Credit Card,24,24,0,0,32.95,56.95,Joined,,
5701-YVSVF,Female,68,Yes,0,Fallbrook,92028,33.362575,-117.299644,9,11,Offer D,Yes,29.15,No,Yes,Fiber Optic,2,No,No,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,82.9,880.05,0,0,320.65,1200.7,Stayed,,
5701-ZIKJE,Male,28,No,0,Redcrest,95569,40.363446,-123.835041,0,13,Offer D,Yes,33.95,No,Yes,DSL,59,No,No,No,Yes,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,50.55,610.75,0,0,441.35,1052.1,Stayed,,
5702-KVQRD,Male,34,Yes,0,Topaz,96133,38.636052,-119.489162,2,71,Offer A,Yes,28.21,No,Yes,DSL,19,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,82.55,5832.65,0,0,2002.91,7835.56,Stayed,,
5702-SKUOB,Female,34,Yes,0,Fresno,93722,36.78979,-119.929894,1,4,None,Yes,29.14,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.6,93.45,0,0,116.56,210.01,Stayed,,
5707-ORNDZ,Male,79,No,0,Yuba City,95993,39.075694,-121.70606,0,9,Offer E,Yes,2.45,Yes,Yes,DSL,7,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.55,494.05,0,0,22.05,516.1,Churned,Dissatisfaction,Network reliability
5707-ZMDJP,Male,61,Yes,2,Norwalk,90650,33.905963,-118.08263,3,53,None,Yes,31.69,No,Yes,DSL,16,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,69.7,3729.6,0,0,1679.57,5409.17,Stayed,,
5708-EVONK,Female,37,Yes,0,Cassel,96016,40.936285,-121.572692,1,58,None,Yes,3.65,Yes,Yes,Fiber Optic,20,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.4,5435.6,0,0,211.7,5647.3,Churned,Other,Don't know
5709-LVOEQ,Female,40,Yes,0,San Mateo,94401,37.590421,-122.306467,8,10,None,Yes,31.09,No,Yes,DSL,5,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Mailed Check,80.85,808.5,0,0,310.9,1119.4,Stayed,,
5712-AHQNN,Female,36,No,0,Whittier,90601,34.007353,-118.033683,0,43,None,Yes,26.55,No,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.65,3954.1,0,0,1141.65,5095.75,Stayed,,
5712-PTIWW,Male,46,No,0,Mcarthur,96056,41.10831,-121.360362,0,2,Offer E,Yes,16.14,No,Yes,Fiber Optic,2,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.85,152.45,0,0,32.28,184.73,Churned,Dissatisfaction,Service dissatisfaction
5712-VBOXD,Female,53,No,0,Santa Barbara,93108,34.457541,-119.631072,0,4,Offer E,Yes,1.3,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.15,68.45,0,0,5.2,73.65,Stayed,,
5716-EZXZN,Female,56,Yes,0,Surfside,90743,33.728273,-118.085304,5,65,None,Yes,13.2,Yes,Yes,Fiber Optic,13,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,99.05,6416.7,0,0,858,7274.7,Stayed,,
5716-LIBJC,Female,29,No,2,Winton,95388,37.421299,-120.599587,0,13,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,Stayed,,
5724-BIDBU,Male,29,Yes,0,Penn Valley,95946,39.203817,-121.19584,3,49,None,Yes,42.19,Yes,Yes,Cable,52,Yes,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,55.35,2633.95,0,0,2067.31,4701.26,Stayed,,
5726-CVNYA,Female,44,Yes,0,Cutler,93615,36.497895,-119.285484,8,8,Offer E,Yes,17.09,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.85,146.6,0,0,136.72,283.32,Stayed,,
5727-MYATE,Male,64,Yes,2,Van Nuys,91405,34.202494,-118.448048,1,72,Offer A,Yes,20.63,Yes,Yes,DSL,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.8,6397.6,0,0,1485.36,7882.96,Stayed,,
5729-KLZAR,Female,22,Yes,0,Sacramento,95817,38.550722,-121.457314,1,4,Offer E,Yes,44.28,No,Yes,Fiber Optic,59,No,No,No,No,No,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,80.85,302.75,0,40,177.12,519.87,Churned,Competitor,Competitor had better devices
5730-DBDSI,Male,50,No,0,June Lake,93529,37.730269,-119.055813,0,66,Offer A,Yes,45.54,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.7,1253.8,0,0,3005.64,4259.44,Stayed,,
5730-RIITO,Female,73,No,0,Willows,95988,39.493991,-122.286363,0,43,None,No,,,Yes,DSL,18,Yes,Yes,No,No,No,No,No,No,Two Year,Yes,Credit Card,33.45,1500.25,0,40,0,1540.25,Stayed,,
5732-IKGQH,Male,79,Yes,0,Camarillo,93012,34.205504,-118.993111,5,52,None,Yes,39,No,Yes,Fiber Optic,11,Yes,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,104.45,5481.25,0,0,2028,7509.25,Stayed,,
5734-EJKXG,Female,25,No,0,Goodyears Bar,95944,39.564113,-120.868836,0,61,Offer B,Yes,38.78,Yes,Yes,Fiber Optic,42,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,118.6,7365.7,0,0,2365.58,9731.28,Stayed,,
5736-YEJAX,Male,23,No,0,Hemet,92543,33.739415,-116.968339,0,69,Offer A,Yes,26.45,Yes,Yes,DSL,46,Yes,Yes,Yes,Yes,Yes,No,No,No,Two Year,Yes,Credit Card,79.45,5502.55,0,80,1825.05,7407.6,Stayed,,
5740-YHGTW,Male,62,Yes,3,Los Angeles,90041,34.137412,-118.207607,8,70,None,Yes,32.38,Yes,Yes,Fiber Optic,53,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,97.55,6669.05,0,0,2266.6,8935.65,Stayed,,
5743-KHMNA,Male,43,No,0,Berkeley,94705,37.858898,-122.240512,0,71,None,Yes,39.08,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.55,1898.1,0,0,2774.68,4672.78,Stayed,,
5747-PMBSQ,Male,72,Yes,0,San Diego,92126,32.886925,-117.152162,1,10,None,Yes,11.12,No,Yes,Fiber Optic,30,No,Yes,Yes,Yes,Yes,No,No,No,Month-to-Month,Yes,Credit Card,92.5,934.1,0,100,111.2,1145.3,Churned,Competitor,Competitor made better offer
5748-RNCJT,Male,58,No,0,Sacramento,95820,38.53508,-121.444144,0,69,Offer A,Yes,26.88,Yes,Yes,Fiber Optic,11,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,106.5,7348.8,0,0,1854.72,9203.52,Churned,Competitor,Competitor offered higher download speeds
5751-USDBL,Male,37,Yes,1,Soda Springs,95728,39.279068,-120.414275,1,46,None,Yes,45.95,No,Yes,Cable,10,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Mailed Check,81,3846.35,0,0,2113.7,5960.05,Stayed,,
5753-QQWPW,Female,57,No,0,Aliso Viejo,92656,33.571259,-117.731917,0,28,Offer C,Yes,11.32,No,Yes,DSL,11,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,59.9,1654.7,0,0,316.96,1971.66,Stayed,,
5756-JYOJT,Female,55,No,0,Santa Ana,92706,33.765893,-117.881533,0,11,None,Yes,5,No,Yes,Cable,23,No,No,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,64.9,697.25,0,0,55,752.25,Stayed,,
5756-OZRIO,Male,73,Yes,0,Riverside,92504,33.9108,-117.398153,9,61,None,Yes,34.24,Yes,Yes,DSL,20,No,Yes,No,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,64.05,3902.6,0,0,2088.64,5991.24,Stayed,,
5759-RCVCB,Female,20,No,0,Orange,92869,33.792791,-117.789749,0,3,Offer E,No,,,Yes,DSL,30,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,35.2,108.95,0,0,0,108.95,Churned,Competitor,Competitor had better devices
5760-FXFVO,Male,55,No,0,Pleasant Grove,95668,38.833554,-121.498102,0,6,Offer E,Yes,29.52,No,Yes,Fiber Optic,28,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.95,494.95,0,0,177.12,672.07,Stayed,,
5760-IFJOZ,Male,57,No,0,Richgrove,93261,35.809921,-119.127437,0,3,None,Yes,47.5,Yes,Yes,Fiber Optic,22,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,107.95,313.6,0,0,142.5,456.1,Joined,,
5760-WRAHC,Female,78,No,0,Fontana,92336,34.136367,-117.460803,0,22,Offer D,Yes,49.98,No,Yes,DSL,28,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Mailed Check,69.75,1545.4,0,0,1099.56,2644.96,Stayed,,
5762-TJXGK,Female,40,No,0,Wheatland,95692,39.043387,-121.409837,0,52,Offer B,No,,,Yes,DSL,19,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,58.75,3038.55,0,0,0,3038.55,Stayed,,
5766-FTRTS,Male,35,Yes,0,El Segundo,90245,33.917145,-118.401554,8,72,Offer A,Yes,35.06,No,Yes,DSL,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,84.45,6033.1,0,0,2524.32,8557.42,Stayed,,
5766-XQXMQ,Female,45,No,0,Princeton,95970,39.424957,-122.039307,0,29,None,Yes,1.02,No,Yes,DSL,19,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,68.85,1970.5,0,0,29.58,2000.08,Churned,Competitor,Competitor made better offer
5766-ZJYBB,Male,52,No,0,Brisbane,94005,37.684694,-122.40712,0,1,None,Yes,3.14,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,-8,19.4,0,0,3.14,22.54,Churned,Dissatisfaction,Service dissatisfaction
5774-QPLTF,Male,40,Yes,2,El Nido,95317,37.127386,-120.506422,9,50,None,Yes,26.98,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.35,938.95,0,0,1349,2287.95,Stayed,,
5774-XZTQC,Female,30,Yes,1,Lakewood,90715,33.841027,-118.078097,3,7,Offer E,Yes,5.84,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.45,150.75,0,0,40.88,191.63,Stayed,,
5777-KJIRB,Female,61,No,0,Weimar,95736,39.00978,-120.978273,0,40,None,Yes,23.28,No,Yes,Cable,6,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,50.25,2023.55,0,0,931.2,2954.75,Stayed,,
5777-ZPQNC,Female,35,No,0,Covina,91724,34.08111,-117.853935,0,12,Offer D,Yes,26.67,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.15,260.7,0,0,320.04,580.74,Stayed,,
5778-BVOFB,Female,33,No,0,Escondido,92027,33.141265,-116.967221,0,9,Offer E,Yes,39.19,No,Yes,Cable,20,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.5,530.05,0,0,352.71,882.76,Stayed,,
5780-INQIK,Female,52,No,0,San Mateo,94401,37.590421,-122.306467,0,8,None,Yes,20.9,No,Yes,DSL,6,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,49.4,408.25,0,0,167.2,575.45,Stayed,,
5781-BKHOP,Female,48,Yes,0,Richmond,94801,37.945288,-122.383941,10,72,Offer A,Yes,41.68,Yes,Yes,Fiber Optic,28,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,100.65,7334.05,0,0,3000.96,10335.01,Stayed,,
5781-RFZRP,Male,34,Yes,0,Ladera Ranch,92694,33.569186,-117.640055,7,71,None,Yes,34.39,Yes,Yes,DSL,5,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,73.5,5357.75,0,0,2441.69,7799.44,Stayed,,
5787-KXGIY,Male,54,Yes,0,Palo Alto,94303,37.45809,-122.115398,3,72,None,Yes,2.61,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.3,1304.8,0,0,187.92,1492.72,Stayed,,
5788-YPOEG,Female,41,Yes,2,Pebble Beach,93953,36.587497,-121.944815,9,34,Offer C,Yes,9.09,No,Yes,DSL,16,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,84.75,2839.45,0,0,309.06,3148.51,Stayed,,
5789-LDFXO,Male,60,No,0,Baker,92309,35.28952,-116.092214,0,24,Offer C,Yes,47.33,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,24.6,592.65,0,0,1135.92,1728.57,Stayed,,
5791-KAJFD,Female,58,Yes,0,Newport Beach,92662,33.606336,-117.893042,2,56,None,Yes,42.86,Yes,Yes,DSL,8,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,68.75,3808,0,0,2400.16,6208.16,Stayed,,
5792-JALQC,Female,78,No,0,San Rafael,94901,37.972662,-122.491452,0,52,Offer B,Yes,34,Yes,Yes,DSL,3,Yes,No,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,59.85,3103.25,19.16,0,1768,4852.09,Stayed,,
5793-YOLJN,Female,53,Yes,3,Oro Grande,92368,34.647959,-117.296957,8,55,Offer B,Yes,38.51,No,No,,,,,,,,,,,Two Year,No,Credit Card,21,1210.3,0,0,2118.05,3328.35,Stayed,,
5795-BKOYE,Female,47,Yes,1,Sacramento,95837,38.691607,-121.602284,5,69,Offer A,Yes,14.48,No,Yes,DSL,19,No,Yes,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,59.1,4134.7,0,0,999.12,5133.82,Stayed,,
5795-KTGUD,Female,61,Yes,0,Ione,95640,38.33788,-120.954202,2,68,Offer A,Yes,46.7,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.8,7553.6,0,0,3175.6,10729.2,Stayed,,
5797-APWZC,Female,41,No,0,San Francisco,94105,37.789168,-122.395009,0,1,Offer E,Yes,31.68,No,Yes,Fiber Optic,22,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,90.6,90.6,0,0,31.68,122.28,Churned,Competitor,Competitor offered higher download speeds
5799-JRCZO,Female,48,No,1,North San Juan,95960,39.423046,-120.984472,0,63,None,Yes,24.32,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.5,1215.1,0,0,1532.16,2747.26,Stayed,,
5802-ADBRC,Female,57,Yes,0,San Juan Capistrano,92675,33.521447,-117.602555,7,50,Offer B,Yes,20.79,Yes,Yes,Fiber Optic,7,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,104.4,5232.9,0,0,1039.5,6272.4,Stayed,,
5803-NQJZO,Male,46,Yes,0,Bakersfield,93305,35.391733,-118.984109,1,72,None,Yes,15.52,Yes,Yes,Cable,6,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,67.8,4804.65,0,0,1117.44,5922.09,Stayed,,
5804-HYIEZ,Male,40,Yes,1,Winterhaven,92283,32.852947,-114.850784,1,70,Offer A,Yes,40.28,Yes,Yes,Fiber Optic,13,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.05,7554.05,0,0,2819.6,10373.65,Stayed,,
5804-JMYIO,Female,40,Yes,3,Glencoe,95232,38.358464,-120.579304,6,39,Offer C,Yes,15.91,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.75,757.95,0,0,620.49,1378.44,Stayed,,
5804-LEPIM,Female,74,No,0,San Diego,92122,32.85723,-117.209774,0,2,Offer E,Yes,13.17,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.35,139.05,0,0,26.34,165.39,Churned,Other,Don't know
5808-TOTXO,Female,37,No,2,Oakland,94605,37.758019,-122.138678,0,3,None,Yes,11.27,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.55,57.4,0,0,33.81,91.21,Joined,,
5811-IWXYM,Female,20,Yes,1,Napa,94558,38.489789,-122.27011,1,52,Offer B,Yes,44.79,Yes,Yes,Fiber Optic,52,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,101.25,5301.1,0,0,2329.08,7630.18,Stayed,,
5813-UECBU,Male,78,No,0,Bridgeville,95526,40.372532,-123.525626,0,33,None,Yes,38.53,Yes,Yes,Fiber Optic,2,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,83.85,2716.3,0,0,1271.49,3987.79,Churned,Competitor,Competitor made better offer
5815-HGGHV,Male,45,Yes,0,Witter Springs,95493,39.222323,-122.985488,3,20,Offer D,Yes,33.78,No,Yes,DSL,18,Yes,No,No,Yes,No,Yes,Yes,No,One Year,Yes,Credit Card,64.15,1274.45,0,100,675.6,2050.05,Stayed,,
5816-JMLGY,Female,28,Yes,0,Red Bluff,96080,40.186772,-122.388361,4,70,None,Yes,39.78,No,Yes,DSL,52,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,-4,5717.85,0,0,2784.6,8502.45,Stayed,,
5816-QVHRX,Female,26,No,0,San Leandro,94579,37.687264,-122.15728,0,37,None,Yes,45.06,Yes,Yes,Fiber Optic,82,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,100.3,3541.4,0,0,1667.22,5208.62,Stayed,,
5816-SCGFC,Female,73,No,0,Fullerton,92835,33.902211,-117.914922,0,7,None,Yes,11.01,No,Yes,Cable,18,No,Yes,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,51.3,419.35,0,0,77.07,496.42,Stayed,,
5820-PTRYM,Female,75,Yes,0,Chula Vista,91913,32.64164,-116.985026,1,56,None,Yes,26.82,Yes,Yes,Cable,18,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,68.45,4014,0,0,1501.92,5515.92,Stayed,,
5821-MMEIL,Female,43,Yes,0,Nipton,92364,35.478736,-115.516984,6,57,None,Yes,44.86,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.9,1115.6,0,0,2557.02,3672.62,Stayed,,
5825-XJOCM,Male,39,No,3,Gazelle,96034,41.411315,-122.697236,0,48,None,Yes,26.24,Yes,Yes,Cable,53,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,64.4,3035.35,0,0,1259.52,4294.87,Stayed,,
5827-MWCZK,Male,39,Yes,3,Boonville,95415,39.025867,-123.381544,4,56,Offer B,Yes,23.52,Yes,Yes,Fiber Optic,53,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,96.95,5432.2,0,0,1317.12,6749.32,Stayed,,
5828-AVIPD,Male,29,Yes,0,Sierraville,96126,39.559709,-120.345639,1,19,None,Yes,5.93,Yes,Yes,Fiber Optic,51,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.95,1875.55,0,0,112.67,1988.22,Churned,Dissatisfaction,Poor expertise of online support
5828-DWPIL,Male,68,Yes,0,Livermore,94550,37.571748,-121.659562,4,62,None,Yes,4.76,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.1,5618.3,0,0,295.12,5913.42,Stayed,,
5829-NVSQN,Female,38,Yes,0,Gonzales,93926,36.52588,-121.396719,3,23,None,Yes,31.39,No,Yes,DSL,29,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,68.75,1689.45,0,0,721.97,2411.42,Stayed,,
5832-EXGTT,Male,28,Yes,3,Burbank,91501,34.188339,-118.300942,9,29,None,Yes,1.41,No,Yes,DSL,73,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,60.2,1834.15,0,0,40.89,1875.04,Stayed,,
5832-TRLPB,Male,30,No,0,Milpitas,95035,37.441931,-121.878502,0,29,None,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,Stayed,,
5832-XKAES,Male,56,No,0,Sierraville,96126,39.559709,-120.345639,0,2,Offer E,Yes,37.72,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.8,134.7,0,0,75.44,210.14,Churned,Other,Don't know
5834-ASPWA,Male,55,No,0,San Diego,92117,32.825086,-117.199424,0,1,None,Yes,11.58,Yes,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.45,75.45,0,0,11.58,87.03,Churned,Competitor,Competitor made better offer
5835-BEQEU,Male,44,No,0,Escondido,92027,33.141265,-116.967221,0,3,None,Yes,38.38,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,76.95,228.4,0,10,115.14,353.54,Churned,Competitor,Competitor made better offer
5837-LXSDN,Female,63,Yes,3,Angwin,94508,38.542448,-122.419923,1,21,None,Yes,35.72,No,Yes,Cable,30,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,58.85,1215.45,0,0,750.12,1965.57,Stayed,,
5839-SUYVZ,Male,21,No,0,Orange,92868,33.787796,-117.875928,0,16,None,Yes,38.32,No,Yes,Fiber Optic,82,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.55,1170.5,0,0,613.12,1783.62,Stayed,,
5840-NVDCG,Female,32,Yes,1,Pacoima,91331,34.255442,-118.421314,10,16,None,Yes,20.12,No,Yes,Cable,30,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,68.25,1114.85,0,0,321.92,1436.77,Stayed,,
5842-POCOP,Female,37,Yes,0,Randsburg,93554,35.405722,-117.773354,1,5,None,Yes,41.57,No,Yes,Cable,27,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,88.9,454.15,0,0,207.85,662,Churned,Competitor,Competitor offered higher download speeds
5843-TTHGI,Female,30,No,0,Sunnyvale,94086,37.378541,-122.020456,0,18,None,Yes,17.33,No,Yes,DSL,69,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Credit Card,50,892.7,0,50,311.94,1254.64,Stayed,,
5844-QVTAT,Female,24,Yes,0,Irvine,92620,33.716136,-117.752574,8,33,Offer C,Yes,8.79,No,Yes,Cable,27,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,58.45,1955.4,0,0,290.07,2245.47,Stayed,,
5845-BZZIB,Male,37,Yes,3,Frazier Park,93222,34.907911,-119.234281,7,35,None,Yes,11.75,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.1,655.3,38.61,0,411.25,1027.94,Stayed,,
5846-ABOBJ,Male,24,Yes,0,Los Angeles,90034,34.030578,-118.399613,2,71,None,Yes,33.61,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.45,1730.65,0,0,2386.31,4116.96,Stayed,,
5846-NEQVZ,Male,19,Yes,0,Mission Viejo,92691,33.611945,-117.665867,3,71,None,Yes,2.43,No,Yes,Cable,58,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,70.85,4973.4,0,0,172.53,5145.93,Stayed,,
5846-QFDFI,Female,21,Yes,1,Pine Valley,91962,32.800671,-116.483363,6,33,Offer C,Yes,11.01,Yes,Yes,Fiber Optic,73,No,Yes,Yes,Yes,No,No,Yes,Yes,Month-to-Month,No,Credit Card,88.6,2888.7,0,0,363.33,3252.03,Stayed,,
5847-MXBEO,Male,42,No,0,Helm,93627,36.520537,-120.118055,0,22,Offer D,Yes,10.36,No,No,,,,,,,,,,,One Year,No,Credit Card,20.3,475.1,0,0,227.92,703.02,Stayed,,
5848-FHRFC,Female,49,No,0,Santa Monica,90405,34.005439,-118.477507,0,68,Offer A,Yes,2.83,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.05,1386.9,0,0,192.44,1579.34,Stayed,,
5849-ASHZJ,Male,26,No,3,Palo Alto,94306,37.416159,-122.131337,0,27,None,Yes,17.3,No,No,,,,,,,,,,,One Year,No,Credit Card,20.05,552.9,0,0,467.1,1020,Stayed,,
5850-BDWCY,Female,64,No,0,Los Angeles,90045,33.954017,-118.402447,0,6,Offer E,Yes,43.18,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.2,123.65,0,0,259.08,382.73,Stayed,,
5854-KSRBJ,Male,31,Yes,1,San Clemente,92673,33.4725,-117.584273,10,70,Offer A,Yes,9.33,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.4,1782.05,0,0,653.1,2435.15,Stayed,,
5855-EIBDE,Female,35,Yes,0,Orangevale,95662,38.689174,-121.218435,10,49,None,Yes,40.67,Yes,Yes,Fiber Optic,12,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,106.65,5174.35,0,0,1992.83,7167.18,Stayed,,
5857-TYBCJ,Male,72,Yes,0,Dixon,95620,38.392821,-121.799917,6,44,Offer B,Yes,14.65,Yes,Yes,Fiber Optic,30,No,No,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,89.2,4040.2,0,0,644.6,4684.8,Stayed,,
5857-XRECV,Female,44,No,3,Manteca,95336,37.830267,-121.201018,0,2,None,Yes,31.01,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.5,38.25,0,0,62.02,100.27,Joined,,
5858-EAFCZ,Male,45,No,0,Rialto,92377,34.156758,-117.404686,0,1,None,Yes,23.34,No,Yes,DSL,16,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.45,44.45,0,0,23.34,67.79,Joined,,
5859-HZYLF,Male,45,Yes,2,San Jose,95133,37.371862,-121.860349,9,26,None,Yes,43.84,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.15,515.75,0,0,1139.84,1655.59,Stayed,,
5862-BRIXZ,Male,33,No,0,Santa Maria,93458,34.95934,-120.490081,0,46,Offer B,No,,,Yes,DSL,13,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,60.75,2893.4,0,0,0,2893.4,Stayed,,
5863-OOKCL,Female,60,No,0,Cayucos,93430,35.511833,-120.918713,0,10,Offer D,Yes,41.04,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,18.85,163.2,0,0,410.4,573.6,Stayed,,
5868-CZJDR,Male,41,No,0,Linden,95236,38.047746,-121.030499,0,1,Offer E,No,,,Yes,DSL,6,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,31.35,31.35,0,80,0,111.35,Churned,Attitude,Attitude of service provider
5868-YTYKS,Male,21,No,2,Davenport,95017,37.114335,-122.237162,0,1,Offer E,Yes,47.25,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.25,20.25,0,0,47.25,67.5,Joined,,
5868-YWPDW,Male,76,Yes,0,Sherman Oaks,91423,34.146957,-118.432138,1,6,None,Yes,40.44,No,Yes,Fiber Optic,25,No,Yes,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.2,519.15,0,0,242.64,761.79,Churned,Dissatisfaction,Limited range of services
5871-DGTXZ,Male,55,No,0,River Pines,95675,38.545775,-120.743325,0,32,Offer C,Yes,41.52,No,No,,,,,,,,,,,One Year,No,Credit Card,19.8,607.7,0,0,1328.64,1936.34,Stayed,,
5872-OEQNH,Female,29,No,0,Carmichael,95608,38.626128,-121.328011,0,60,Offer B,No,,,Yes,DSL,73,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,44.45,2773.9,0,0,0,2773.9,Stayed,,
5875-YPQFJ,Male,51,No,0,Fremont,94555,37.555473,-122.080312,0,1,Offer E,Yes,45.66,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.9,69.9,0,0,45.66,115.56,Churned,Competitor,Competitor offered higher download speeds
5876-HZVZM,Female,55,Yes,3,West Covina,91792,34.024405,-117.898722,1,6,Offer E,Yes,14.51,No,Yes,Cable,20,Yes,Yes,No,No,No,No,No,No,Month-to-Month,No,Credit Card,55.9,365.35,0,30,87.06,482.41,Churned,Attitude,Attitude of service provider
5876-QMYLD,Female,44,Yes,0,Earp,92242,34.137742,-114.36514,10,23,None,Yes,17.82,No,No,,,,,,,,,,,One Year,No,Credit Card,20.05,415.1,0,0,409.86,824.96,Stayed,,
5879-HMFFH,Female,49,Yes,0,Cassel,96016,40.936285,-121.572692,1,72,None,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,Stayed,,
5879-SESNB,Female,34,No,0,Moraga,94556,37.827946,-122.107185,0,11,Offer D,Yes,33.79,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.25,888.65,0,0,371.69,1260.34,Stayed,,
5882-CMAZQ,Female,52,Yes,2,National City,91950,32.67102,-117.095235,9,5,None,No,,,Yes,DSL,19,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,34.25,163.55,0,0,0,163.55,Stayed,,
5883-GTGVD,Male,54,No,0,Biola,93606,36.798882,-120.019511,0,19,Offer D,Yes,2.19,Yes,Yes,Fiber Optic,18,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.95,1931.75,0,0,41.61,1973.36,Churned,Competitor,Competitor had better devices
5884-FBCTL,Female,43,Yes,2,Shafter,93263,35.490705,-119.286833,4,72,None,Yes,35.62,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.1,1857.85,0,0,2564.64,4422.49,Stayed,,
5884-GCYMI,Male,62,No,0,San Diego,92130,32.957195,-117.202542,0,1,Offer E,Yes,38.53,No,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,69.4,69.4,0,0,38.53,107.93,Churned,Competitor,Competitor made better offer
5886-VLQVU,Male,30,Yes,0,Grand Terrace,92313,34.029175,-117.307211,0,35,None,Yes,24.83,Yes,Yes,Fiber Optic,51,No,No,No,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,89.85,3161.2,0,20,869.05,4050.25,Stayed,,
5887-IKKYO,Male,54,Yes,2,Pomona,91768,34.067932,-117.785168,2,58,Offer B,Yes,5.01,Yes,Yes,Fiber Optic,23,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,94.35,5563.65,0,0,290.58,5854.23,Stayed,,
5889-JTMUL,Female,67,Yes,0,Castaic,91384,34.506627,-118.699048,1,50,Offer B,Yes,31.56,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,95.05,4888.7,0,50,1578,6516.7,Churned,Price,Price too high
5889-LFOLL,Female,27,No,0,Canby,96015,41.486953,-120.913975,0,13,Offer D,Yes,35.96,Yes,Yes,Fiber Optic,42,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.6,1115.2,0,0,467.48,1582.68,Churned,Competitor,Competitor offered more data
5893-KCLGT,Female,56,No,2,Sunland,91040,34.282704,-118.312929,0,72,None,Yes,15.21,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.75,1567,25.98,0,1095.12,2636.14,Stayed,,
5893-PYOLZ,Male,55,No,0,San Leandro,94578,37.704384,-122.126703,0,56,Offer B,Yes,49.36,No,Yes,DSL,21,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,81.8,4534.45,0,0,2764.16,7298.61,Stayed,,
5895-QSXOD,Male,42,No,0,Alleghany,95910,39.467828,-120.841386,0,9,None,Yes,48.25,No,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,70.05,657.5,0,0,434.25,1091.75,Stayed,,
5896-NPFWW,Male,23,Yes,0,San Diego,92129,32.961064,-117.134917,1,3,None,Yes,13.54,No,Yes,Cable,51,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.15,168.15,0,0,40.62,208.77,Churned,Competitor,Competitor made better offer
5897-ZYEKH,Female,74,Yes,0,Lincoln,95648,38.922812,-121.312005,3,67,None,Yes,11.91,Yes,Yes,Fiber Optic,10,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.6,7112.15,0,0,797.97,7910.12,Stayed,,
5898-IGSLP,Male,37,Yes,3,Mountain View,94041,37.388349,-122.075299,1,31,Offer C,Yes,20.76,Yes,Yes,Fiber Optic,57,Yes,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,89.3,2823,0,0,643.56,3466.56,Stayed,,
5899-MQZZL,Female,25,No,0,San Ysidro,92173,32.555828,-117.040073,0,13,Offer D,Yes,6.03,Yes,Yes,Fiber Optic,48,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Mailed Check,75,999.45,0,0,78.39,1077.84,Churned,Competitor,Competitor offered higher download speeds
5899-OUVKV,Male,56,No,0,Sacramento,95821,38.625096,-121.383658,0,31,None,Yes,45.92,No,Yes,Fiber Optic,18,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.5,2979.2,0,0,1423.52,4402.72,Stayed,,
5902-WBLSE,Female,32,Yes,1,Bonita,91902,32.67117,-117.00232,0,70,None,Yes,26.85,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.15,1411.2,0,0,1879.5,3290.7,Stayed,,
5906-BFOZT,Male,54,No,0,Loleta,95551,40.665952,-124.240051,0,1,None,Yes,8.02,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.5,19.5,0,0,8.02,27.52,Joined,,
5906-CVLHP,Female,60,Yes,0,Rowland Heights,91748,33.976753,-117.897367,1,45,None,Yes,42.04,No,Yes,Cable,26,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,54.15,2319.8,0,0,1891.8,4211.6,Churned,Attitude,Attitude of service provider
5906-DVAPM,Female,27,Yes,2,Meridian,95957,39.068071,-121.832638,7,55,None,Yes,33.5,Yes,Yes,DSL,51,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,75,4213.9,0,0,1842.5,6056.4,Stayed,,
5908-QMGOE,Male,74,No,0,Fowler,93625,36.625792,-119.672483,0,15,None,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,Churned,Competitor,Competitor had better devices
5909-ECHUI,Female,49,No,0,Oak Run,96069,40.689243,-122.037023,0,1,None,Yes,26.14,No,Yes,DSL,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,56.25,56.25,0,0,26.14,82.39,Churned,Price,Lack of affordable download/upload speed
5913-INRQV,Male,71,Yes,0,Upland,91786,34.105493,-117.660934,7,34,None,Yes,26.49,No,Yes,Fiber Optic,18,Yes,No,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,90.15,3128.8,0,0,900.66,4029.46,Stayed,,
5914-DVBWJ,Female,80,No,0,Riverside,92508,33.885499,-117.324959,0,18,None,Yes,2.36,Yes,Yes,Fiber Optic,21,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.45,1505.85,0,0,42.48,1548.33,Churned,Competitor,Competitor offered more data
5914-GXMDA,Female,42,Yes,0,Lamont,93241,35.245035,-118.905553,1,32,None,Yes,45.26,No,No,,,,,,,,,,,One Year,No,Credit Card,19.3,593.2,0,0,1448.32,2041.52,Stayed,,
5914-XRFQB,Male,58,Yes,0,Caspar,95420,39.361283,-123.784599,0,72,None,Yes,43.12,Yes,Yes,Fiber Optic,6,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,115.8,8424.9,0,0,3104.64,11529.54,Stayed,,
5915-ANOEI,Male,40,Yes,0,Corcoran,93212,36.04533,-119.532424,1,70,None,Yes,39.35,Yes,Yes,DSL,2,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,79.15,5536.5,0,0,2754.5,8291,Stayed,,
5915-DGNVC,Female,47,Yes,0,Cambria,93428,35.591387,-121.032256,9,49,Offer B,Yes,25.1,Yes,Yes,DSL,30,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,71.8,3472.05,0,0,1229.9,4701.95,Stayed,,
5916-QEWPT,Female,61,Yes,0,Valley Village,91607,34.165783,-118.399795,1,2,Offer E,Yes,27.41,No,Yes,Cable,23,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,69,147.8,0,0,54.82,202.62,Joined,,
5917-HBSDW,Female,20,Yes,2,Mill Valley,94941,37.901371,-122.572024,1,37,None,Yes,2.68,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.35,683.75,0,0,99.16,782.91,Stayed,,
5917-RYRMG,Male,79,No,0,Jolon,93928,35.930782,-121.189757,0,32,None,Yes,25.89,No,No,,,,,,,,,,,One Year,No,Credit Card,19.8,587.7,0,0,828.48,1416.18,Stayed,,
5918-VUKWP,Female,61,No,0,Pasadena,91104,34.165383,-118.123752,0,32,Offer C,Yes,35.97,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.55,654.55,0,0,1151.04,1805.59,Stayed,,
5919-TMRGD,Female,32,No,3,Huntington Park,90255,33.97803,-118.217141,0,1,None,Yes,13.13,No,Yes,Fiber Optic,57,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.35,79.35,0,0,13.13,92.48,Churned,Competitor,Competitor had better devices
5919-VCZYM,Male,19,No,0,Santa Ana,92707,33.714829,-117.872941,0,2,None,Yes,40.28,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,42.7,0,0,80.56,123.26,Joined,,
5921-NGYRH,Male,40,Yes,0,Stonyford,95979,39.288127,-122.415841,0,64,Offer B,Yes,48.41,No,Yes,Fiber Optic,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,73.55,4764,21.9,0,3098.24,7840.34,Stayed,,
5922-ABDVO,Female,20,Yes,0,Seal Beach,90740,33.75462,-118.071128,1,19,Offer D,Yes,21.71,Yes,Yes,Fiber Optic,47,No,No,Yes,No,No,Yes,Yes,No,Month-to-Month,No,Credit Card,89.65,1761.05,0,80,412.49,2253.54,Churned,Attitude,Attitude of support person
5923-GXUOC,Male,37,No,0,Fallbrook,92028,33.362575,-117.299644,0,10,None,Yes,8.38,No,Yes,Fiber Optic,2,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.4,1081.45,0,0,83.8,1165.25,Churned,Competitor,Competitor made better offer
5924-IFQTT,Male,33,Yes,2,Crescent Mills,95934,40.080342,-120.957805,4,13,None,Yes,13.77,Yes,Yes,DSL,23,No,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,72.8,930.05,0,0,179.01,1109.06,Stayed,,
5924-SNGKP,Female,39,No,0,Solana Beach,92075,33.001813,-117.263628,0,41,None,Yes,6.61,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.25,865,46.78,0,271.01,1089.23,Stayed,,
5928-QLDHB,Male,48,No,0,San Fernando,91340,34.286131,-118.435969,0,9,None,Yes,34.75,Yes,Yes,Fiber Optic,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.25,684.85,0,0,312.75,997.6,Stayed,,
5930-GBIWP,Male,46,No,0,Doyle,96109,40.012675,-120.101857,0,69,None,Yes,3.24,Yes,Yes,Cable,26,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,81.5,5553.25,0,0,223.56,5776.81,Stayed,,
5931-FLJJF,Male,75,Yes,0,Midway City,92655,33.744439,-117.98588,1,7,None,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,Churned,Attitude,Attitude of service provider
5934-RMPOV,Female,32,No,2,Pescadero,94060,37.22565,-122.297533,0,22,Offer D,Yes,33.73,Yes,Yes,Fiber Optic,19,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.75,1816.75,0,0,742.06,2558.81,Stayed,,
5934-TSSAU,Female,51,Yes,3,Landers,92285,34.341737,-116.539416,6,23,Offer D,Yes,48.73,No,Yes,Fiber Optic,75,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.3,1702.9,0,0,1120.79,2823.69,Stayed,,
5935-FCCNB,Female,79,No,0,Downey,90242,33.921793,-118.140588,0,17,None,Yes,32.19,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,-6,1608.15,36.4,0,547.23,2118.98,Stayed,,
5937-EORGB,Male,79,Yes,0,Five Points,93624,36.397745,-120.119911,9,15,None,Yes,22.83,Yes,Yes,Fiber Optic,26,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.5,1392.25,0,0,342.45,1734.7,Stayed,,
5939-SXWHM,Male,59,Yes,3,Millville,96062,40.531257,-122.148139,1,48,Offer B,Yes,20.73,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,26.3,1245.05,0,0,995.04,2240.09,Stayed,,
5939-XAIXZ,Female,54,No,0,Birds Landing,94512,38.140719,-121.838298,0,19,Offer D,Yes,36.88,Yes,Yes,DSL,27,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,56.1,1033.9,0,0,700.72,1734.62,Stayed,,
5940-AHUHD,Male,30,No,0,Pomona,91768,34.067932,-117.785168,0,1,Offer E,Yes,44.59,No,Yes,Fiber Optic,41,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,70.6,70.6,0,0,44.59,115.19,Churned,Attitude,Attitude of support person
5940-NFXKV,Male,59,Yes,0,San Diego,92109,32.787836,-117.232376,1,19,None,Yes,14.09,Yes,Yes,Fiber Optic,25,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,83.65,1465.75,0,130,267.71,1863.46,Churned,Competitor,Competitor made better offer
5944-UGLLK,Male,62,No,0,Cloverdale,95425,38.801936,-122.938935,0,53,Offer B,No,,,Yes,Cable,17,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,54.9,3045.75,0,0,0,3045.75,Stayed,,
5945-AZYHT,Male,53,Yes,0,Antioch,94509,37.980057,-121.801599,9,71,Offer A,Yes,49.32,Yes,Yes,Fiber Optic,9,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,109.6,7854.15,0,0,3501.72,11355.87,Stayed,,
5947-SGKCL,Female,19,Yes,3,San Marino,91108,34.122671,-118.112911,6,15,Offer D,Yes,4.19,Yes,Yes,Fiber Optic,59,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.35,1559.25,0,0,62.85,1622.1,Stayed,,
5948-UJZLF,Male,22,No,0,Los Angeles,90049,34.091829,-118.491244,0,2,None,Yes,40.75,No,Yes,DSL,71,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,49.25,97,0,0,81.5,178.5,Joined,,
5949-EBSQK,Male,44,Yes,1,Sunset Beach,90742,33.719221,-118.073596,4,4,None,Yes,27.24,No,Yes,DSL,21,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,61.45,229.55,0,0,108.96,338.51,Churned,Price,Price too high
5949-HGVJL,Female,35,Yes,0,Mccloud,96057,41.251322,-122.105209,7,26,None,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,Stayed,,
5949-XIKAE,Female,32,Yes,0,San Bernardino,92401,34.105935,-117.2914,1,8,None,Yes,32.32,No,Yes,Cable,25,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.55,680.05,0,0,258.56,938.61,Churned,Dissatisfaction,Product dissatisfaction
5950-AAAGJ,Male,19,No,0,Playa Del Rey,90293,33.947305,-118.439841,0,18,Offer D,Yes,2.26,Yes,Yes,Fiber Optic,73,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,84.3,1537.9,0,0,40.68,1578.58,Stayed,,
5951-AOFIH,Male,19,No,0,San Jose,95122,37.32886,-121.834567,0,33,None,Yes,45.72,No,Yes,Cable,51,No,Yes,Yes,No,Yes,No,Yes,No,Month-to-Month,Yes,Credit Card,66.4,2245.4,0,0,1508.76,3754.16,Stayed,,
5954-BDFSG,Female,40,No,0,West Hollywood,90069,34.093781,-118.381061,0,72,None,Yes,9.47,Yes,Yes,Fiber Optic,21,No,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,107.5,7853.7,0,60,681.84,8595.54,Stayed,,
5955-EPOAZ,Female,40,No,0,Livermore,94550,37.571748,-121.659562,0,6,None,Yes,43.19,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.95,109.5,0,0,259.14,368.64,Stayed,,
5955-ERIHD,Male,53,Yes,0,Lakewood,90712,33.840524,-118.148403,1,18,Offer D,Yes,31.49,Yes,Yes,Fiber Optic,20,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.7,1687.95,0,0,566.82,2254.77,Churned,Price,Long distance charges
5956-VKDTT,Female,72,Yes,0,Moreno Valley,92557,33.970661,-117.255039,4,5,Offer E,Yes,45.76,Yes,Yes,Fiber Optic,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.35,334.8,0,0,228.8,563.6,Churned,Dissatisfaction,Product dissatisfaction
5956-YHHRX,Male,75,No,0,Pilot Hill,95664,38.803731,-121.043799,0,21,Offer D,Yes,24.91,Yes,Yes,Fiber Optic,17,No,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,104.35,2271.85,0,130,523.11,2924.96,Stayed,,
5959-BELXA,Male,67,No,0,Yucaipa,92399,34.04597,-117.011825,0,32,Offer C,Yes,25.45,Yes,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,96.15,3019.25,0,0,814.4,3833.65,Churned,Price,Price too high
5960-MVTUK,Male,58,No,0,Grenada,96038,41.599978,-122.539381,0,3,Offer E,No,,,Yes,DSL,18,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,29.75,96.85,0,0,0,96.85,Joined,,
5960-WPXQM,Male,24,No,0,Temecula,92592,33.507255,-117.029473,0,1,None,Yes,31.34,No,Yes,Fiber Optic,52,No,No,No,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.05,79.05,0,0,31.34,110.39,Churned,Competitor,Competitor made better offer
5961-VUSRV,Female,53,No,0,Sherman Oaks,91403,34.147149,-118.463365,0,12,Offer D,Yes,16.72,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.35,219.35,0,0,200.64,419.99,Stayed,,
5965-GGPRW,Male,41,Yes,2,Hayward,94541,37.674002,-122.076796,5,72,Offer A,Yes,36.05,Yes,Yes,Fiber Optic,14,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,105.25,7609.75,0,0,2595.6,10205.35,Stayed,,
5966-EMAZU,Male,27,Yes,0,Fort Bidwell,96112,41.932207,-120.135941,1,64,Offer B,Yes,4.01,Yes,Yes,Fiber Optic,71,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,108.5,6880.85,0,0,256.64,7137.49,Stayed,,
5968-HYJRZ,Male,28,Yes,2,Kerman,93630,36.727418,-120.123526,3,47,Offer B,Yes,15.68,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.55,1160.45,0,0,736.96,1897.41,Stayed,,
5968-VXZLG,Male,45,No,0,Calabasas,91302,34.130861,-118.68346,0,2,None,Yes,1.87,No,Yes,DSL,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,46.6,87.9,0,0,3.74,91.64,Joined,,
5968-XQIVE,Male,32,Yes,0,Temecula,92592,33.507255,-117.029473,2,72,Offer A,Yes,11.57,Yes,Yes,Fiber Optic,18,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,89.7,6588.95,0,0,833.04,7421.99,Stayed,,
5970-GHJAW,Male,40,Yes,2,Irvine,92612,33.643095,-117.810896,9,46,Offer B,Yes,26.12,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.95,862.4,0,0,1201.52,2063.92,Stayed,,
5973-EJGDP,Male,21,No,0,Palm Springs,92264,33.745746,-116.514215,0,51,Offer B,Yes,1.51,Yes,Yes,Fiber Optic,52,No,Yes,Yes,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,87.35,4473,0,0,77.01,4550.01,Stayed,,
5975-BAICR,Male,36,Yes,2,Yountville,94599,38.421458,-122.365048,8,36,None,Yes,47.45,No,Yes,DSL,14,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,63.7,2188.5,0,0,1708.2,3896.7,Stayed,,
5976-JCJRH,Male,36,Yes,0,Danville,94526,37.815459,-121.977203,1,10,Offer D,Yes,31.72,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.3,738.2,0,0,317.2,1055.4,Churned,Dissatisfaction,Limited range of services
5977-CKHON,Female,59,Yes,3,Roseville,95678,38.759751,-121.288545,3,43,Offer B,Yes,27.49,Yes,Yes,Fiber Optic,53,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92.55,4039,0,0,1182.07,5221.07,Stayed,,
5980-BDHPY,Male,48,Yes,0,Wendel,96136,40.345949,-120.081187,5,72,None,Yes,12.02,Yes,Yes,Cable,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,-4,6230.1,0,0,865.44,7095.54,Stayed,,
5980-NOPLP,Female,19,Yes,0,Pasadena,91105,34.13946,-118.166649,4,44,None,Yes,11.24,Yes,Yes,Fiber Optic,59,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.1,4364.1,0,0,494.56,4858.66,Churned,Competitor,Competitor offered higher download speeds
5981-ITEMU,Male,58,Yes,0,Marshall,94940,38.129308,-122.834815,1,40,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,Churned,Competitor,Competitor offered more data
5981-ZVXOT,Female,72,No,0,San Diego,92131,32.89325,-117.087091,0,35,Offer C,Yes,10.73,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,108.35,3726.15,0,0,375.55,4101.7,Stayed,,
5982-FPVQN,Female,40,Yes,1,Camarillo,93012,34.205504,-118.993111,2,37,None,Yes,41.03,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.15,3532.85,0,0,1518.11,5050.96,Stayed,,
5982-PSMKW,Female,20,Yes,2,North Hollywood,91601,34.1692,-118.372498,1,23,Offer D,Yes,27.97,Yes,Yes,Cable,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,91.1,2198.3,0,0,643.31,2841.61,Stayed,,
5982-XMDEX,Female,42,No,0,Arvin,93203,35.116307,-118.817644,0,65,Offer B,Yes,33.71,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,26.5,1698.55,0,0,2191.15,3889.7,Stayed,,
5985-BEHZK,Female,78,Yes,0,Santa Ana,92705,33.766004,-117.786763,1,72,Offer A,Yes,27.79,Yes,Yes,Fiber Optic,10,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,No,Credit Card,105,7578.05,0,0,2000.88,9578.93,Stayed,,
5985-TBABQ,Female,45,No,0,West Sacramento,95605,38.592745,-121.540036,0,32,Offer C,Yes,33.45,Yes,Yes,DSL,5,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,74.75,2282.95,0,0,1070.4,3353.35,Stayed,,
5986-WWXDV,Male,42,No,0,Salton City,92275,33.28156,-115.955541,0,39,None,Yes,48.61,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.35,779.2,0,0,1895.79,2674.99,Stayed,,
5989-AXPUC,Female,27,Yes,0,Garden Grove,92840,33.787165,-117.931889,1,68,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,Stayed,,
5989-OMNJE,Female,42,Yes,0,Windsor,95492,38.527297,-122.810044,6,24,None,No,,,Yes,DSL,27,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,57.6,1367.75,0,0,0,1367.75,Stayed,,
5989-PGKJB,Female,40,No,0,San Diego,92121,32.898613,-117.202937,0,16,Offer D,Yes,22.3,No,Yes,Fiber Optic,28,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86.25,1340.1,0,0,356.8,1696.9,Stayed,,
5993-BQHEA,Male,42,No,0,San Francisco,94111,37.801776,-122.402293,0,12,None,Yes,16.59,No,No,,,,,,,,,,,One Year,No,Credit Card,-5,267,0,0,199.08,466.08,Stayed,,
5993-JSUWV,Female,25,No,0,Columbia,95310,38.085839,-120.37855,0,66,None,Yes,21.37,No,Yes,DSL,30,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,61.15,4017.45,0,0,1410.42,5427.87,Stayed,,
5995-LFTLE,Male,39,No,0,Lower Lake,95457,38.925545,-122.549083,0,58,None,Yes,48.78,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.3,1474.35,0,0,2829.24,4303.59,Stayed,,
5995-OIGLP,Male,42,No,0,Port Costa,94569,38.035707,-122.196821,0,12,None,Yes,7.97,No,Yes,Cable,10,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,56.65,654.85,0,0,95.64,750.49,Churned,Price,Extra data charges
5995-SNNEW,Male,80,Yes,0,Whittier,90605,33.960891,-118.032222,1,23,None,Yes,45.21,Yes,Yes,Fiber Optic,14,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,104.45,2184.85,0,60,1039.83,3284.68,Stayed,,
5995-WWKKG,Female,62,No,0,Running Springs,92382,34.186211,-117.07683,0,37,Offer C,Yes,30.17,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.8,695.05,0,0,1116.29,1811.34,Stayed,,
5996-DAOQL,Male,28,No,0,Penngrove,94951,38.325599,-122.642352,0,1,Offer E,Yes,42.17,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.45,20.45,0,0,42.17,62.62,Joined,,
5996-EBTKM,Female,46,Yes,1,Lakeside,92040,32.909873,-116.906774,1,67,Offer A,Yes,14.83,Yes,Yes,DSL,24,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,69.9,4615.9,0,0,993.61,5609.51,Stayed,,
5996-NRVXR,Male,68,Yes,0,Los Alamitos,90720,33.79499,-118.065591,2,40,None,Yes,15.15,No,Yes,Fiber Optic,18,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,98.15,4116.8,27.89,0,606,4694.91,Stayed,,
5997-OPVFA,Male,39,Yes,0,Montrose,91020,34.2112,-118.230625,7,72,Offer A,Yes,6.05,Yes,Yes,Cable,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,89.05,6254.45,0,0,435.6,6690.05,Stayed,,
5998-DZLYR,Female,55,Yes,0,Sutter,95982,39.172777,-121.805845,1,61,Offer B,Yes,25.14,Yes,Yes,Fiber Optic,13,No,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,94.35,5703,29.88,0,1533.54,7206.66,Stayed,,
5998-VVEJY,Male,34,No,0,Glendora,91741,34.14649,-117.849815,0,26,None,Yes,24.16,Yes,Yes,Fiber Optic,22,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.5,2088.8,0,0,628.16,2716.96,Churned,Other,Moved
5999-LCXAO,Female,42,No,0,Orange,92866,33.784597,-117.844535,0,1,None,No,,,Yes,DSL,24,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,29.9,29.9,0,0,0,29.9,Joined,,
6000-APYLU,Male,39,No,0,Valencia,91355,34.43987,-118.644609,0,9,None,Yes,20.34,No,Yes,Fiber Optic,7,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.8,713.1,0,0,183.06,896.16,Churned,Competitor,Competitor offered more data
6000-UKLWI,Male,46,No,0,Sacramento,95842,38.687367,-121.34848,0,41,None,Yes,36.76,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.15,802.35,29.95,0,1507.16,2279.56,Stayed,,
6005-OBZPH,Female,68,No,0,San Diego,92126,32.886925,-117.152162,0,26,Offer C,Yes,9.09,Yes,Yes,Fiber Optic,12,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.15,2277.65,0,0,236.34,2513.99,Churned,Other,Don't know
6007-TCTST,Female,57,Yes,2,Salinas,93901,36.64152,-121.622188,9,72,None,Yes,12.29,Yes,Yes,Fiber Optic,24,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,115.8,8476.5,0,0,884.88,9361.38,Stayed,,
6008-NAIXK,Male,72,No,0,Pine Grove,95665,38.400264,-120.641274,0,54,None,No,,,Yes,DSL,26,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,55.45,2966.95,0,0,0,2966.95,Stayed,,
6010-DDPPW,Male,61,Yes,0,Newport Coast,92657,33.603282,-117.821841,7,70,Offer A,Yes,9.03,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.15,1940.85,0,0,632.1,2572.95,Stayed,,
6013-BHCAW,Male,27,Yes,3,San Jose,95117,37.311088,-121.961786,1,61,None,Yes,32.96,Yes,Yes,DSL,41,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,81,4976.15,0,0,2010.56,6986.71,Stayed,,
6015-VVHHE,Female,68,No,0,Los Angeles,90039,34.110845,-118.259595,0,5,None,Yes,41.83,Yes,Yes,Fiber Optic,25,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,83.15,446.05,0,0,209.15,655.2,Churned,Dissatisfaction,Service dissatisfaction
6016-LVTJQ,Female,39,Yes,1,Long Beach,90805,33.864622,-118.179626,7,34,None,Yes,9.66,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.65,716.4,0,0,328.44,1044.84,Stayed,,
6016-NXBNJ,Male,53,No,0,Orange Cove,93646,36.633498,-119.298895,0,35,None,Yes,7.74,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.15,638,0,0,270.9,908.9,Stayed,,
6017-PPLPX,Male,47,Yes,0,Daly City,94014,37.691561,-122.445202,1,20,None,Yes,16.49,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.45,1470.95,0,0,329.8,1800.75,Churned,Competitor,Competitor had better devices
6022-KOUQO,Female,51,Yes,2,Eagleville,96110,41.280341,-120.150381,4,2,Offer E,No,,,Yes,Cable,27,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,29.05,44.75,0,0,0,44.75,Joined,,
6022-UGGSO,Female,70,No,0,Citrus Heights,95610,38.69508,-121.271616,0,32,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,Churned,Competitor,Competitor had better devices
6023-GSSXW,Female,27,Yes,0,Wofford Heights,93285,35.690535,-118.552784,1,69,None,Yes,2.73,No,Yes,DSL,69,No,Yes,No,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,61.45,4131.2,0,0,188.37,4319.57,Stayed,,
6023-YEBUP,Male,32,No,0,Stockton,95210,38.033219,-121.297433,0,3,Offer E,Yes,11.94,Yes,Yes,Cable,30,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,100.95,329.95,0,10,35.82,375.77,Churned,Competitor,Competitor had better devices
6024-RUGGH,Male,22,Yes,2,San Francisco,94112,37.720498,-122.443119,1,72,None,Yes,28.06,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,25.2,1798.9,0,0,2020.32,3819.22,Stayed,,
6029-CSMJE,Male,63,No,0,Forest Ranch,95942,40.077028,-121.494168,0,17,None,No,,,Yes,Cable,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,25.65,440.2,0,0,0,440.2,Stayed,,
6029-WTIPC,Male,73,No,0,San Diego,92109,32.787836,-117.232376,0,37,Offer C,Yes,38.06,Yes,Yes,Fiber Optic,19,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,101.1,3744.05,0,0,1408.22,5152.27,Churned,Competitor,Competitor made better offer
6030-REHUX,Female,76,Yes,0,Fountain Valley,92708,33.712036,-117.950113,6,28,Offer C,Yes,45.67,Yes,Yes,Fiber Optic,8,No,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,110.85,3204.4,0,0,1278.76,4483.16,Stayed,,
6032-IGALN,Female,35,No,0,Granite Bay,95746,38.749466,-121.184196,0,1,None,No,,,Yes,Cable,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,25.1,25.1,0,0,0,25.1,Churned,Competitor,Competitor had better devices
6032-KRXXO,Male,33,No,0,San Diego,92130,32.957195,-117.202542,0,30,None,Yes,30.06,No,Yes,Fiber Optic,19,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.25,2755.35,0,0,901.8,3657.15,Churned,Competitor,Competitor made better offer
6034-YMTOB,Female,62,No,0,Arcadia,91007,34.128284,-118.047732,0,5,None,Yes,29.75,No,Yes,Fiber Optic,6,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.65,399.45,0,0,148.75,548.2,Stayed,,
6034-ZRYCV,Female,51,Yes,0,Sacramento,95837,38.691607,-121.602284,1,72,Offer A,No,,,Yes,Cable,15,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,54.2,3937.45,0,0,0,3937.45,Churned,Competitor,Competitor offered more data
6035-BXTTY,Female,69,No,0,Rancho Santa Fe,92067,33.012751,-117.200617,0,32,None,Yes,19.92,No,Yes,DSL,14,No,Yes,No,Yes,No,No,No,No,One Year,No,Bank Withdrawal,54.65,1830.1,0,10,637.44,2477.54,Stayed,,
6035-RIIOM,Female,39,No,0,Janesville,96114,40.294034,-120.512622,0,54,None,Yes,31.55,Yes,Yes,Fiber Optic,8,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,97.2,5129.45,0,0,1703.7,6833.15,Stayed,,
6036-TTFYU,Female,48,Yes,0,Thousand Oaks,91362,34.191842,-118.822796,1,16,None,Yes,46.86,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.6,314.45,26.83,0,749.76,1037.38,Stayed,,
6038-GCYEC,Female,25,No,0,Palm Desert,92211,33.762759,-116.324817,0,24,Offer C,No,,,Yes,DSL,52,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,54.15,1240.25,0,0,0,1240.25,Churned,Competitor,Competitor had better devices
6040-CGACY,Female,48,No,0,Blairsden Graeagle,96103,39.783747,-120.661032,0,15,None,Yes,39.87,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.6,299.4,0,0,598.05,897.45,Stayed,,
6047-SUHPR,Male,60,Yes,2,Woodlake,93286,36.464635,-119.094348,5,39,None,Yes,13.8,No,Yes,DSL,13,Yes,Yes,Yes,No,No,No,No,No,One Year,No,Bank Withdrawal,59.8,2343.85,0,140,538.2,3022.05,Stayed,,
6047-YHPVI,Male,56,No,3,Los Angeles,90039,34.110845,-118.259595,0,5,None,Yes,12.6,No,Yes,Fiber Optic,58,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.7,316.9,0,0,63,379.9,Churned,Competitor,Competitor had better devices
6048-NJXHX,Male,21,Yes,0,Apple Valley,92308,34.424926,-117.184503,1,41,Offer B,Yes,35.46,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,19.75,899.45,0,0,1453.86,2353.31,Stayed,,
6048-QBXKL,Female,68,No,0,Madison,95653,38.674276,-121.961866,0,2,Offer E,Yes,31.74,Yes,Yes,DSL,25,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,56.55,118.25,0,0,63.48,181.73,Joined,,
6048-UWKAL,Female,73,Yes,0,Beale Afb,95903,39.125311,-121.392283,2,69,None,Yes,19.39,Yes,Yes,Fiber Optic,13,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,105.4,6998.95,0,0,1337.91,8336.86,Stayed,,
6050-FFXES,Female,51,Yes,0,Garden Grove,92844,33.766476,-117.969795,3,69,None,Yes,14.69,Yes,Yes,Fiber Optic,6,No,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,105.35,7240.65,0,50,1013.61,8304.26,Stayed,,
6050-IJRHS,Female,47,Yes,1,Chino Hills,91709,33.942895,-117.725644,2,70,Offer A,Yes,5.93,Yes,Yes,Fiber Optic,19,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.5,7397,0,0,415.1,7812.1,Stayed,,
6051-PTVNS,Female,31,Yes,1,Bodfish,93205,35.523991,-118.400432,0,55,Offer B,Yes,27.7,No,No,,,,,,,,,,,One Year,No,Credit Card,19.15,998.1,0,0,1523.5,2521.6,Stayed,,
6060-DRTNL,Female,66,No,0,San Jacinto,92583,33.796568,-116.924723,0,5,None,Yes,27.35,No,Yes,Fiber Optic,27,No,No,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,84.85,415.55,0,20,136.75,572.3,Churned,Competitor,Competitor had better devices
6060-QBMGV,Male,30,Yes,0,Pasadena,91106,34.139402,-118.128658,9,70,Offer A,Yes,3.51,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.85,1433.8,45.47,0,245.7,1634.03,Stayed,,
6061-GWWAV,Male,44,No,1,Fresno,93726,36.793601,-119.761131,0,41,None,Yes,13.76,No,Yes,Cable,11,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Credit Card,70.2,2894.55,0,0,564.16,3458.71,Stayed,,
6061-PQHMK,Female,50,No,0,Los Angeles,90006,34.048013,-118.293953,0,25,None,Yes,1.36,No,No,,,,,,,,,,,One Year,No,Credit Card,19.9,527.5,0,0,34,561.5,Stayed,,
6064-PUPMC,Male,59,Yes,2,Loyalton,96118,39.637471,-120.226338,4,23,None,Yes,37.86,No,Yes,DSL,30,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,57.2,1423.35,0,0,870.78,2294.13,Stayed,,
6064-ZATLR,Female,44,No,0,Llano,93544,34.500091,-117.765862,0,27,None,Yes,10.55,No,Yes,DSL,29,Yes,Yes,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,52.85,1498.65,0,0,284.85,1783.5,Stayed,,
6067-NGCEU,Female,50,No,0,Topanga,90290,34.115192,-118.61017,0,65,None,Yes,41.78,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,-3,7107,0,0,2715.7,9822.7,Stayed,,
6072-NUQCB,Male,50,Yes,2,Villa Park,92861,33.817473,-117.810462,1,22,Offer D,Yes,37.7,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.25,488.25,0,0,829.4,1317.65,Stayed,,
6075-QMNRR,Female,33,No,0,Doyle,96109,40.012675,-120.101857,0,52,Offer B,Yes,38.93,No,Yes,DSL,8,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.75,2535.55,0,0,2024.36,4559.91,Stayed,,
6075-SLNIL,Male,47,No,0,Desert Center,92239,33.889605,-115.257009,0,38,Offer C,Yes,6.71,Yes,Yes,Fiber Optic,11,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,95.1,3691.2,0,0,254.98,3946.18,Stayed,,
6077-BDPXA,Female,56,No,0,Merced,95340,37.255637,-120.493537,0,3,None,Yes,5.63,No,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.15,194.2,0,0,16.89,211.09,Joined,,
6078-VESFR,Male,78,Yes,0,Vista,92084,33.22784,-117.200024,1,13,None,Yes,36.57,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.45,849.1,0,0,475.41,1324.51,Stayed,,
6080-LNESI,Male,63,No,0,Hercules,94547,37.991259,-122.214945,0,51,Offer B,Yes,18.07,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.75,1234.6,0,0,921.57,2156.17,Stayed,,
6080-TCMYC,Male,55,Yes,3,Rosemead,91770,34.065108,-118.082791,4,40,None,Yes,3.52,Yes,Yes,Fiber Optic,56,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.2,3292.3,0,0,140.8,3433.1,Stayed,,
6082-GLJIX,Male,50,No,0,Holtville,92250,32.811001,-115.152865,0,18,Offer D,Yes,31.33,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.25,331.35,0,0,563.94,895.29,Stayed,,
6082-OQFBA,Male,62,Yes,0,Victorville,92394,34.567058,-117.362329,2,23,Offer D,Yes,24.88,No,No,,,,,,,,,,,One Year,No,Mailed Check,19.65,436.9,0,0,572.24,1009.14,Stayed,,
6086-ESGRL,Female,53,No,0,Brea,92821,33.930199,-117.862898,0,1,Offer E,Yes,4.67,No,Yes,Fiber Optic,11,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,-7,80.15,0,0,4.67,84.82,Churned,Attitude,Attitude of support person
6087-MVHJH,Female,44,No,0,French Camp,95231,37.873283,-121.292034,0,16,Offer D,Yes,17.8,Yes,Yes,Fiber Optic,5,No,No,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,88.45,1422.1,0,140,284.8,1846.9,Churned,Other,Don't know
6087-YPWHO,Male,56,Yes,0,Raymond,93653,37.252057,-119.95783,1,72,Offer A,Yes,17.31,Yes,Yes,DSL,17,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,68.15,4808.7,0,0,1246.32,6055.02,Stayed,,
6088-BXMRG,Female,59,Yes,1,Cabazon,92230,33.929812,-116.76058,2,32,None,Yes,24.04,Yes,Yes,Fiber Optic,22,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.85,3089.6,0,0,769.28,3858.88,Stayed,,
6092-QZVPP,Male,27,No,0,Fresno,93704,36.799648,-119.801247,0,36,Offer C,Yes,42.51,No,Yes,Cable,52,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,79.2,2854.95,0,40,1530.36,4425.31,Stayed,,
6094-ZIVKX,Female,45,No,0,Inglewood,90302,33.975332,-118.355252,0,68,Offer A,Yes,17.41,No,Yes,Cable,27,Yes,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,54.45,3674.95,0,0,1183.88,4858.83,Stayed,,
6096-EGVTU,Female,50,Yes,1,San Jose,95120,37.186141,-121.843554,6,64,None,Yes,19.23,Yes,No,,,,,,,,,,,One Year,No,Credit Card,24.9,1595.5,0,0,1230.72,2826.22,Stayed,,
6097-EQISJ,Female,41,Yes,0,Los Angeles,90058,34.001617,-118.222274,1,66,Offer A,Yes,48.77,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,102.45,6615.15,0,130,3218.82,9963.97,Churned,Competitor,Competitor had better devices
6100-FJZDG,Male,49,Yes,0,Olema,94950,38.052209,-122.775567,10,26,None,Yes,45.28,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,20.05,505.9,0,0,1177.28,1683.18,Stayed,,
6100-QQHEB,Male,42,Yes,0,San Jose,95121,37.304681,-121.809955,1,17,Offer D,Yes,17.71,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92.55,1515.1,0,0,301.07,1816.17,Churned,Other,Moved
6101-IMRMM,Male,53,No,0,El Segundo,90245,33.917145,-118.401554,0,6,Offer E,Yes,16.58,No,Yes,Fiber Optic,17,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,No,Mailed Check,94.5,575.45,0,10,99.48,684.93,Churned,Dissatisfaction,Network reliability
6103-BOCOU,Female,37,No,0,San Francisco,94117,37.770533,-122.445121,0,26,Offer C,Yes,20.64,Yes,Yes,Fiber Optic,22,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.7,2193,0,0,536.64,2729.64,Stayed,,
6103-LIANB,Male,49,Yes,1,Westminster,92683,33.752591,-117.993661,3,59,None,Yes,41.09,Yes,Yes,Fiber Optic,16,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,99.5,5861.75,0,0,2424.31,8286.06,Stayed,,
6103-QCKFX,Female,36,Yes,3,Big Bar,96010,40.775272,-123.287414,10,44,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,Stayed,,
6108-OQZDQ,Female,21,Yes,0,Keene,93531,35.214982,-118.59049,4,4,Offer E,Yes,9.98,Yes,Yes,Fiber Optic,51,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,97.95,384.5,0,0,39.92,424.42,Churned,Attitude,Attitude of service provider
6110-OHIHY,Male,33,No,0,Burney,96013,40.946785,-121.719489,0,3,Offer E,Yes,49.76,No,Yes,Fiber Optic,3,No,No,No,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,79.25,267.6,0,10,149.28,426.88,Churned,Competitor,Competitor offered higher download speeds
6112-KTHFQ,Female,50,No,0,Loleta,95551,40.665952,-124.240051,0,13,Offer D,Yes,21.36,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.3,279.3,0,0,277.68,556.98,Stayed,,
6114-TCFID,Female,47,No,0,Pismo Beach,93449,35.165668,-120.655842,0,29,None,No,,,Yes,Cable,28,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Credit Card,39.5,1082.75,0,0,0,1082.75,Stayed,,
6115-ZTBFQ,Female,56,Yes,0,Alamo,94507,37.855717,-121.994813,6,72,None,No,,,Yes,DSL,4,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,65.5,4919.7,0,0,0,4919.7,Stayed,,
6116-RFVHN,Female,20,Yes,0,Roseville,95747,38.784329,-121.373245,10,34,Offer C,Yes,35.29,Yes,Yes,Fiber Optic,47,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.45,3414.65,0,0,1199.86,4614.51,Stayed,,
6119-SPUDB,Male,40,No,0,Woodland,95695,38.71967,-121.862416,0,46,Offer B,No,,,Yes,DSL,2,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,38.25,1755.35,0,0,0,1755.35,Stayed,,
6120-RJKLU,Female,69,Yes,0,Sierra Madre,91024,34.168686,-118.057505,9,62,Offer B,Yes,24.62,No,Yes,DSL,29,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,79.95,4819.75,0,0,1526.44,6346.19,Stayed,,
6121-TNHBO,Female,71,No,0,Sacramento,95822,38.512569,-121.495184,0,63,Offer B,Yes,15.62,Yes,Yes,DSL,18,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,83,5243.05,0,0,984.06,6227.11,Stayed,,
6121-VZNQB,Female,35,No,0,Bolinas,94924,37.943087,-122.72379,0,1,None,Yes,34.79,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.1,19.1,0,0,34.79,53.89,Churned,Competitor,Competitor made better offer
6122-EFVKN,Male,44,No,0,San Diego,92123,32.808814,-117.134694,0,24,None,No,,,Yes,Cable,20,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,35.75,830.8,0,0,0,830.8,Stayed,,
6122-LJADA,Male,31,Yes,1,Lower Lake,95457,38.925545,-122.549083,7,70,None,Yes,2.5,Yes,Yes,Cable,13,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.15,6237.05,0,0,175,6412.05,Stayed,,
6124-ACRHJ,Female,59,No,0,San Mateo,94403,37.538309,-122.305109,0,1,None,Yes,41.28,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.75,19.75,0,0,41.28,61.03,Joined,,
6127-ISGTU,Female,34,Yes,0,Garden Valley,95633,38.852544,-120.837669,1,16,None,Yes,6.82,Yes,Yes,Fiber Optic,7,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.95,1378.25,0,0,109.12,1487.37,Churned,Attitude,Attitude of support person
6127-IYJOZ,Male,71,No,0,Studio City,91604,34.139082,-118.39275,0,1,None,Yes,40.38,No,Yes,DSL,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.85,45.85,0,0,40.38,86.23,Joined,,
6128-AQBMT,Male,65,Yes,0,Nicasio,94946,38.065359,-122.665566,8,41,Offer B,No,,,Yes,Cable,9,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,53.95,2215.4,0,0,0,2215.4,Stayed,,
6128-CZOMY,Female,43,No,0,Alpine,91901,32.827184,-116.703729,0,1,None,Yes,36.99,No,Yes,Cable,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.65,45.65,0,0,36.99,82.64,Churned,Competitor,Competitor offered higher download speeds
6128-DAFVY,Female,58,No,0,Willits,95490,39.492046,-123.375818,0,56,None,No,,,Yes,DSL,23,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,44.85,2564.95,0,0,0,2564.95,Stayed,,
6131-FOYAS,Male,48,No,0,San Lorenzo,94580,37.676249,-122.132415,0,35,None,Yes,20.61,Yes,Yes,DSL,16,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.6,2094.9,0,0,721.35,2816.25,Stayed,,
6131-IUNXN,Female,47,Yes,2,Huntington Beach,92646,33.666301,-117.969501,6,19,None,Yes,46.91,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.2,382.2,0,0,891.29,1273.49,Stayed,,
6131-JLWZM,Female,27,No,0,San Francisco,94131,37.746699,-122.442833,0,13,Offer D,Yes,22.01,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.3,275.4,0,0,286.13,561.53,Stayed,,
6133-OZILE,Female,45,No,0,Santa Monica,90403,34.031529,-118.491156,0,18,Offer D,No,,,Yes,DSL,11,No,No,Yes,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,35.2,607.3,0,50,0,657.3,Stayed,,
6134-KWTBV,Male,43,No,0,Covina,91724,34.08111,-117.853935,0,62,None,Yes,48.93,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,23.4,1429.65,0,0,3033.66,4463.31,Stayed,,
6135-OZQVA,Female,46,No,0,Santa Clarita,91350,34.502432,-118.41459,0,7,Offer E,Yes,40.42,Yes,Yes,Cable,17,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,53.65,404.35,0,0,282.94,687.29,Stayed,,
6137-MFAJN,Female,62,No,0,Los Angeles,90008,34.008293,-118.346766,0,48,None,No,,,Yes,Cable,23,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.8,2104.55,0,0,0,2104.55,Stayed,,
6137-NICCO,Female,39,Yes,2,Perris,92571,33.828289,-117.201666,7,6,None,Yes,41.29,Yes,Yes,Fiber Optic,19,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,94.05,518.75,0,0,247.74,766.49,Stayed,,
6139-ZZRBQ,Male,79,No,0,Granite Bay,95746,38.749466,-121.184196,0,64,None,Yes,4.99,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,20.05,1198.05,0,0,319.36,1517.41,Stayed,,
6140-QNRQQ,Male,42,No,0,Santa Barbara,93103,34.438581,-119.685368,0,1,Offer E,Yes,17.27,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,71.55,71.55,0,0,17.27,88.82,Churned,Competitor,Competitor had better devices
6141-OOXUQ,Male,43,No,0,San Bernardino,92411,34.122501,-117.320138,0,1,Offer E,Yes,17.25,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.65,19.65,0,0,17.25,36.9,Churned,Dissatisfaction,Service dissatisfaction
6142-VSJQO,Female,27,Yes,3,Homeland,92548,33.761894,-117.120868,0,1,None,Yes,40.42,No,Yes,Cable,59,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.35,44.35,0,0,40.42,84.77,Churned,Attitude,Attitude of support person
6143-JQKEA,Male,34,No,0,Adelanto,92301,34.667815,-117.536183,0,10,None,Yes,15.45,No,Yes,Cable,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.8,436.2,0,0,154.5,590.7,Stayed,,
6145-NNPNO,Female,45,No,0,Santa Rosa,95404,38.526941,-122.709096,0,1,Offer E,Yes,9.82,No,Yes,Cable,13,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.15,44.15,0,0,9.82,53.97,Joined,,
6147-CBCRA,Female,34,Yes,0,Wofford Heights,93285,35.690535,-118.552784,5,33,None,Yes,4.15,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,669.45,0,0,136.95,806.4,Stayed,,
6152-ONASV,Female,49,Yes,0,Landers,92285,34.341737,-116.539416,4,68,Offer A,Yes,41.46,Yes,Yes,DSL,30,Yes,No,No,Yes,No,No,No,No,One Year,No,Bank Withdrawal,58.25,3975.7,0,140,2819.28,6934.98,Stayed,,
6156-UZDLF,Female,19,No,0,Pleasant Hill,94523,37.95338,-122.076886,0,26,Offer C,Yes,45.09,No,Yes,Fiber Optic,41,Yes,No,Yes,Yes,No,No,No,No,One Year,Yes,Credit Card,87.15,2274.1,0,20,1172.34,3466.44,Stayed,,
6158-DWPZT,Male,53,Yes,0,Avery,95224,38.208336,-120.339938,1,9,Offer E,No,,,Yes,DSL,15,No,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,24.1,259.8,0,0,0,259.8,Churned,Competitor,Competitor offered more data
6158-HDPXZ,Male,31,No,0,San Diego,92128,33.000269,-117.072093,0,1,None,No,,,Yes,DSL,13,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25.35,25.35,0,0,0,25.35,Joined,,
6161-ERDGD,Male,57,Yes,3,Santa Maria,93458,34.95934,-120.490081,0,71,Offer A,Yes,23.41,Yes,Yes,DSL,53,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,85.45,6300.85,0,0,1662.11,7962.96,Stayed,,
6161-UUUTA,Male,77,No,0,Stockton,95206,37.902422,-121.440029,0,3,None,Yes,2.98,No,Yes,Fiber Optic,3,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.9,260.9,0,0,8.94,269.84,Churned,Price,Price too high
6164-HAQTX,Male,46,No,0,Boonville,95415,39.025867,-123.381544,0,71,None,No,,,Yes,DSL,20,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,53.95,3888.65,0,0,0,3888.65,Stayed,,
6164-HXUGH,Female,40,Yes,1,Raymond,93653,37.252057,-119.95783,1,6,Offer E,Yes,6.48,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.85,119.3,0,0,38.88,158.18,Stayed,,
6166-ILMNY,Female,46,No,0,Tomales,94971,38.240769,-122.901041,0,2,None,Yes,26.44,No,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.75,144.55,0,0,52.88,197.43,Churned,Competitor,Competitor had better devices
6166-YIPFO,Male,33,Yes,0,Douglas City,96024,40.586588,-122.903677,8,72,Offer A,No,,,Yes,DSL,12,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,64.7,4746.05,0,140,0,4886.05,Stayed,,
6168-WFVVF,Female,69,No,0,San Diego,92126,32.886925,-117.152162,0,3,None,Yes,5.54,No,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.3,235.5,0,0,16.62,252.12,Churned,Competitor,Competitor made better offer
6168-YBYNP,Male,19,No,0,Newhall,91321,34.370378,-118.504118,0,59,Offer B,Yes,48.12,Yes,Yes,Fiber Optic,51,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,111.35,6519.75,0,0,2839.08,9358.83,Stayed,,
6169-PGNCD,Female,61,No,0,Westwood,96137,40.271535,-121.018087,0,57,None,Yes,6.45,No,Yes,DSL,3,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,74.3,4166.35,0,0,367.65,4534,Stayed,,
6169-PPETC,Male,42,Yes,1,Brentwood,94513,37.908242,-121.682472,8,35,None,Yes,47.33,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.5,759.35,0,0,1656.55,2415.9,Stayed,,
6171-ZTVYB,Male,42,Yes,0,San Diego,92104,32.741499,-117.127409,1,43,None,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,Stayed,,
6172-FECYY,Male,55,Yes,0,Antioch,94509,37.980057,-121.801599,1,49,Offer B,Yes,39.6,Yes,Yes,Fiber Optic,20,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,84.5,4254.85,0,0,1940.4,6195.25,Churned,Competitor,Competitor offered more data
6173-GOLSU,Male,79,Yes,0,Oak View,93022,34.404544,-119.302118,4,67,Offer A,Yes,7.2,Yes,Yes,Fiber Optic,23,No,No,No,No,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,94.65,6079,0,0,482.4,6561.4,Stayed,,
6173-ITPWD,Male,26,Yes,0,Heber,92249,32.730583,-115.501083,1,47,Offer B,Yes,17.54,Yes,Yes,Fiber Optic,59,No,Yes,Yes,No,No,No,Yes,No,Month-to-Month,Yes,Bank Withdrawal,83.35,4065,0,140,824.38,5029.38,Churned,Dissatisfaction,Product dissatisfaction
6174-NRBTZ,Male,44,No,0,Murrieta,92563,33.581045,-117.14719,0,46,None,No,,,Yes,Cable,19,Yes,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,30.75,1489.3,0,0,0,1489.3,Stayed,,
6175-IRFIT,Male,32,No,0,Bangor,95914,39.396585,-121.38029,0,5,None,Yes,32.91,No,Yes,Fiber Optic,24,No,No,No,No,No,Yes,Yes,No,Month-to-Month,No,Credit Card,78.75,426.35,0,10,164.55,600.9,Stayed,,
6176-YJWAS,Male,43,Yes,0,Potter Valley,95469,39.408634,-123.045516,1,72,Offer A,Yes,38.3,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,97.95,7114.25,0,0,2757.6,9871.85,Stayed,,
6177-PEVRA,Female,58,No,0,Corcoran,93212,36.04533,-119.532424,0,48,None,Yes,13.03,No,Yes,DSL,5,Yes,Yes,No,No,No,No,No,Yes,Two Year,No,Credit Card,55.5,2627.35,0,0,625.44,3252.79,Stayed,,
6178-KFNHS,Female,34,No,0,Hughson,95326,37.5923,-120.853288,0,12,Offer D,Yes,35.8,Yes,Yes,Fiber Optic,25,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.3,909.25,0,0,429.6,1338.85,Churned,Competitor,Competitor offered higher download speeds
6179-GJPSO,Female,67,No,0,Escondido,92027,33.141265,-116.967221,0,43,None,Yes,31.83,No,Yes,Fiber Optic,10,Yes,Yes,No,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,108.15,4600.7,0,0,1368.69,5969.39,Churned,Competitor,Competitor made better offer
6180-YBIQI,Male,35,No,0,Santa Monica,90404,34.026334,-118.474222,0,5,Offer E,No,,,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,24.3,100.2,0,0,0,100.2,Stayed,,
6181-AXXYF,Male,54,Yes,2,Pico Rivera,90660,33.989524,-118.089299,3,72,Offer A,Yes,47.69,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.75,1859.1,0,0,3433.68,5292.78,Stayed,,
6184-DYUOB,Female,28,Yes,0,Palermo,95968,39.435756,-121.552071,5,3,None,Yes,41.9,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.6,55.25,0,0,125.7,180.95,Joined,,
6185-TASNN,Male,71,No,0,Chula Vista,91913,32.64164,-116.985026,0,1,Offer E,Yes,11.51,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,46.3,46.3,0,0,11.51,57.81,Joined,,
6188-UXBBR,Female,47,Yes,0,Fresno,93720,36.878709,-119.7645,1,38,Offer C,Yes,10.54,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.25,814.75,0,0,400.52,1215.27,Stayed,,
6194-HBGQN,Male,22,No,0,Taft,93268,35.184837,-119.402525,0,51,None,Yes,34.75,Yes,Yes,Cable,59,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,81.15,4126.2,0,0,1772.25,5898.45,Stayed,,
6195-MELTI,Male,57,No,0,Pleasant Hill,94523,37.95338,-122.076886,0,57,None,Yes,9.32,No,Yes,DSL,20,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,54.65,3134.7,0,0,531.24,3665.94,Stayed,,
6196-HBOBZ,Male,31,Yes,0,Winnetka,91306,34.209532,-118.577563,9,65,None,Yes,30.44,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,99.35,6347.55,0,0,1978.6,8326.15,Stayed,,
6198-PNNSZ,Female,54,Yes,0,Valley Springs,95252,38.156971,-120.849231,9,56,Offer B,Yes,37.76,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,109.8,6109.65,0,0,2114.56,8224.21,Stayed,,
6198-RTPMF,Female,46,Yes,0,Oregon House,95962,39.342587,-121.249833,10,17,Offer D,Yes,9.22,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,92.6,1579.7,0,0,156.74,1736.44,Stayed,,
6198-ZFIOJ,Female,50,No,0,Willits,95490,39.492046,-123.375818,0,5,None,Yes,19.3,Yes,Yes,Fiber Optic,25,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,75.6,402.5,0,10,96.5,509,Stayed,,
6199-IPCAO,Female,62,Yes,2,Tehachapi,93561,35.073777,-118.652112,8,29,None,Yes,5.35,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,26.1,692.55,0,0,155.15,847.7,Stayed,,
6199-IWKGC,Female,71,Yes,0,Benton,93512,37.653947,-118.231443,5,46,None,Yes,21.46,Yes,Yes,Fiber Optic,15,No,No,No,Yes,Yes,Yes,No,Yes,One Year,No,Bank Withdrawal,100.25,4753.85,0,0,987.16,5741.01,Stayed,,
6202-DYYFX,Female,64,No,0,West Covina,91792,34.024405,-117.898722,0,22,Offer D,Yes,19.72,Yes,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,-5,1783.6,0,0,433.84,2217.44,Stayed,,
6202-JVYEU,Male,28,No,0,Chino,91710,33.990646,-117.663025,0,9,None,Yes,4.02,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.9,164.6,0,0,36.18,200.78,Stayed,,
6203-HBZPA,Male,57,No,0,Forestville,95436,38.499302,-122.92444,0,52,None,No,,,Yes,DSL,18,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,63.9,3334.95,0,0,0,3334.95,Stayed,,
6204-IEUXJ,Female,30,No,0,Yorba Linda,92886,33.897253,-117.792202,0,3,Offer E,Yes,40.67,No,Yes,Fiber Optic,58,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,80.1,217.55,0,0,122.01,339.56,Churned,Attitude,Attitude of service provider
6207-WIOLX,Female,27,Yes,0,Avalon,90704,33.391181,-118.421305,6,25,Offer C,No,,,Yes,DSL,48,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,58.6,1502.65,4.48,0,0,1498.17,Churned,Attitude,Attitude of support person
6210-KBBPI,Male,67,No,0,West Covina,91790,34.066964,-117.937007,0,9,None,Yes,10.66,Yes,Yes,Fiber Optic,15,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,99.45,919.4,0,0,95.94,1015.34,Churned,Competitor,Competitor had better devices
6211-WHMYA,Female,77,No,0,Chula Vista,91915,32.605012,-116.97595,0,64,None,No,,,Yes,DSL,21,No,Yes,No,Yes,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,43.85,2751,0,30,0,2781,Stayed,,
6211-WWLTF,Male,46,Yes,0,Oakhurst,93644,37.648647,-119.231447,3,63,Offer B,Yes,26.81,No,Yes,Fiber Optic,6,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,99.7,6330.4,0,0,1689.03,8019.43,Stayed,,
6212-ATMLK,Female,42,No,0,Rancho Cucamonga,91701,34.132275,-117.611478,0,50,None,Yes,49.14,Yes,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,95.7,4729.75,0,140,2457,7326.75,Stayed,,
6214-EDAKZ,Female,32,Yes,1,Elverta,95626,38.734997,-121.463719,1,22,None,Yes,5.26,No,Yes,DSL,19,No,Yes,No,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,55.15,1206.05,0,30,115.72,1351.77,Churned,Dissatisfaction,Service dissatisfaction
6215-NQCPY,Male,53,No,0,Yreka,96097,41.764869,-122.671316,0,15,Offer D,Yes,10.12,Yes,Yes,Fiber Optic,15,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.7,1566.75,0,0,151.8,1718.55,Stayed,,
6217-KDYWC,Male,58,No,0,Lomita,90717,33.794209,-118.317354,0,57,None,Yes,5.71,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.6,1170.55,0,0,325.47,1496.02,Stayed,,
6217-TOWGS,Female,29,Yes,0,San Jose,95113,37.333851,-121.891147,5,17,Offer D,Yes,7.6,Yes,Yes,DSL,52,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,75.4,1322.55,0,0,129.2,1451.75,Stayed,,
6218-KNUBD,Male,58,No,0,Lodi,95242,38.128087,-121.4078,0,6,None,Yes,10.88,No,Yes,Cable,8,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,59.45,357.6,0,0,65.28,422.88,Stayed,,
6221-AVQYL,Male,37,No,0,Glendale,91203,34.153338,-118.262974,0,2,None,Yes,2.96,Yes,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,73.25,131.05,0,0,5.92,136.97,Churned,Price,Price too high
6223-DHJGV,Female,56,No,0,Los Angeles,90056,33.987945,-118.370442,0,42,None,Yes,23.25,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.65,958.1,0,0,976.5,1934.6,Stayed,,
6227-FBDXH,Male,50,Yes,0,Essex,92332,34.9436,-115.287901,10,69,Offer A,Yes,3.81,Yes,Yes,Fiber Optic,4,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,99.5,6841.45,0,0,262.89,7104.34,Stayed,,
6227-HWPWX,Female,40,No,0,Victorville,92392,34.486835,-117.362274,0,15,Offer D,Yes,4.67,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69,994.8,0,0,70.05,1064.85,Churned,Competitor,Competitor had better devices
6229-LSCKB,Male,69,No,0,Encino,91436,34.152875,-118.486056,0,6,Offer E,Yes,48.32,No,Yes,Fiber Optic,11,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.7,497.6,0,0,289.92,787.52,Stayed,,
6229-UOLQL,Male,24,Yes,2,White Water,92282,33.972293,-116.654195,8,56,Offer B,No,,,Yes,Cable,41,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,52,2884.9,0,0,0,2884.9,Stayed,,
6230-BSUXY,Female,71,No,0,Paramount,90723,33.897122,-118.164432,0,1,None,Yes,42.5,No,Yes,Fiber Optic,8,No,No,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85,85,0,0,42.5,127.5,Churned,Dissatisfaction,Network reliability
6231-WFGFH,Male,39,Yes,2,Benicia,94510,38.113533,-122.11926,4,4,None,Yes,3.63,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,20.5,77.6,0,0,14.52,92.12,Stayed,,
6233-HXJMX,Female,42,No,0,Alpine,91901,32.827184,-116.703729,0,45,Offer B,Yes,13.82,Yes,Yes,Fiber Optic,8,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,89.3,4192.15,0,0,621.9,4814.05,Stayed,,
6234-PFPXL,Male,42,Yes,0,Sacramento,95829,38.486502,-121.334051,6,22,None,Yes,35.62,Yes,Yes,Fiber Optic,29,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Credit Card,95.9,2234.95,0,0,783.64,3018.59,Stayed,,
6234-RAAPL,Female,60,Yes,0,Los Angeles,90038,34.088017,-118.327168,7,72,None,Yes,23.66,Yes,Yes,Fiber Optic,26,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,99.9,7251.7,0,0,1703.52,8955.22,Stayed,,
6235-VDHOM,Female,77,No,0,Riverside,92509,34.004379,-117.447864,0,5,Offer E,No,,,Yes,DSL,26,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,28.45,131.05,0,0,0,131.05,Churned,Dissatisfaction,Limited range of services
6240-EURKS,Female,27,No,0,Plymouth,95669,38.489273,-120.891614,0,18,None,No,,,Yes,DSL,85,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,35,553,0,70,0,623,Churned,Competitor,Competitor offered more data
6242-FEGFD,Male,43,Yes,0,Stratford,93266,36.175255,-119.813805,5,66,None,Yes,36.55,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,96.6,6424.25,0,0,2412.3,8836.55,Stayed,,
6242-MBHPK,Female,67,Yes,0,Hathaway Pines,95233,38.184914,-120.364085,1,23,None,Yes,41.88,No,Yes,Fiber Optic,12,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,95.1,2326.05,0,0,963.24,3289.29,Stayed,,
6242-SGYTS,Male,19,Yes,3,Oakland,94603,37.739113,-122.175602,6,62,Offer B,Yes,15.76,Yes,Yes,Fiber Optic,59,Yes,Yes,No,No,Yes,No,Yes,Yes,One Year,Yes,Credit Card,94.95,5791.85,0,0,977.12,6768.97,Stayed,,
6243-OZGFH,Female,47,No,0,Vista,92084,33.22784,-117.200024,0,23,None,No,,,Yes,DSL,14,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,44.95,996.85,25.84,40,0,1011.01,Stayed,,
6244-BESBM,Male,61,Yes,1,Geyserville,95441,38.731771,-123.064272,6,69,None,Yes,12.02,No,Yes,Fiber Optic,30,No,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,95.2,6671.7,0,0,829.38,7501.08,Stayed,,
6248-BSHKG,Male,42,Yes,3,Soledad,93960,36.414216,-121.360597,7,61,Offer B,Yes,31.49,No,No,,,,,,,,,,,One Year,No,Credit Card,20.4,1226.45,0,0,1920.89,3147.34,Stayed,,
6248-TKCQV,Female,37,Yes,0,Upper Lake,95485,39.220368,-122.907693,5,70,None,Yes,43.81,Yes,Yes,DSL,17,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,80.6,5460.2,0,0,3066.7,8526.9,Stayed,,
6250-CGGUN,Male,41,No,0,Esparto,95627,38.834469,-122.127193,0,54,Offer B,Yes,30.66,No,Yes,Fiber Optic,18,Yes,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,84.4,4484.05,0,0,1655.64,6139.69,Stayed,,
6252-DFGTK,Female,64,Yes,0,O Neals,93645,37.140104,-119.657092,1,37,None,Yes,30.36,Yes,Yes,DSL,11,Yes,No,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,68.1,2479.25,0,0,1123.32,3602.57,Stayed,,
6253-GNHWH,Female,63,Yes,3,Pacific Palisades,90272,34.079449,-118.548306,9,71,None,Yes,45.81,Yes,Yes,DSL,52,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,71.1,5224.95,0,0,3252.51,8477.46,Stayed,,
6253-WRFHY,Male,59,Yes,1,Marshall,94940,38.129308,-122.834815,1,13,None,Yes,13.32,No,Yes,DSL,21,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,64.75,877.35,0,0,173.16,1050.51,Stayed,,
6257-DTAYD,Male,27,Yes,0,Fallbrook,92028,33.362575,-117.299644,1,71,Offer A,Yes,3.86,Yes,Yes,Fiber Optic,85,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,104.15,7365.3,0,0,274.06,7639.36,Stayed,,
6257-RJOHI,Male,58,No,0,San Diego,92110,32.76501,-117.19938,0,4,Offer E,Yes,1.88,No,Yes,DSL,21,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.8,202.3,0,0,7.52,209.82,Stayed,,
6258-NGCNG,Male,54,No,0,Compton,90220,33.88151,-118.234451,0,7,Offer E,Yes,1.41,Yes,No,,,,,,,,,,,Month-to-Month,No,Credit Card,23.5,173,0,0,9.87,182.87,Stayed,,
6258-PVZWJ,Male,38,Yes,0,Clio,96106,39.745805,-120.580882,1,68,Offer A,Yes,11.83,Yes,Yes,DSL,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,90.8,6302.85,0,0,804.44,7107.29,Stayed,,
6259-WJQLC,Male,77,No,0,Pacifica,94044,37.573633,-122.455167,0,32,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,Stayed,,
6260-ONULR,Male,55,No,0,Middletown,95461,38.787446,-122.58675,0,1,None,Yes,42.19,No,Yes,Cable,29,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,62.8,62.8,0,0,42.19,104.99,Joined,,
6260-XLACS,Male,49,No,0,Casmalia,93429,34.866032,-120.536546,0,4,None,Yes,23.04,No,No,,,,,,,,,,,One Year,No,Credit Card,19.7,117.8,0,0,92.16,209.96,Stayed,,
6261-LHRTG,Female,27,No,0,Upland,91786,34.105493,-117.660934,0,26,None,Yes,39.84,No,Yes,Cable,42,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.75,1406.9,0,0,1035.84,2442.74,Stayed,,
6261-RCVNS,Female,22,No,0,Rodeo,94572,38.027218,-122.23463,0,42,Offer B,Yes,5.75,No,Yes,DSL,53,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,73.9,3160.55,0,0,241.5,3402.05,Churned,Price,Price too high
6265-FRMTQ,Male,56,No,0,Scotia,95565,40.440636,-124.098739,0,31,None,Yes,25.58,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.4,609.1,0,0,792.98,1402.08,Stayed,,
6265-SXWBU,Male,35,Yes,2,Shingletown,96088,40.497441,-121.827524,9,69,None,Yes,42.45,Yes,Yes,Fiber Optic,27,No,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Credit Card,95.75,6511.25,0,0,2929.05,9440.3,Stayed,,
6266-QHOJZ,Female,47,No,0,Lomita,90717,33.794209,-118.317354,0,65,None,Yes,38.33,Yes,Yes,Fiber Optic,7,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,89.85,5844.65,0,0,2491.45,8336.1,Stayed,,
6267-DCFFZ,Female,68,Yes,0,Madeline,96119,41.042003,-120.506086,8,30,Offer C,Yes,47.75,Yes,Yes,Fiber Optic,27,No,Yes,No,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,90.05,2627.2,0,0,1432.5,4059.7,Stayed,,
6270-OMFIW,Male,33,Yes,0,Valley Springs,95252,38.156971,-120.849231,9,60,Offer B,Yes,47.4,No,Yes,Cable,29,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,94.4,5610.25,0,0,2844,8454.25,Churned,Attitude,Attitude of support person
6275-YDUVO,Female,62,No,0,Orosi,93647,36.600185,-119.175655,0,2,Offer E,Yes,24.05,No,Yes,Fiber Optic,27,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,-5,178.7,0,0,48.1,226.8,Churned,Attitude,Attitude of service provider
6278-FEPBZ,Female,57,No,0,San Bernardino,92410,34.106922,-117.297553,0,9,Offer E,Yes,2.6,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.25,186.15,0,0,23.4,209.55,Stayed,,
6281-FKEWS,Female,58,No,0,Berry Creek,95916,39.657228,-121.37778,0,44,None,No,,,Yes,Cable,3,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,49.05,2265,0,0,0,2265,Stayed,,
6283-GITPX,Male,20,No,3,Beaumont,92223,33.946982,-116.977672,0,71,Offer A,Yes,4.76,No,Yes,DSL,52,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,76.9,5522.7,0,0,337.96,5860.66,Stayed,,
6284-AHOOQ,Male,71,No,0,Avenal,93204,35.916943,-120.129921,0,22,None,Yes,46.11,Yes,Yes,Fiber Optic,27,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.5,1910.6,0,0,1014.42,2925.02,Churned,Other,Don't know
6284-KMNUF,Female,33,Yes,0,Twentynine Palms,92278,34.457829,-116.139589,10,56,Offer B,Yes,37.5,Yes,Yes,Fiber Optic,11,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,98,5270.6,0,0,2100,7370.6,Stayed,,
6285-FTQBF,Male,53,Yes,3,Hawthorne,90250,33.914775,-118.348083,4,72,Offer A,Yes,36.82,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.55,1867.7,0,0,2651.04,4518.74,Stayed,,
6286-SUUWT,Male,44,No,0,Arnold,95223,38.32153,-120.236358,0,1,Offer E,Yes,27.08,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.95,19.95,0,0,27.08,47.03,Joined,,
6286-ZHAOK,Female,47,Yes,7,Firebaugh,93622,36.785618,-120.625382,6,20,Offer D,Yes,36.85,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,25.55,507.4,0,0,737,1244.4,Stayed,,
6288-CHQJB,Female,21,Yes,0,San Bernardino,92405,34.142747,-117.300864,3,54,Offer B,Yes,28.17,No,Yes,DSL,76,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,69.95,3871.85,0,0,1521.18,5393.03,Stayed,,
6288-LBEAR,Female,22,No,0,Yountville,94599,38.421458,-122.365048,0,23,None,Yes,15.18,No,Yes,Fiber Optic,46,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.1,1783.75,0,0,349.14,2132.89,Stayed,,
6289-CPNLD,Male,33,Yes,0,Temecula,92591,33.540604,-117.10909,3,33,Offer C,Yes,33.32,No,Yes,DSL,4,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,73.9,2405.05,0,0,1099.56,3504.61,Churned,Competitor,Competitor had better devices
6292-TOSSS,Male,64,No,0,Mt Baldy,91759,34.231318,-117.662032,0,50,Offer B,Yes,47.16,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.9,1195.25,0,0,2358,3553.25,Stayed,,
6295-OSINB,Male,20,Yes,0,Samoa,95564,40.809636,-124.189977,2,72,Offer A,Yes,6.89,Yes,Yes,Fiber Optic,73,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,109.65,7880.25,0,10,496.08,8386.33,Stayed,,
6296-DDOOR,Female,19,No,0,Laguna Beach,92651,33.570023,-117.773669,0,19,None,Yes,24.35,No,Yes,Cable,69,No,Yes,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,58.2,1045.25,0,0,462.65,1507.9,Stayed,,
6297-NOOPG,Female,41,Yes,0,Temecula,92592,33.507255,-117.029473,4,70,None,Yes,28.54,Yes,Yes,Fiber Optic,23,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.5,7752.05,0,0,1997.8,9749.85,Stayed,,
6298-QDFNH,Male,48,No,0,Banning,92220,33.936298,-116.849577,0,22,None,Yes,19.19,Yes,Yes,Fiber Optic,17,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.35,1730.35,0,0,422.18,2152.53,Churned,Dissatisfaction,Product dissatisfaction
6300-BWMJX,Female,45,Yes,0,Valencia,91355,34.43987,-118.644609,1,59,None,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,Stayed,,
6302-JGYRJ,Male,37,No,0,Chico,95928,39.681488,-121.83721,0,31,None,Yes,6.71,Yes,Yes,DSL,3,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,79.45,2587.7,0,0,208.01,2795.71,Churned,Dissatisfaction,Product dissatisfaction
6303-KFWSL,Female,28,No,0,Los Angeles,90071,34.052917,-118.255178,0,29,None,Yes,39.35,Yes,Yes,DSL,69,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,55.25,1620.2,0,0,1141.15,2761.35,Stayed,,
6304-IJFSQ,Male,63,No,0,Calipatria,92233,33.143826,-115.497485,0,3,None,Yes,46.57,No,Yes,Cable,16,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.9,130.1,0,0,139.71,269.81,Churned,Other,Moved
6305-YLBMM,Male,50,No,0,Hood,95639,38.375325,-121.507935,0,69,None,Yes,2.52,No,Yes,Fiber Optic,24,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.05,7262,0,0,173.88,7435.88,Churned,Attitude,Attitude of service provider
6308-CQRBU,Female,32,Yes,0,Zenia,95595,40.170357,-123.417298,7,71,None,Yes,29.78,Yes,Yes,Fiber Optic,22,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,109.25,7707.7,0,0,2114.38,9822.08,Stayed,,
6311-UEUME,Female,37,No,0,Los Angeles,90025,34.046174,-118.446333,0,29,None,Yes,44.33,No,Yes,Fiber Optic,7,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.9,2384.15,0,0,1285.57,3669.72,Churned,Price,Extra data charges
6313-GIDIT,Male,73,No,0,Point Arena,95468,38.911299,-123.609588,0,53,None,No,,,Yes,DSL,25,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.45,2854.55,20.16,0,0,2834.39,Churned,Price,Price too high
6317-YPKDH,Female,54,No,0,Glendale,91202,34.167926,-118.267539,0,1,Offer E,No,,,Yes,DSL,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,29.95,29.95,0,0,0,29.95,Churned,Competitor,Competitor had better devices
6319-IEJWJ,Male,63,Yes,0,Camarillo,93012,34.205504,-118.993111,1,20,None,Yes,49.69,No,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.2,1776.55,0,0,993.8,2770.35,Churned,Other,Moved
6319-QSUSR,Female,57,No,1,Oceanside,92056,33.194742,-117.29032,0,11,Offer D,Yes,44.88,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.7,216.2,0,0,493.68,709.88,Stayed,,
6322-HRPFA,Male,42,Yes,2,Los Angeles,90026,34.078991,-118.263804,3,49,Offer B,Yes,5.29,No,Yes,Cable,30,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,59.6,2970.3,0,0,259.21,3229.51,Stayed,,
6322-PJJDJ,Male,58,Yes,0,Markleeville,96120,38.735789,-119.85798,8,49,Offer B,Yes,36.3,No,Yes,Fiber Optic,9,No,Yes,No,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,94.8,4690.65,0,70,1778.7,6539.35,Stayed,,
6323-AYBRX,Male,51,No,0,Ontario,91762,34.057256,-117.667677,0,59,None,Yes,26.63,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.35,1099.6,14.22,0,1571.17,2656.55,Churned,Price,Price too high
6326-MTTXK,Male,56,No,0,Yuba City,95993,39.075694,-121.70606,0,8,Offer E,Yes,3.27,Yes,Yes,Fiber Optic,6,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,100.85,819.55,0,0,26.16,845.71,Churned,Attitude,Attitude of service provider
6328-ZPBGN,Female,67,No,0,Riverbank,95367,37.734971,-120.954271,0,11,None,Yes,3.62,Yes,Yes,Fiber Optic,22,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.15,997.65,0,0,39.82,1037.47,Churned,Price,Extra data charges
6330-JKLPC,Male,42,Yes,0,Somis,93066,34.297628,-119.014627,3,11,Offer D,Yes,11.5,Yes,Yes,Fiber Optic,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.5,896.9,0,0,126.5,1023.4,Churned,Dissatisfaction,Product dissatisfaction
6331-EWIEB,Male,49,No,0,El Monte,91731,34.079934,-118.046695,0,20,Offer D,Yes,1.36,Yes,Yes,Fiber Optic,25,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.25,1734.5,0,0,27.2,1761.7,Churned,Other,Moved
6331-LWDTQ,Male,49,No,0,Rialto,92377,34.156758,-117.404686,0,10,None,Yes,33.75,Yes,Yes,DSL,11,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,72.15,794.25,0,80,337.5,1211.75,Churned,Dissatisfaction,Limited range of services
6332-FBZRI,Male,39,Yes,1,Sacramento,95864,38.585826,-121.376263,6,67,None,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,Stayed,,
6333-YDVLT,Male,61,No,0,Oakland,94607,37.80707,-122.297401,0,65,None,Yes,33.11,Yes,Yes,Fiber Optic,10,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,110,7138.65,0,0,2152.15,9290.8,Stayed,,
6338-AVWCY,Male,19,No,0,Escondido,92027,33.141265,-116.967221,0,3,None,No,,,Yes,DSL,26,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,40.15,130.75,0,0,0,130.75,Churned,Competitor,Competitor made better offer
6339-DKLMK,Female,27,No,0,Corona,92879,33.893823,-117.531446,0,13,Offer D,No,,,Yes,DSL,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,31.65,389.95,0,0,0,389.95,Stayed,,
6339-RZCBJ,Male,45,No,0,Colton,92324,34.030915,-117.273201,0,48,None,Yes,3.59,No,Yes,DSL,10,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,78.9,3771.5,0,0,172.32,3943.82,Stayed,,
6339-TBELP,Male,53,No,0,Fillmore,93015,34.408161,-118.865111,0,71,None,Yes,6.75,Yes,Yes,Fiber Optic,15,No,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,86.4,6172,0,0,479.25,6651.25,Stayed,,
6339-YPSAH,Male,54,No,0,Tehama,96090,40.021787,-122.127576,0,9,None,Yes,1.85,No,Yes,Fiber Optic,22,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,73.8,704.3,0,50,16.65,770.95,Stayed,,
6340-DACFT,Female,37,Yes,3,Madeline,96119,41.042003,-120.506086,10,50,None,Yes,10.13,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.55,1070.25,0,0,506.5,1576.75,Stayed,,
6341-AEVKX,Female,37,Yes,0,Ontario,91762,34.057256,-117.667677,5,62,Offer B,Yes,44.95,No,Yes,Fiber Optic,5,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.3,6613.65,0,0,2786.9,9400.55,Stayed,,
6341-JVQGF,Female,26,Yes,0,Van Nuys,91406,34.195685,-118.490752,2,31,None,Yes,39.34,No,Yes,DSL,41,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,81.15,2545.75,0,0,1219.54,3765.29,Stayed,,
6344-SFJVH,Female,41,No,0,Shasta Lake,96019,40.692523,-122.369876,0,20,None,No,,,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,24.9,505.95,0,0,0,505.95,Stayed,,
6345-FZOQH,Male,40,Yes,0,La Canada Flintridge,91011,34.234912,-118.153729,3,69,Offer A,Yes,30.86,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.9,1363.45,0,0,2129.34,3492.79,Stayed,,
6345-HOVES,Male,59,No,0,Los Osos,93402,35.279984,-120.824288,0,34,None,No,,,Yes,Cable,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,25.05,852.7,0,0,0,852.7,Stayed,,
6345-ULYRW,Male,68,Yes,0,Laguna Beach,92651,33.570023,-117.773669,1,44,None,Yes,24.62,Yes,Yes,Cable,14,No,Yes,No,No,No,Yes,Yes,Yes,One Year,No,Credit Card,88.4,3912.9,0,0,1083.28,4996.18,Churned,Competitor,Competitor made better offer
6347-DCUIK,Male,28,No,0,Los Angeles,90043,33.988543,-118.334081,0,10,Offer D,Yes,29.24,Yes,Yes,Fiber Optic,85,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,74.15,811.8,0,0,292.4,1104.2,Churned,Attitude,Attitude of support person
6348-SNFUS,Male,30,Yes,0,Granada Hills,91344,34.291273,-118.505104,5,72,Offer A,No,,,Yes,Cable,47,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,55.45,4179.2,0,0,0,4179.2,Stayed,,
6349-JDHQP,Female,62,No,0,Fowler,93625,36.625792,-119.672483,0,53,None,Yes,18.81,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.85,1049.6,0,0,996.93,2046.53,Stayed,,
6350-XFYGW,Male,80,No,0,Ferndale,95536,40.4785,-124.301372,0,4,None,Yes,19,No,Yes,Fiber Optic,17,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,94.75,422.4,0,0,76,498.4,Stayed,,
6351-SCJKT,Male,32,No,0,Santa Cruz,95062,36.974575,-121.991149,0,3,None,No,,,Yes,Cable,25,Yes,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,41.35,107.25,0,0,0,107.25,Joined,,
6352-GIGGQ,Male,19,No,0,Escondido,92027,33.141265,-116.967221,0,67,Offer A,Yes,37.32,Yes,Yes,DSL,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,88.8,5903.15,0,0,2500.44,8403.59,Stayed,,
6352-TWCAU,Female,32,No,0,San Diego,92130,32.957195,-117.202542,0,35,None,Yes,19.07,Yes,Yes,Fiber Optic,17,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.45,3029.1,0,0,667.45,3696.55,Churned,Competitor,Competitor made better offer
6353-BRMMA,Female,62,Yes,3,Angwin,94508,38.542448,-122.419923,3,54,Offer B,Yes,42.35,Yes,Yes,Fiber Optic,76,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.1,5645.8,0,0,2286.9,7932.7,Stayed,,
6356-ELRKD,Female,29,No,0,Rancho Mirage,92270,33.763678,-116.429928,0,1,None,Yes,6.67,No,Yes,Fiber Optic,27,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.6,95.6,0,0,6.67,102.27,Churned,Other,Don't know
6357-JJPQT,Female,48,No,0,San Gabriel,91776,34.089927,-118.095645,0,3,None,Yes,26.86,No,Yes,Fiber Optic,5,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,80.5,232.35,0,0,80.58,312.93,Joined,,
6358-LYNGM,Male,26,No,0,Mariposa,95338,37.526791,-119.99437,0,1,Offer E,Yes,1.84,Yes,Yes,Fiber Optic,76,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,74.9,0,0,1.84,76.74,Churned,Other,Moved
6360-SVNWV,Female,72,No,0,Big Creek,93605,37.17277,-119.2997,0,31,None,Yes,47.48,No,Yes,Fiber Optic,8,Yes,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,73.55,2094.65,0,0,1471.88,3566.53,Stayed,,
6362-QHAFM,Male,53,Yes,0,Sacramento,95825,38.590035,-121.412455,1,42,None,Yes,42.45,Yes,Yes,Fiber Optic,11,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,108.3,4586.15,0,0,1782.9,6369.05,Stayed,,
6365-HITVU,Female,24,Yes,2,Santa Fe Springs,90670,33.933565,-118.062611,5,71,None,Yes,48.08,No,Yes,Cable,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,87.25,6328.7,0,0,3413.68,9742.38,Stayed,,
6365-MTGZX,Male,44,No,0,Glendale,91206,34.162515,-118.203869,0,24,None,Yes,24.76,No,Yes,Fiber Optic,2,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96,2122.45,0,0,594.24,2716.69,Churned,Competitor,Competitor had better devices
6366-XIVKZ,Female,40,Yes,3,San Jose,95122,37.32886,-121.834567,3,13,None,Yes,39.2,No,Yes,Cable,25,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,63.15,816.8,0,0,509.6,1326.4,Stayed,,
6366-ZGQGL,Male,60,No,0,Pomona,91766,34.042286,-117.756106,0,1,Offer E,No,,,Yes,Cable,29,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,24.8,24.8,0,0,0,24.8,Churned,Dissatisfaction,Service dissatisfaction
6368-NWMCE,Female,61,No,0,Merced,95340,37.255637,-120.493537,0,38,None,Yes,21.19,Yes,Yes,DSL,24,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,68.15,2656.3,0,0,805.22,3461.52,Stayed,,
6368-TZZDT,Male,62,Yes,2,Vacaville,95687,38.333133,-121.920151,8,4,None,Yes,3.57,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.5,96.85,0,0,14.28,111.13,Stayed,,
6369-MCAKO,Female,50,Yes,1,Monterey Park,91755,34.049172,-118.115022,4,68,Offer A,Yes,47.91,Yes,Yes,DSL,23,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,89.05,6185.8,0,0,3257.88,9443.68,Stayed,,
6370-ZVHDV,Female,52,Yes,0,Buellton,93427,34.631362,-120.238218,1,61,Offer B,Yes,40.37,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.3,1554.9,0,0,2462.57,4017.47,Stayed,,
6371-NZYEG,Male,38,Yes,0,Long Beach,90814,33.771612,-118.143866,9,16,None,Yes,23.31,No,Yes,DSL,27,Yes,No,Yes,No,Yes,No,No,Yes,Two Year,No,Credit Card,64.25,1024,0,0,372.96,1396.96,Stayed,,
6372-RFVNS,Female,55,Yes,0,Placentia,92870,33.881158,-117.854783,1,1,Offer E,Yes,28.04,No,Yes,Fiber Optic,30,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,78.8,78.8,0,0,28.04,106.84,Churned,Attitude,Attitude of service provider
6374-AFWOX,Male,23,Yes,0,Long Beach,90815,33.797638,-118.11662,3,46,None,Yes,46.71,No,Yes,Cable,41,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,65.65,3047.15,0,0,2148.66,5195.81,Stayed,,
6374-NTQLP,Male,67,Yes,2,Trinity Center,96091,41.081847,-122.700545,4,72,None,Yes,16.82,No,Yes,Fiber Optic,25,Yes,No,Yes,Yes,Yes,Yes,No,No,Two Year,Yes,Credit Card,104.1,7447.7,0,40,1211.04,8698.74,Stayed,,
6376-GAHQE,Male,48,No,0,Dutch Flat,95714,39.197215,-120.83679,0,4,Offer E,Yes,42.8,No,Yes,Fiber Optic,28,No,No,No,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,77.85,299.2,0,10,171.2,480.4,Churned,Other,Don't know
6377-KSLXC,Male,31,No,0,Fair Oaks,95628,38.652065,-121.25441,0,5,None,Yes,24.16,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.95,107.05,0,0,120.8,227.85,Stayed,,
6377-WHAOX,Female,48,Yes,0,Gualala,95445,38.848082,-123.50608,5,60,Offer B,Yes,9.98,Yes,Yes,Fiber Optic,22,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.15,6411.25,0,0,598.8,7010.05,Stayed,,
6379-RXJRQ,Male,42,Yes,0,Modesto,95358,37.612612,-121.108568,1,10,None,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,Churned,Dissatisfaction,Network reliability
6380-ARCEH,Male,19,No,0,Inglewood,90304,33.936827,-118.359824,0,1,Offer E,Yes,41.1,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.2,20.2,0,0,41.1,61.3,Joined,,
6383-ZTSIW,Female,77,Yes,0,Gustine,95322,37.147198,-121.120161,6,39,None,Yes,9.13,No,Yes,Fiber Optic,18,Yes,Yes,No,No,Yes,Yes,No,Yes,One Year,No,Mailed Check,99.1,3877.95,0,0,356.07,4234.02,Stayed,,
6384-VMJHP,Female,23,No,0,Bethel Island,94511,38.050558,-121.646924,0,72,Offer A,Yes,23.02,No,Yes,Cable,69,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,73,5265.2,0,0,1657.44,6922.64,Stayed,,
6386-SZZKH,Female,38,Yes,0,San Diego,92126,32.886925,-117.152162,1,49,None,Yes,6.45,Yes,Yes,Fiber Optic,10,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,107.95,5293.2,0,0,316.05,5609.25,Churned,Competitor,Competitor made better offer
6388-TABGU,Male,48,No,0,Los Angeles,90011,34.00709,-118.258681,0,62,Offer B,Yes,7.96,No,Yes,DSL,8,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,56.15,3487.95,0,0,493.52,3981.47,Stayed,,
6390-DSAZX,Female,21,No,0,San Diego,92122,32.85723,-117.209774,0,1,None,Yes,6.19,No,Yes,Fiber Optic,52,Yes,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,73.6,73.6,0,0,6.19,79.79,Churned,Competitor,Competitor made better offer
6393-WRYZE,Female,35,Yes,0,Bridgeville,95526,40.372532,-123.525626,1,34,None,Yes,43.33,Yes,Yes,Fiber Optic,16,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,97.65,3207.55,0,0,1473.22,4680.77,Churned,Other,Don't know
6394-HHHZM,Male,27,No,0,Little River,95456,39.245911,-123.77214,0,3,Offer E,Yes,38.41,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.7,57.5,0,0,115.23,172.73,Joined,,
6394-MFYNG,Female,20,No,0,Solana Beach,92075,33.001813,-117.263628,0,48,None,Yes,5.19,Yes,Yes,Fiber Optic,47,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,107.4,5121.3,0,0,249.12,5370.42,Churned,Attitude,Attitude of support person
6397-JNZZG,Female,70,Yes,0,Adin,96006,41.171578,-120.913161,1,43,Offer B,No,,,Yes,DSL,21,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,No,Credit Card,55.55,2342.2,0,0,0,2342.2,Churned,Competitor,Competitor had better devices
6400-BWQKW,Female,51,No,0,San Mateo,94402,37.556634,-122.317723,0,6,None,Yes,19.74,Yes,Yes,Fiber Optic,27,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.05,434.5,0,0,118.44,552.94,Churned,Dissatisfaction,Network reliability
6402-EJMWF,Male,33,No,0,San Jacinto,92583,33.796568,-116.924723,0,4,None,Yes,21.03,No,Yes,DSL,3,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,55.3,238.5,0,0,84.12,322.62,Stayed,,
6402-SSEJG,Female,31,No,0,Ben Lomond,95005,37.078873,-122.090386,0,25,None,No,,,Yes,DSL,9,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,61.05,1540.2,0,0,0,1540.2,Stayed,,
6402-ZFPPI,Female,75,No,0,Fair Oaks,95628,38.652065,-121.25441,0,25,None,Yes,36.5,Yes,Yes,Fiber Optic,30,Yes,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,102.8,2660.2,0,0,912.5,3572.7,Churned,Price,Price too high
6407-GSJNL,Female,56,No,0,Fontana,92337,34.049671,-117.468896,0,51,Offer B,Yes,44.35,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.95,1288,0,0,2261.85,3549.85,Stayed,,
6407-UTSLV,Female,76,No,0,Compton,90222,33.912246,-118.236773,0,2,None,Yes,32.98,No,Yes,Fiber Optic,14,No,Yes,No,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,83.8,163.7,0,0,65.96,229.66,Joined,,
6408-OTUBZ,Female,44,No,0,Glendale,91208,34.195386,-118.238508,0,66,Offer A,Yes,16.39,Yes,Yes,Fiber Optic,26,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,104.55,6779.05,0,0,1081.74,7860.79,Stayed,,
6408-WHTEF,Male,45,Yes,2,Valyermo,93563,34.39583,-117.734568,7,72,None,Yes,2.75,Yes,Yes,DSL,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,89.4,6376.55,0,0,198,6574.55,Stayed,,
6410-LEFEN,Female,38,No,0,San Diego,92108,32.774046,-117.142454,0,9,None,Yes,15.62,No,Yes,DSL,2,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.15,416.45,0,0,140.58,557.03,Churned,Dissatisfaction,Product dissatisfaction
6413-XKKPU,Male,54,Yes,0,Sierra City,96125,39.600599,-120.636358,1,17,None,Yes,19.19,No,Yes,Fiber Optic,22,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.4,1539.45,0,0,326.23,1865.68,Churned,Dissatisfaction,Service dissatisfaction
6416-JNVRK,Female,50,No,0,Gardena,90248,33.876482,-118.284077,0,46,Offer B,Yes,2.03,No,Yes,Cable,7,No,No,No,No,No,Yes,Yes,Yes,One Year,No,Credit Card,55.65,2688.85,0,0,93.38,2782.23,Stayed,,
6416-TVAIH,Male,39,Yes,0,San Francisco,94127,37.736535,-122.45732,1,1,Offer E,Yes,30.62,No,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,68.5,68.5,0,0,30.62,99.12,Churned,Competitor,Competitor offered more data
6416-YJTTB,Male,20,No,0,Downieville,95936,39.578792,-120.780786,0,11,Offer D,Yes,8.48,No,Yes,Fiber Optic,52,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.5,795.65,0,0,93.28,888.93,Stayed,,
6418-HNFED,Male,33,Yes,0,Huntington Beach,92648,33.679659,-118.016195,1,51,Offer B,Yes,40.34,No,Yes,DSL,9,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,83.25,4089.45,0,0,2057.34,6146.79,Stayed,,
6418-PIQSP,Female,49,Yes,0,Perris,92570,33.787298,-117.320676,6,62,Offer B,Yes,13.32,No,Yes,Cable,22,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Mailed Check,81,4985.9,0,0,825.84,5811.74,Stayed,,
6419-ZTTLE,Male,69,Yes,0,Yountville,94599,38.421458,-122.365048,2,23,None,Yes,45.83,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,20.75,485.2,37.64,0,1054.09,1501.65,Stayed,,
6421-SZVEM,Female,30,Yes,1,Carson,90745,33.822295,-118.26411,4,28,Offer C,Yes,16.13,No,Yes,Fiber Optic,69,Yes,No,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,82.85,2320.8,0,0,451.64,2772.44,Stayed,,
6424-ELEYH,Female,39,Yes,0,Lebec,93243,34.845861,-118.885163,1,3,Offer E,Yes,35.18,Yes,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.75,229.5,0,0,105.54,335.04,Churned,Competitor,Competitor had better devices
6425-JWTDV,Male,43,Yes,0,Boron,93516,34.95703,-117.73045,5,48,Offer B,Yes,15.95,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.25,855.1,0,0,765.6,1620.7,Stayed,,
6425-YQLLO,Female,68,Yes,0,Pinole,94564,37.996462,-122.293716,1,66,None,Yes,27.75,Yes,Yes,Fiber Optic,11,No,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Credit Card,105.95,6975.25,0,0,1831.5,8806.75,Churned,Other,Don't know
6427-FEFIG,Female,63,Yes,3,South San Francisco,94080,37.654436,-122.426468,8,24,Offer C,Yes,21.43,Yes,Yes,DSL,56,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,78.6,1846.65,0,0,514.32,2360.97,Stayed,,
6429-SHBCB,Male,54,No,0,Maxwell,95955,39.281194,-122.226568,0,19,Offer D,Yes,13.76,Yes,Yes,DSL,4,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,69.6,1394.55,0,0,261.44,1655.99,Stayed,,
6432-TWQLB,Male,51,Yes,0,Rosemead,91770,34.065108,-118.082791,1,5,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,Churned,Dissatisfaction,Network reliability
6434-TTGJP,Male,49,Yes,2,Geyserville,95441,38.731771,-123.064272,2,10,Offer D,No,,,Yes,Cable,24,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,53.7,521,22.97,0,0,498.03,Stayed,,
6435-SRWBJ,Female,21,No,0,Los Angeles,90068,34.137411,-118.328915,0,5,Offer E,Yes,29.74,Yes,Yes,Fiber Optic,42,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,82.75,417.75,0,0,148.7,566.45,Stayed,,
6435-VWCCY,Male,71,Yes,0,Oro Grande,92368,34.647959,-117.296957,3,65,Offer B,Yes,27.14,Yes,Yes,Fiber Optic,26,Yes,Yes,No,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,92.7,5968.4,0,0,1764.1,7732.5,Stayed,,
6437-UDQJM,Female,72,Yes,0,Los Angeles,90023,34.017697,-118.200577,5,72,None,Yes,47.4,Yes,Yes,DSL,28,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,84.1,6129.65,0,0,3412.8,9542.45,Stayed,,
6437-UKHMV,Female,31,No,0,Moreno Valley,92557,33.970661,-117.255039,0,7,None,Yes,28.92,No,Yes,Fiber Optic,16,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.7,586.05,0,0,202.44,788.49,Churned,Attitude,Attitude of support person
6439-GTPCA,Female,29,No,0,San Diego,92129,32.961064,-117.134917,0,45,None,Yes,4.48,Yes,Yes,Cable,51,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,87.25,3941.7,0,0,201.6,4143.3,Churned,Competitor,Competitor made better offer
6439-LAJXL,Male,47,Yes,0,Echo Lake,95721,38.851842,-120.076204,2,9,Offer E,Yes,34.64,No,Yes,DSL,7,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,68.95,593.85,0,0,311.76,905.61,Stayed,,
6439-PKTRR,Female,50,Yes,2,San Diego,92121,32.898613,-117.202937,6,70,Offer A,Yes,4.11,Yes,Yes,Cable,16,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,80.7,5617.95,0,0,287.7,5905.65,Stayed,,
6440-DKQGE,Male,52,No,0,Carson,90746,33.859171,-118.252272,0,30,Offer C,Yes,27.88,No,Yes,Cable,6,No,Yes,Yes,No,Yes,No,No,No,One Year,No,Credit Card,64.5,1929.95,0,0,836.4,2766.35,Stayed,,
6445-TNRXS,Male,61,Yes,1,Richmond,94805,37.941456,-122.320968,5,68,Offer A,Yes,32.59,Yes,Yes,Fiber Optic,24,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,114.7,7849.85,0,0,2216.12,10065.97,Stayed,,
6447-EGDIV,Female,23,No,0,Santa Monica,90401,34.015481,-118.493231,0,31,None,Yes,31.79,No,No,,,,,,,,,,,One Year,No,Mailed Check,20.95,683.25,0,0,985.49,1668.74,Stayed,,
6447-GORXK,Male,20,No,3,San Diego,92128,33.000269,-117.072093,0,31,Offer C,No,,,Yes,Cable,51,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25,789.2,22.4,0,0,766.8,Stayed,,
6457-GIRWB,Male,57,No,0,Carlsbad,92008,33.148116,-117.306043,0,1,None,Yes,22.03,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.35,69.35,0,0,22.03,91.38,Churned,Attitude,Attitude of service provider
6457-USBER,Male,34,No,0,San Diego,92121,32.898613,-117.202937,0,1,None,Yes,41.77,No,Yes,Fiber Optic,15,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.8,80.8,0,0,41.77,122.57,Churned,Competitor,Competitor made better offer
6458-CYIDZ,Female,72,No,0,Albion,95410,39.225694,-123.717354,0,5,Offer E,Yes,36.27,No,Yes,Fiber Optic,17,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.7,374.8,0,0,181.35,556.15,Stayed,,
6461-PPAXN,Female,20,Yes,0,Napa,94559,38.232389,-122.324944,5,35,None,Yes,42.18,No,Yes,Cable,59,Yes,No,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,54.95,1916,0,0,1476.3,3392.3,Stayed,,
6461-SZMCV,Female,46,Yes,0,Corte Madera,94925,37.924014,-122.511694,7,71,None,Yes,9.06,Yes,Yes,DSL,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,87.95,6365.35,0,0,643.26,7008.61,Stayed,,
6463-HHXJR,Female,61,Yes,2,Lemon Cove,93244,36.462671,-118.997291,5,71,Offer A,Yes,36.5,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,100.5,7030.65,0,0,2591.5,9622.15,Stayed,,
6463-MVYRY,Female,67,No,0,Palo Alto,94301,37.444314,-122.149996,0,57,Offer B,Yes,11.23,No,Yes,DSL,30,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,69.85,4003,0,0,640.11,4643.11,Stayed,,
6464-KEXXH,Male,55,No,0,Fillmore,93015,34.408161,-118.865111,0,8,None,No,,,Yes,Cable,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,25.25,186.3,0,0,0,186.3,Stayed,,
6465-GSRCL,Female,19,No,2,Plymouth,95669,38.489273,-120.891614,0,67,Offer A,Yes,18.74,Yes,Yes,Fiber Optic,59,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.6,7244.7,0,0,1255.58,8500.28,Stayed,,
6467-CHFZW,Male,61,Yes,1,Los Angeles,90028,34.099869,-118.326843,1,47,None,Yes,31.35,Yes,Yes,Fiber Optic,16,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.35,4749.15,0,0,1473.45,6222.6,Churned,Competitor,Competitor had better devices
6469-MRVET,Male,32,Yes,0,Van Nuys,91401,34.178483,-118.431791,8,1,None,Yes,44.69,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,-3,20.2,0,0,44.69,64.89,Joined,,
6469-QJKZW,Female,35,Yes,0,Arroyo Grande,93420,35.176236,-120.483243,5,4,None,Yes,45.84,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.15,91.4,0,0,183.36,274.76,Stayed,,
6473-ULUHT,Male,22,Yes,2,San Diego,92126,32.886925,-117.152162,5,16,Offer D,Yes,9.16,Yes,Yes,DSL,59,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,84.9,1398.25,0,0,146.56,1544.81,Stayed,,
6474-FVJLC,Male,61,No,0,Sherman Oaks,91423,34.146957,-118.432138,0,2,Offer E,Yes,43.47,Yes,Yes,Fiber Optic,30,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86,165.45,0,0,86.94,252.39,Churned,Attitude,Attitude of support person
6475-VHUIZ,Female,47,Yes,0,Myers Flat,95554,40.267158,-123.805913,6,23,Offer D,Yes,38.93,No,Yes,Cable,4,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.25,1221.55,0,0,895.39,2116.94,Stayed,,
6476-EPYZR,Male,57,Yes,1,Wishon,93669,37.287758,-119.548156,6,12,None,Yes,46.06,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.5,255.5,0,0,552.72,808.22,Stayed,,
6476-YHMGA,Female,63,Yes,1,Benton,93512,37.653947,-118.231443,5,15,None,Yes,39.77,No,Yes,DSL,18,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,76.5,1155.6,0,0,596.55,1752.15,Stayed,,
6478-HRRCZ,Male,47,Yes,0,Stirling City,95978,39.904002,-121.527823,7,32,None,Yes,44.45,No,Yes,DSL,6,Yes,Yes,No,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,70.5,2201.75,0,0,1422.4,3624.15,Stayed,,
6479-OAUSD,Male,41,No,0,Mokelumne Hill,95245,38.304194,-120.592431,0,25,Offer C,Yes,7.17,No,No,,,,,,,,,,,One Year,No,Credit Card,19.9,510.8,0,0,179.25,690.05,Stayed,,
6479-SZPLM,Male,26,Yes,2,Anaheim,92805,33.830209,-117.906099,2,36,None,Yes,32.3,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.45,754.5,0,0,1162.8,1917.3,Stayed,,
6479-VDGRK,Female,46,Yes,1,Cardiff By The Sea,92007,33.015866,-117.272254,0,72,None,Yes,36.13,No,Yes,Cable,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,85.3,6129.2,0,0,2601.36,8730.56,Stayed,,
6480-YAGIY,Male,57,No,0,San Francisco,94117,37.770533,-122.445121,0,45,None,Yes,28.72,No,Yes,Fiber Optic,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,112.2,5031.85,0,0,1292.4,6324.25,Stayed,,
6481-ESCNL,Female,33,No,0,Clayton,94517,37.881842,-121.848111,0,29,None,Yes,10.67,Yes,Yes,Fiber Optic,12,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,100.55,2878.75,0,0,309.43,3188.18,Stayed,,
6481-LXPWL,Male,61,Yes,1,Palo Alto,94306,37.416159,-122.131337,1,56,None,No,,,Yes,DSL,28,No,Yes,Yes,No,No,No,No,No,One Year,Yes,Credit Card,36.1,1971.5,0,60,0,2031.5,Stayed,,
6481-OGDOO,Male,31,Yes,0,San Diego,92129,32.961064,-117.134917,1,67,Offer A,Yes,30.75,No,Yes,Fiber Optic,5,Yes,Yes,No,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,90.6,6056.15,0,0,2060.25,8116.4,Churned,Competitor,Competitor made better offer
6483-OATDN,Male,47,Yes,1,Monrovia,91016,34.1528,-118.000482,7,8,None,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,Stayed,,
6484-LATFU,Male,20,No,0,Linden,95236,38.047746,-121.030499,0,68,None,Yes,5.84,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.55,1657.4,0,0,397.12,2054.52,Stayed,,
6485-QXWWE,Female,51,No,3,Old Station,96071,40.656287,-121.428965,0,62,Offer B,Yes,2.83,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,26,1638.7,0,0,175.46,1814.16,Stayed,,
6486-LHTMA,Female,67,Yes,0,California City,93505,35.151491,-117.927597,1,31,None,Yes,44.26,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,90.7,2835.5,0,0,1372.06,4207.56,Stayed,,
6490-FGZAT,Male,33,No,0,Strathmore,93267,36.141319,-119.129075,0,6,Offer E,Yes,32.34,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.65,109.3,0,0,194.04,303.34,Stayed,,
6496-JDSSB,Female,24,No,0,Oak Park,91377,34.19225,-118.776874,0,8,None,Yes,39.92,No,Yes,Fiber Optic,73,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80,624.6,0,0,319.36,943.96,Stayed,,
6496-SLWHQ,Male,68,No,0,Moraga,94556,37.827946,-122.107185,0,3,Offer E,Yes,35.43,Yes,Yes,Fiber Optic,18,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,105,294.45,0,0,106.29,400.74,Churned,Attitude,Attitude of support person
6497-TILVL,Female,20,Yes,2,La Mirada,90638,33.902045,-118.008961,1,7,None,Yes,25.64,No,Yes,DSL,71,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.7,350.35,0,0,179.48,529.83,Stayed,,
6500-JVEGC,Male,56,No,0,Lakewood,90715,33.841027,-118.078097,0,68,None,Yes,11.22,Yes,Yes,Fiber Optic,7,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,101.35,7110.75,0,0,762.96,7873.71,Stayed,,
6502-HCJTI,Male,78,Yes,0,Lakewood,90712,33.840524,-118.148403,0,7,None,Yes,9.7,Yes,Yes,Fiber Optic,17,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.7,673.1,0,0,67.9,741,Churned,Attitude,Attitude of service provider
6502-KUGLL,Female,29,Yes,2,El Monte,91732,34.074492,-118.01462,4,14,Offer D,Yes,42.64,No,Yes,DSL,69,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,59.45,780.85,0,0,596.96,1377.81,Stayed,,
6502-MJQAE,Male,27,No,0,Escondido,92027,33.141265,-116.967221,0,1,None,Yes,46.21,No,Yes,Fiber Optic,58,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.6,69.6,0,0,46.21,115.81,Churned,Competitor,Competitor made better offer
6504-VBLFL,Male,38,Yes,0,Madeline,96119,41.042003,-120.506086,9,55,Offer B,Yes,6.63,No,Yes,DSL,23,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,58.6,3068.6,0,0,364.65,3433.25,Stayed,,
6505-OZNPG,Female,21,No,0,Annapolis,95412,38.731055,-123.316553,0,6,None,No,,,Yes,Cable,52,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Mailed Check,63.4,348.8,0,10,0,358.8,Stayed,,
6506-EYCNH,Female,27,Yes,3,Montclair,91763,34.072121,-117.698319,9,28,None,Yes,15.85,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.55,543.8,0,0,443.8,987.6,Stayed,,
6507-DTJZV,Male,50,No,1,Cardiff By The Sea,92007,33.015866,-117.272254,0,13,Offer D,Yes,30.19,No,Yes,DSL,17,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,66.4,831.75,0,0,392.47,1224.22,Stayed,,
6507-ZJSUR,Male,76,Yes,0,Albion,95410,39.225694,-123.717354,6,23,None,Yes,46.82,No,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,No,No,One Year,Yes,Bank Withdrawal,90.45,2117.25,0,30,1076.86,3224.11,Stayed,,
6508-NJYRO,Male,36,Yes,0,Carlsbad,92009,33.098018,-117.258203,5,15,None,Yes,14.27,No,No,,,,,,,,,,,One Year,No,Credit Card,18.8,294.95,0,0,214.05,509,Stayed,,
6509-TSGWN,Female,42,Yes,2,Fallbrook,92028,33.362575,-117.299644,1,37,None,Yes,31.83,Yes,No,,,,,,,,,,,Month-to-Month,No,Credit Card,26.45,911.6,0,0,1177.71,2089.31,Stayed,,
6510-UPNKS,Female,21,No,0,Emigrant Gap,95715,39.23754,-120.720196,0,23,None,Yes,43.77,Yes,No,,,,,,,,,,,One Year,No,Credit Card,24.8,615.35,0,0,1006.71,1622.06,Stayed,,
6513-EECDB,Male,75,Yes,0,San Francisco,94114,37.758085,-122.434801,0,1,None,Yes,36.92,Yes,Yes,Fiber Optic,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.55,73.55,0,0,36.92,110.47,Churned,Price,Price too high
6516-NKQBO,Male,28,Yes,0,Corona,92882,33.819385,-117.600213,1,38,None,Yes,22.05,No,Yes,Cable,73,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,81,3084.9,0,0,837.9,3922.8,Stayed,,
6518-KZXCB,Male,61,No,0,Cassel,96016,40.936285,-121.572692,0,22,Offer D,Yes,4.79,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.25,566.5,0,0,105.38,671.88,Stayed,,
6518-LGAOV,Female,60,Yes,0,San Diego,92121,32.898613,-117.202937,1,38,None,Yes,19.08,Yes,Yes,Fiber Optic,4,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105,4026.4,0,0,725.04,4751.44,Churned,Other,Don't know
6518-PPLMZ,Male,38,Yes,3,Clio,96106,39.745805,-120.580882,8,53,None,Yes,25.32,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.4,1110.35,0,0,1341.96,2452.31,Stayed,,
6519-CFDBX,Female,31,No,0,Torrance,90505,33.807882,-118.347957,0,2,None,Yes,10.81,No,Yes,Cable,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.4,80.95,0,0,21.62,102.57,Joined,,
6519-ZHPXP,Female,51,Yes,2,Sacramento,95824,38.517295,-121.439819,1,72,None,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,Stayed,,
6521-YYTYI,Male,59,No,0,Navarro,95463,39.182916,-123.552571,0,1,Offer E,Yes,7.99,Yes,Yes,Fiber Optic,30,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.3,93.3,0,0,7.99,101.29,Churned,Other,Moved
6522-OIQSX,Female,60,Yes,3,Alta,95701,39.218096,-120.79153,4,69,Offer A,No,,,Yes,Cable,56,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,54.95,3772.5,0,0,0,3772.5,Stayed,,
6522-YRBXD,Male,68,Yes,0,Anaheim,92802,33.807864,-117.923782,3,35,Offer C,Yes,20.44,Yes,Yes,Fiber Optic,18,Yes,Yes,No,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,94.55,3365.4,0,0,715.4,4080.8,Stayed,,
6527-PZFPV,Male,19,Yes,2,Los Angeles,90023,34.017697,-118.200577,6,24,Offer C,Yes,25.84,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.8,469.65,0,0,620.16,1089.81,Stayed,,
6532-YLWSI,Female,25,Yes,0,Crescent Mills,95934,40.080342,-120.957805,1,53,Offer B,Yes,37.85,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.8,1021.8,0,0,2006.05,3027.85,Churned,Price,Price too high
6537-OTKMY,Male,52,No,0,Covelo,95428,39.83307,-123.178765,0,15,Offer D,No,,,Yes,DSL,14,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,50.75,688.2,32.55,0,0,655.65,Stayed,,
6537-QLGEX,Female,34,No,0,Mammoth Lakes,93546,37.550074,-118.837167,0,16,None,No,,,Yes,DSL,30,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,38.9,664.4,0,0,0,664.4,Stayed,,
6538-POCHL,Male,59,No,0,Mountain Center,92561,33.638645,-116.55783,0,33,Offer C,Yes,17.63,No,Yes,Fiber Optic,19,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79,2576.8,0,0,581.79,3158.59,Stayed,,
6542-LWGXJ,Male,46,Yes,0,Pixley,93256,35.957019,-119.330928,1,3,Offer E,No,,,Yes,DSL,12,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25,78.25,0,0,0,78.25,Joined,,
6543-CPZMK,Male,32,Yes,0,Ventura,93001,34.360261,-119.306383,1,9,Offer E,No,,,Yes,DSL,9,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,29.95,248.95,0,10,0,258.95,Churned,Competitor,Competitor offered more data
6543-JXSOO,Female,30,Yes,0,Clipper Mills,95930,39.562239,-121.14836,5,23,Offer D,Yes,12.88,No,Yes,DSL,41,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,57.75,1282.85,0,0,296.24,1579.09,Stayed,,
6543-XRMYR,Female,73,No,0,Stockton,95209,38.044523,-121.348048,0,30,None,Yes,43.61,Yes,Yes,Fiber Optic,8,No,Yes,No,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,99.7,2967.35,0,80,1308.3,4355.65,Churned,Dissatisfaction,Product dissatisfaction
6546-OPBBH,Male,40,Yes,3,Santa Ana,92704,33.719869,-117.907063,1,51,None,Yes,42.55,Yes,No,,,,,,,,,,,One Year,Yes,Credit Card,23.95,1216.35,0,0,2170.05,3386.4,Stayed,,
6549-BTYPG,Female,19,Yes,0,Sebastopol,95472,38.398815,-122.861923,5,60,None,No,,,Yes,DSL,69,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,60.8,3603.45,0,0,0,3603.45,Stayed,,
6549-NNDYT,Female,59,No,0,Fresno,93720,36.878709,-119.7645,0,13,None,No,,,Yes,Cable,7,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.85,394.1,0,0,0,394.1,Stayed,,
6549-YMFAW,Male,70,Yes,0,Los Olivos,93441,34.70434,-120.02609,1,9,None,Yes,1.66,No,No,,,,,,,,,,,One Year,Yes,Credit Card,21.25,204.55,0,0,14.94,219.49,Stayed,,
6551-GNYDG,Female,33,Yes,1,Long Beach,90808,33.823943,-118.111335,7,14,None,Yes,40.22,No,Yes,Fiber Optic,19,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.9,1152.8,0,0,563.08,1715.88,Stayed,,
6551-VLJMV,Male,44,Yes,0,Hemet,92543,33.739415,-116.968339,6,34,Offer C,Yes,4.42,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.05,679,0,0,150.28,829.28,Stayed,,
6551-ZCOTS,Male,73,No,0,Torrance,90503,33.840399,-118.353714,0,33,Offer C,Yes,3.15,Yes,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,24.9,847.8,0,0,103.95,951.75,Stayed,,
6556-DBKZF,Female,38,Yes,1,Chula Vista,91915,32.605012,-116.97595,6,71,None,Yes,9.4,No,Yes,Fiber Optic,10,No,No,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,76.05,5436.45,0,0,667.4,6103.85,Stayed,,
6557-BZXLQ,Male,66,No,0,Cabazon,92230,33.929812,-116.76058,0,16,Offer D,Yes,22.9,No,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,69.65,1043.3,0,0,366.4,1409.7,Stayed,,
6559-ILWKJ,Male,44,Yes,0,Fresno,93722,36.78979,-119.929894,1,71,None,No,,,Yes,Cable,25,No,Yes,No,No,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,49.35,3515.25,0,100,0,3615.25,Churned,Dissatisfaction,Product dissatisfaction
6559-PDZLR,Male,26,No,0,Desert Center,92239,33.889605,-115.257009,0,26,None,Yes,37,No,Yes,Fiber Optic,76,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.65,2537,0,0,962,3499,Stayed,,
6559-RAKOZ,Male,61,Yes,1,Orange Cove,93646,36.633498,-119.298895,7,49,Offer B,Yes,16.02,Yes,Yes,Fiber Optic,18,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,97.95,4917.9,0,0,784.98,5702.88,Stayed,,
6563-VNPMN,Female,80,No,0,Sylmar,91342,34.321621,-118.399841,0,45,None,Yes,4.14,No,Yes,Fiber Optic,20,Yes,Yes,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,85.7,3778.1,0,50,186.3,4014.4,Stayed,,
6563-VRERX,Male,63,Yes,0,San Diego,92121,32.898613,-117.202937,2,33,None,Yes,34.22,No,No,,,,,,,,,,,One Year,No,Credit Card,20.6,690.25,0,0,1129.26,1819.51,Stayed,,
6567-HOOPW,Female,69,No,0,Folsom,95630,38.672638,-121.147403,0,1,None,Yes,20.06,No,Yes,Fiber Optic,24,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,-7,79.2,0,0,20.06,99.26,Churned,Competitor,Competitor made better offer
6568-POCUI,Female,51,Yes,0,Strawberry Valley,95981,39.58458,-121.093256,3,45,None,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,Stayed,,
6569-KTMDU,Female,28,No,0,Sacramento,95826,38.542532,-121.378826,0,1,None,Yes,5.02,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.1,19.1,0,0,5.02,24.12,Joined,,
6572-ADKRS,Female,19,No,0,Los Angeles,90040,33.994524,-118.149953,0,46,Offer B,Yes,42.44,No,Yes,Fiber Optic,69,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.8,3548.3,0,0,1952.24,5500.54,Stayed,,
6574-MCOEH,Female,47,Yes,2,Escondido,92026,33.21846,-117.116916,2,33,None,Yes,31.59,Yes,Yes,Cable,18,No,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,79.15,2531.4,0,20,1042.47,3593.87,Stayed,,
6575-SUVOI,Female,65,Yes,0,Los Angeles,90062,34.003553,-118.308933,9,25,None,Yes,30.6,Yes,Yes,DSL,2,Yes,No,No,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,69.5,1752.65,0,0,765,2517.65,Stayed,,
6576-FBXOJ,Male,29,Yes,0,Yuba City,95991,39.02741,-121.614982,5,17,Offer D,No,,,Yes,DSL,27,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,54.6,934.8,47.73,0,0,887.07,Stayed,,
6578-KRMAW,Male,22,No,0,Planada,95365,37.329725,-120.306399,0,32,None,Yes,46.33,No,Yes,Fiber Optic,85,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,93.4,2979.3,0,0,1482.56,4461.86,Stayed,,
6579-JPICP,Male,31,No,0,Riverside,92505,33.920907,-117.489426,0,1,None,Yes,17.81,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.4,20.4,0,0,17.81,38.21,Joined,,
6581-NQCBA,Female,36,Yes,0,Snelling,95369,37.521708,-120.426843,1,16,Offer D,No,,,Yes,DSL,29,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.95,810.2,0,0,0,810.2,Churned,Other,Don't know
6582-OIVSP,Female,25,No,0,Glendale,91203,34.153338,-118.262974,0,1,None,Yes,47.36,No,Yes,Cable,41,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.3,45.3,0,0,47.36,92.66,Joined,,
6582-PLFUU,Male,40,Yes,1,Cedarville,96104,41.505916,-120.152505,1,51,Offer B,Yes,28.96,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.55,1086.75,0,0,1476.96,2563.71,Stayed,,
6583-KQJLK,Female,66,Yes,0,Twin Bridges,95735,38.805481,-120.13287,5,15,Offer D,Yes,37.84,No,Yes,Fiber Optic,19,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,94.65,1285.05,0,0,567.6,1852.65,Stayed,,
6583-QGCSI,Female,79,Yes,0,Indian Wells,92210,33.537646,-116.291089,1,50,Offer B,Yes,37.12,Yes,Yes,Fiber Optic,4,No,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,88.05,4367.35,0,100,1856,6323.35,Churned,Competitor,Competitor made better offer
6583-SZVGP,Male,59,No,0,Indio,92203,33.752938,-116.230055,0,48,None,Yes,9.91,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,108.1,5067.45,0,0,475.68,5543.13,Stayed,,
6584-VQMYT,Male,19,No,2,San Jose,95138,37.246064,-121.749494,0,27,Offer C,Yes,2.63,No,Yes,DSL,59,Yes,Yes,No,No,No,No,No,No,One Year,No,Credit Card,56.2,1567.55,0,30,71.01,1668.56,Stayed,,
6585-WCEWR,Male,24,Yes,1,Fresno,93728,36.757345,-119.818274,1,72,None,Yes,22.78,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.35,1354.4,0,0,1640.16,2994.56,Stayed,,
6586-MYGKD,Male,46,Yes,0,Newport Beach,92662,33.606336,-117.893042,1,70,Offer A,Yes,18.26,Yes,Yes,DSL,18,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,76.95,5289.8,0,0,1278.2,6568,Stayed,,
6586-PSJOX,Male,62,No,2,Earlimart,93219,35.858054,-119.305858,0,15,Offer D,Yes,1.63,No,Yes,DSL,11,No,No,Yes,Yes,No,No,No,No,One Year,No,Credit Card,55.2,864.55,0,80,24.45,969,Stayed,,
6591-QGOYB,Male,29,No,0,Surfside,90743,33.728273,-118.085304,0,17,None,Yes,38.78,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,106.65,1672.1,0,0,659.26,2331.36,Stayed,,
6595-COKXZ,Female,63,No,0,Plymouth,95669,38.489273,-120.891614,0,1,Offer E,Yes,48.31,No,Yes,Cable,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,44.45,44.45,0,0,48.31,92.76,Churned,Attitude,Attitude of service provider
6595-YGXIT,Male,71,No,0,Boulder Creek,95006,37.171727,-122.142961,0,25,Offer C,Yes,47.66,Yes,Yes,Fiber Optic,23,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.95,2291.2,0,0,1191.5,3482.7,Churned,Competitor,Competitor made better offer
6598-KELSS,Male,40,No,3,San Diego,92108,32.774046,-117.142454,0,50,Offer B,No,,,Yes,DSL,76,Yes,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,43.05,2208.05,0,0,0,2208.05,Stayed,,
6598-RFFVI,Male,56,No,0,San Bernardino,92405,34.142747,-117.300864,0,2,None,Yes,15.79,No,No,,,,,,,,,,,One Year,No,Credit Card,19.3,28.3,0,0,31.58,59.88,Churned,Price,Long distance charges
6599-CEBNN,Female,63,No,0,San Diego,92122,32.85723,-117.209774,0,34,Offer C,Yes,1.55,No,Yes,Fiber Optic,14,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,73.95,2524.45,0,0,52.7,2577.15,Churned,Competitor,Competitor made better offer
6599-GZWCM,Female,39,No,0,San Jose,95129,37.305622,-122.000887,0,13,None,Yes,42.62,No,Yes,Fiber Optic,15,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,74.65,966.25,0,0,554.06,1520.31,Stayed,,
6599-RCLCJ,Male,54,Yes,0,Fallbrook,92028,33.362575,-117.299644,1,47,Offer B,Yes,7.62,Yes,Yes,Fiber Optic,20,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,109.55,5124.55,0,0,358.14,5482.69,Churned,Competitor,Competitor made better offer
6599-SFQVE,Female,27,No,0,Santa Clara,95051,37.348129,-121.98469,0,6,None,Yes,37.57,No,Yes,Cable,58,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55,340.4,0,0,225.42,565.82,Stayed,,
6603-QWSPR,Female,20,No,0,Galt,95632,38.274451,-121.259201,0,46,Offer B,Yes,5.86,No,Yes,Fiber Optic,82,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.4,4904.2,0,0,269.56,5173.76,Stayed,,
6603-YRDCJ,Male,19,Yes,0,San Francisco,94124,37.731505,-122.384532,3,33,Offer C,Yes,15.89,No,Yes,DSL,52,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,61.05,2018.4,0,0,524.37,2542.77,Stayed,,
6608-QQLVK,Male,35,No,0,Bangor,95914,39.396585,-121.38029,0,1,None,Yes,39.58,No,Yes,DSL,28,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.5,50.5,0,0,39.58,90.08,Churned,Competitor,Competitor made better offer
6609-MXJHJ,Female,39,Yes,2,Long Beach,90808,33.823943,-118.111335,6,30,Offer C,Yes,47.21,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.1,789.55,15.41,0,1416.3,2190.44,Stayed,,
6614-FHDBO,Male,49,No,0,Rancho Cucamonga,91701,34.132275,-117.611478,0,72,None,Yes,35.11,Yes,Yes,Fiber Optic,22,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,109.2,7878.3,0,0,2527.92,10406.22,Stayed,,
6614-VBEGU,Female,23,Yes,0,Loma Linda,92354,34.049315,-117.255974,8,24,Offer C,Yes,44.06,No,Yes,DSL,59,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.45,1614.05,0,0,1057.44,2671.49,Stayed,,
6614-YOLAC,Female,31,Yes,0,Oakland,94602,37.803883,-122.208417,3,71,Offer A,No,,,Yes,Cable,8,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,58.65,4145.25,0,0,0,4145.25,Stayed,,
6614-YWYSC,Male,68,Yes,0,Sultana,93666,36.545353,-119.338535,5,61,None,Yes,19.14,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25,1501.75,0,0,1167.54,2669.29,Stayed,,
6615-NGGZJ,Male,56,No,0,Buellton,93427,34.631362,-120.238218,0,14,None,Yes,36.97,Yes,Yes,Fiber Optic,27,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.55,1415.55,0,0,517.58,1933.13,Churned,Dissatisfaction,Service dissatisfaction
6615-ZGEDR,Male,42,No,0,Smith River,95567,41.950683,-124.097094,0,1,None,Yes,1.91,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.7,19.7,0,0,1.91,21.61,Churned,Attitude,Attitude of service provider
6616-AALSR,Female,23,Yes,1,Citrus Heights,95610,38.69508,-121.271616,5,65,None,Yes,13.17,Yes,Yes,Fiber Optic,59,Yes,No,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,104.3,6725.3,0,70,856.05,7651.35,Stayed,,
6617-WLBQC,Female,51,Yes,3,Beverly Hills,90212,34.062095,-118.401508,3,23,Offer D,Yes,5.7,Yes,Yes,Fiber Optic,30,Yes,No,No,No,No,No,No,Yes,One Year,No,Credit Card,81.85,1810.85,0,0,131.1,1941.95,Stayed,,
6618-RYATB,Female,56,No,0,North Hollywood,91605,34.207295,-118.400022,0,1,Offer E,Yes,5.1,Yes,Yes,Fiber Optic,10,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.55,79.55,0,0,5.1,84.65,Churned,Price,Price too high
6619-RPLQZ,Female,24,Yes,1,June Lake,93529,37.730269,-119.055813,2,45,Offer B,Yes,40.19,No,No,,,,,,,,,,,Two Year,No,Mailed Check,20.85,892.15,0,0,1808.55,2700.7,Stayed,,
6620-HVDUJ,Male,50,No,0,Fresno,93701,36.749403,-119.787574,0,24,Offer C,Yes,23.71,No,Yes,DSL,4,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,60.45,1440.75,0,0,569.04,2009.79,Stayed,,
6620-JDYNW,Female,64,No,0,Leggett,95585,39.873371,-123.741474,0,18,Offer D,Yes,10.97,Yes,Yes,DSL,9,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,60.6,1156.35,0,0,197.46,1353.81,Stayed,,
6621-NRZAK,Female,40,Yes,2,Mount Hamilton,95140,37.382909,-121.634151,7,63,Offer B,Yes,46.9,No,No,,,,,,,,,,,Two Year,No,Credit Card,20,1209.25,0,0,2954.7,4163.95,Stayed,,
6621-YOBKI,Male,46,No,0,San Ardo,93450,35.996008,-120.85305,0,5,None,Yes,31.78,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.35,92.75,0,0,158.9,251.65,Stayed,,
6624-JDRDS,Female,22,No,0,Dos Palos,93620,37.045728,-120.630682,0,6,Offer E,No,,,Yes,Cable,52,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,29.45,161.45,0,0,0,161.45,Stayed,,
6625-FLENO,Male,31,Yes,0,Los Angeles,90002,33.949255,-118.246978,9,58,None,Yes,18.68,No,No,,,,,,,,,,,Two Year,No,Credit Card,-4,1185.95,0,0,1083.44,2269.39,Stayed,,
6625-IUTTT,Male,29,No,0,Fremont,94536,37.572273,-121.964583,0,67,Offer A,Yes,49.74,No,Yes,Cable,41,Yes,No,Yes,No,No,Yes,Yes,No,Two Year,No,Bank Withdrawal,65.55,4361.55,0,40,3332.58,7734.13,Stayed,,
6625-UTXEW,Female,26,Yes,0,Fort Bragg,95437,39.455555,-123.683979,1,12,Offer D,Yes,46.88,No,Yes,Cable,73,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,51.25,612.1,0,0,562.56,1174.66,Stayed,,
6627-CFOSN,Female,54,No,0,Madera,93637,36.902954,-120.194274,0,59,Offer B,Yes,39.42,Yes,Yes,Fiber Optic,12,Yes,Yes,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,99.45,5623.7,0,30,2325.78,7979.48,Stayed,,
6629-CZTTH,Male,62,No,0,Orange,92865,33.828779,-117.848299,0,1,None,Yes,48.22,No,Yes,Cable,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,55.7,55.7,0,0,48.22,103.92,Churned,Dissatisfaction,Product dissatisfaction
6629-LADHQ,Female,42,No,0,Santa Barbara,93109,34.406256,-119.726936,0,2,Offer E,Yes,36.96,No,Yes,DSL,24,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.95,123.05,0,0,73.92,196.97,Joined,,
6630-UJZMY,Female,73,Yes,0,Palo Alto,94306,37.416159,-122.131337,10,4,None,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,Stayed,,
6631-HMANX,Male,39,Yes,0,Kelseyville,95451,38.93496,-122.792243,10,72,None,Yes,31.15,Yes,Yes,Cable,16,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,85.45,6227.5,0,0,2242.8,8470.3,Stayed,,
6633-MPWBS,Male,47,No,0,Woodland,95776,38.694081,-121.694431,0,5,Offer E,Yes,7.31,No,Yes,DSL,18,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.2,216.9,0,0,36.55,253.45,Churned,Competitor,Competitor offered more data
6633-SYEUS,Female,23,No,0,San Diego,92127,33.017518,-117.118456,0,23,None,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,Stayed,,
6635-CPNUN,Male,25,Yes,0,Moreno Valley,92553,33.923149,-117.244933,10,28,None,Yes,33.57,Yes,Yes,Fiber Optic,52,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,96.6,2684.35,0,0,939.96,3624.31,Stayed,,
6635-MYYYZ,Female,59,No,0,Trinity Center,96091,41.081847,-122.700545,0,30,None,Yes,43.01,No,Yes,Cable,4,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,85.35,2530.4,0,20,1290.3,3840.7,Churned,Competitor,Competitor made better offer
6637-KYRCV,Female,22,Yes,1,La Puente,91744,34.031441,-117.936436,1,5,None,No,,,Yes,DSL,59,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.5,167.2,0,0,0,167.2,Stayed,,
6641-XRPSU,Female,61,No,0,San Lorenzo,94580,37.676249,-122.132415,0,34,Offer C,Yes,4.66,No,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70,2416.1,11,0,158.44,2563.54,Churned,Competitor,Competitor offered more data
6645-MXQJT,Male,40,Yes,1,Copperopolis,95228,37.943954,-120.67108,10,2,Offer E,Yes,39.35,No,Yes,Fiber Optic,24,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,97.1,184.15,0,0,78.7,262.85,Joined,,
6646-JPPHA,Female,76,No,0,Fullerton,92832,33.868316,-117.929029,0,14,None,Yes,48.01,No,Yes,Fiber Optic,2,Yes,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,78.85,1043.8,0,50,672.14,1765.94,Stayed,,
6646-QVXLR,Male,77,Yes,0,Napa,94558,38.489789,-122.27011,1,62,None,Yes,7.11,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.75,6383.35,0,0,440.82,6824.17,Churned,Competitor,Competitor had better devices
6646-VRFOL,Male,74,Yes,0,Larkspur,94939,37.937082,-122.532369,1,53,None,Yes,39.36,Yes,Yes,Fiber Optic,23,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,103.85,5485.5,0,0,2086.08,7571.58,Churned,Competitor,Competitor had better devices
6647-ZEDXT,Female,19,No,0,Santa Maria,93455,34.818227,-120.418784,0,30,None,Yes,13.16,Yes,Yes,Fiber Optic,27,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,110.45,3327.05,0,0,394.8,3721.85,Stayed,,
6648-INWPS,Male,30,Yes,3,San Bernardino,92410,34.106922,-117.297553,4,16,Offer D,Yes,38.55,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.15,341.35,0,0,616.8,958.15,Stayed,,
6650-BWFRT,Female,43,Yes,0,Cambria,93428,35.591387,-121.032256,1,72,Offer A,Yes,24.89,Yes,Yes,Fiber Optic,5,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,117.15,8529.5,0,0,1792.08,10321.58,Stayed,,
6650-VJONK,Male,54,No,0,Carson,90746,33.859171,-118.252272,0,1,None,Yes,15.9,No,Yes,Cable,27,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,43.85,43.85,0,10,15.9,69.75,Joined,,
6651-AZVTJ,Male,27,Yes,0,Pomona,91768,34.067932,-117.785168,1,49,None,Yes,46.94,Yes,Yes,Fiber Optic,73,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,99.8,4872.45,0,130,2300.06,7302.51,Churned,Attitude,Attitude of support person
6651-RLGGM,Male,54,Yes,2,Galt,95632,38.274451,-121.259201,2,67,Offer A,Yes,14.54,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,26.3,1688.9,0,0,974.18,2663.08,Stayed,,
6652-YFFJO,Female,42,No,0,Tuolumne,95379,37.939768,-120.188002,0,11,Offer D,Yes,13.56,No,Yes,Cable,17,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,64.9,716.1,0,0,149.16,865.26,Stayed,,
6653-CBBOM,Female,57,No,0,Compton,90221,33.885811,-118.206459,0,1,Offer E,Yes,15.92,No,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.3,70.3,0,0,15.92,86.22,Churned,Dissatisfaction,Service dissatisfaction
6654-QGBZZ,Female,21,No,0,Nevada City,95959,39.333737,-120.858667,0,1,None,Yes,1.5,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.9,19.9,0,0,1.5,21.4,Joined,,
6655-LHBYW,Male,46,No,0,Glendora,91741,34.14649,-117.849815,0,50,Offer B,Yes,19.8,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Credit Card,114.35,5791.1,0,10,990,6791.1,Stayed,,
6656-GULJQ,Male,25,Yes,2,Emigrant Gap,95715,39.23754,-120.720196,4,72,None,Yes,21.21,Yes,Yes,DSL,27,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,83.55,6093.3,0,90,1527.12,7710.42,Stayed,,
6656-JWRQX,Female,60,No,0,San Diego,92124,32.827238,-117.089287,0,1,None,No,,,Yes,DSL,9,No,No,No,Yes,No,No,No,No,Month-to-Month,No,Credit Card,30.55,30.55,0,40,0,70.55,Joined,,
6661-EIPZC,Female,38,Yes,1,Grand Terrace,92313,34.029175,-117.307211,6,48,None,No,,,Yes,DSL,16,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,29.5,1423.05,0,0,0,1423.05,Stayed,,
6661-HBGWL,Female,69,No,0,Mineral,96063,40.408796,-121.579609,0,42,None,Yes,16.22,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,104.75,4323.45,0,0,681.24,5004.69,Churned,Dissatisfaction,Network reliability
6663-JOCQO,Male,55,Yes,0,Wasco,93280,35.652242,-119.4464,7,31,None,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,Stayed,,
6664-FPDAC,Female,77,No,0,San Diego,92115,32.762506,-117.07245,0,56,Offer B,Yes,19.46,Yes,Yes,Fiber Optic,28,No,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,111.95,6418.9,0,0,1089.76,7508.66,Churned,Attitude,Attitude of service provider
6668-CNMFP,Female,24,Yes,3,West Hills,91307,34.199787,-118.68493,1,19,None,Yes,36.92,Yes,Yes,Fiber Optic,52,No,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,89.35,1686.85,0,0,701.48,2388.33,Stayed,,
6670-MFRPK,Male,53,Yes,1,Coalinga,93210,36.186867,-120.387793,5,69,Offer A,Yes,21.56,Yes,Yes,Fiber Optic,17,No,No,Yes,No,No,No,No,Yes,Two Year,Yes,Credit Card,79.2,5420.65,0,0,1487.64,6908.29,Stayed,,
6671-NGWON,Female,43,No,0,Dillon Beach,94929,38.24458,-122.956268,0,7,Offer E,Yes,41.57,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.35,150.6,0,0,290.99,441.59,Stayed,,
6674-KVJHG,Female,50,No,0,Lake Arrowhead,92352,34.2565,-117.19335,0,11,None,Yes,1.87,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,25.2,245.15,0,0,20.57,265.72,Stayed,,
6680-NENYN,Female,24,No,0,San Diego,92122,32.85723,-117.209774,0,43,None,Yes,12.88,Yes,Yes,Fiber Optic,59,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.6,4759.85,0,0,553.84,5313.69,Churned,Competitor,Competitor made better offer
6680-WKXRZ,Female,32,No,0,Antioch,94509,37.980057,-121.801599,0,3,None,Yes,23.82,Yes,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.4,215.8,0,0,71.46,287.26,Churned,Other,Don't know
6681-ZSEXG,Male,34,Yes,0,Rancho Cordova,95742,38.591134,-121.161585,9,56,Offer B,Yes,35.55,Yes,Yes,DSL,17,No,Yes,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,59.5,3389.25,0,0,1990.8,5380.05,Stayed,,
6682-QJDGB,Male,20,No,1,San Diego,92109,32.787836,-117.232376,0,40,None,Yes,8.08,No,Yes,DSL,76,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,55.25,2139.2,0,0,323.2,2462.4,Churned,Competitor,Competitor made better offer
6682-VCIXC,Female,61,Yes,0,Mad River,95552,40.390301,-123.412327,2,43,Offer B,No,,,Yes,Cable,6,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,51.25,2151.6,0,0,0,2151.6,Stayed,,
6683-VLCTZ,Male,73,No,0,San Diego,92129,32.961064,-117.134917,0,20,None,Yes,44.44,Yes,Yes,Fiber Optic,13,No,No,Yes,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,98.55,1842.8,0,120,888.8,2851.6,Churned,Competitor,Competitor made better offer
6685-GBWJZ,Male,59,Yes,0,Los Angeles,90015,34.039224,-118.266293,6,63,None,Yes,46.99,No,Yes,Cable,13,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,70.8,4448.8,0,0,2960.37,7409.17,Stayed,,
6685-XSHHU,Male,45,Yes,2,Keyes,95328,37.555631,-120.911653,9,60,None,Yes,32.12,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,20.95,1270.55,0,0,1927.2,3197.75,Stayed,,
6686-YPGHK,Male,65,No,0,Long Beach,90808,33.823943,-118.111335,0,47,None,Yes,36.58,No,Yes,Fiber Optic,20,Yes,No,No,No,No,Yes,Yes,No,Month-to-Month,No,Credit Card,85.5,4042.3,0,50,1719.26,5811.56,Churned,Other,Moved
6688-UZPWD,Female,36,Yes,0,Palm Springs,92262,33.839989,-116.659215,1,11,None,Yes,7.89,Yes,Yes,Fiber Optic,10,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,102,1145.35,0,0,86.79,1232.14,Churned,Competitor,Competitor offered more data
6689-KXGBO,Female,36,No,0,San Luis Obispo,93401,35.233745,-120.626442,0,1,None,Yes,30.96,No,Yes,DSL,5,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.55,50.55,0,0,30.96,81.51,Churned,Dissatisfaction,Product dissatisfaction
6689-TCZHQ,Female,70,No,0,Claremont,91711,34.127621,-117.717863,0,5,Offer E,Yes,12.27,No,Yes,Fiber Optic,20,No,No,No,No,No,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,78.95,378.4,0,0,61.35,439.75,Churned,Attitude,Attitude of support person
6689-VRRTK,Female,71,No,0,Camarillo,93010,34.227846,-119.079903,0,44,None,Yes,49.75,Yes,Yes,Fiber Optic,2,Yes,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Credit Card,109.8,4860.35,0,0,2189,7049.35,Stayed,,
6691-CCIHA,Female,46,Yes,0,Joshua Tree,92252,34.167236,-116.281511,1,62,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,Stayed,,
6692-UDPJC,Female,61,Yes,1,South El Monte,91733,34.04622,-118.053753,1,14,None,Yes,9.13,Yes,Yes,Fiber Optic,12,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.65,1301,0,0,127.82,1428.82,Churned,Dissatisfaction,Network reliability
6692-YQHXC,Male,43,No,0,Sacramento,95842,38.687367,-121.34848,0,16,None,Yes,27.43,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.95,1205.5,0,0,438.88,1644.38,Stayed,,
6693-DJWTY,Female,46,No,3,Inglewood,90304,33.936827,-118.359824,0,35,None,Yes,12.56,No,Yes,DSL,56,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,-4,2016.45,0,0,439.6,2456.05,Stayed,,
6693-FRIRW,Male,61,No,0,Newport Beach,92661,33.601309,-117.902304,0,18,None,Yes,7.56,No,Yes,Fiber Optic,20,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,101.3,1794.65,0,0,136.08,1930.73,Stayed,,
6695-AMZUF,Female,31,Yes,0,Stockton,95219,38.029729,-121.387999,0,70,Offer A,Yes,31.15,No,Yes,DSL,5,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,86.45,5950.2,0,0,2180.5,8130.7,Stayed,,
6695-FRVEC,Male,60,Yes,0,Burbank,91506,34.169706,-118.323548,1,67,None,Yes,21.17,No,Yes,Cable,13,Yes,No,Yes,Yes,No,No,No,No,Two Year,Yes,Bank Withdrawal,60.4,3953.7,0,40,1418.39,5412.09,Stayed,,
6696-YDAYZ,Male,30,Yes,2,Mt Baldy,91759,34.231318,-117.662032,3,16,Offer D,Yes,27.24,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.5,290.55,0,0,435.84,726.39,Stayed,,
6698-OXETB,Male,60,No,0,Joshua Tree,92252,34.167236,-116.281511,0,11,Offer D,Yes,49.8,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.4,231.45,0,0,547.8,779.25,Stayed,,
6701-DHKWQ,Female,38,Yes,0,Montrose,91020,34.2112,-118.230625,10,61,Offer B,No,,,Yes,DSL,17,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,51.35,3244.4,0,0,0,3244.4,Stayed,,
6701-YVNQG,Male,63,Yes,0,Moreno Valley,92553,33.923149,-117.244933,4,72,Offer A,Yes,47.66,Yes,Yes,DSL,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,88.7,6301.7,0,0,3431.52,9733.22,Stayed,,
6702-OHFWR,Male,75,No,0,Reseda,91335,34.200175,-118.540958,0,1,Offer E,No,,,Yes,DSL,26,No,Yes,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,43.3,43.3,0,0,0,43.3,Churned,Dissatisfaction,Poor expertise of online support
6704-UTUKK,Male,43,Yes,0,Exeter,93221,36.301689,-119.018233,3,29,None,No,,,Yes,DSL,15,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,45.9,1332.4,0,20,0,1352.4,Stayed,,
6705-LNMDD,Male,38,No,0,San Diego,92154,32.578103,-117.012975,0,20,Offer D,Yes,49.81,No,Yes,DSL,4,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,50,1003.05,2.81,0,996.2,1996.44,Stayed,,
6705-LXORM,Female,79,Yes,0,Perris,92570,33.787298,-117.320676,1,5,Offer E,Yes,5.42,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,70.05,302.6,0,0,27.1,329.7,Stayed,,
6710-HSJRD,Male,48,Yes,0,Newport Coast,92657,33.603282,-117.821841,8,61,Offer B,Yes,12.32,Yes,Yes,Fiber Optic,7,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,114.1,7132.15,0,0,751.52,7883.67,Stayed,,
6711-FLDFB,Female,62,No,0,Big Oak Flat,95305,37.818589,-120.256995,0,7,Offer E,Yes,46.79,Yes,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,541.15,0,0,327.53,868.68,Churned,Competitor,Competitor had better devices
6711-VTNRE,Female,42,No,0,Tranquillity,93668,36.635661,-120.288644,0,36,None,Yes,27.72,No,Yes,Fiber Optic,24,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,87.55,3078.1,0,0,997.92,4076.02,Churned,Competitor,Competitor had better devices
6712-OAWRH,Female,79,No,0,San Bernardino,92408,34.084909,-117.258107,0,26,Offer C,Yes,34.69,No,Yes,Fiber Optic,27,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.25,2351.8,0,0,901.94,3253.74,Churned,Attitude,Attitude of support person
6713-OKOMC,Female,42,No,0,Los Angeles,90008,34.008293,-118.346766,0,10,Offer D,No,,,Yes,DSL,8,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,29.75,301.9,0,0,0,301.9,Stayed,,
6715-OFDBP,Male,52,No,0,Palo Alto,94304,37.386978,-122.177746,0,5,None,Yes,14.26,No,Yes,DSL,26,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,70.05,346.4,0,0,71.3,417.7,Churned,Price,Price too high
6718-BDGHG,Female,64,Yes,0,Gold Run,95717,39.170376,-120.838404,6,43,None,Yes,12.98,Yes,Yes,DSL,8,No,No,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,64.85,2908.2,0,0,558.14,3466.34,Stayed,,
6719-FGEDO,Female,27,Yes,0,Whittier,90606,33.976678,-118.065875,1,72,Offer A,Yes,38.79,Yes,Yes,Fiber Optic,42,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,97,7104.2,0,0,2792.88,9897.08,Stayed,,
6719-OXYBR,Male,41,No,0,California City,93505,35.151491,-117.927597,0,15,None,Yes,27.3,No,Yes,Fiber Optic,18,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,85.3,1219.85,0,0,409.5,1629.35,Stayed,,
6723-CEGQI,Female,33,No,2,Bayside,95524,40.825486,-124.049485,0,65,None,No,,,Yes,DSL,25,No,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,45.25,2933.95,0,0,0,2933.95,Stayed,,
6723-WSNTY,Female,73,Yes,0,Del Mar,92014,32.948262,-117.256086,3,66,None,Yes,6.94,Yes,Yes,Fiber Optic,23,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,108.1,7181.95,0,0,458.04,7639.99,Stayed,,
6725-TPKJO,Male,28,No,0,Duncans Mills,95430,38.445603,-123.063756,0,44,None,Yes,47.53,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.05,845.25,15.31,0,2091.32,2921.26,Stayed,,
6726-NNFWD,Female,74,Yes,0,Murrieta,92562,33.548869,-117.334165,10,71,Offer A,Yes,16.26,No,Yes,Fiber Optic,27,No,Yes,Yes,No,No,Yes,No,Yes,Two Year,No,Credit Card,89.45,6435.25,0,0,1154.46,7589.71,Stayed,,
6726-WEXXK,Male,72,Yes,0,Fields Landing,95537,40.726949,-124.217378,7,27,None,Yes,41.11,Yes,Yes,Fiber Optic,14,Yes,No,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,85.9,2220.1,0,0,1109.97,3330.07,Stayed,,
6727-IOTLZ,Male,48,Yes,0,Pasadena,91101,34.146635,-118.139225,3,14,Offer D,Yes,5.17,No,Yes,Cable,25,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,81.95,1181.75,0,0,72.38,1254.13,Stayed,,
6728-CZFEI,Female,28,No,0,Sacramento,95819,38.567594,-121.437507,0,15,None,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,Stayed,,
6728-DKUCO,Female,25,Yes,0,Santa Monica,90405,34.005439,-118.477507,1,72,Offer A,Yes,25.82,Yes,Yes,Fiber Optic,59,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.15,7303.05,0,0,1859.04,9162.09,Stayed,,
6728-VOIFY,Female,20,Yes,0,Palo Cedro,96073,40.582399,-122.195512,5,63,Offer B,Yes,20.51,No,Yes,Fiber Optic,51,No,Yes,No,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,96,6109.75,0,30,1292.13,7431.88,Stayed,,
6728-WYQBC,Male,52,No,0,Escondido,92027,33.141265,-116.967221,0,1,Offer E,Yes,2.29,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.95,20.95,0,0,2.29,23.24,Joined,,
6729-FZWSY,Male,45,No,0,Penn Valley,95946,39.203817,-121.19584,0,67,Offer A,Yes,9.05,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.45,1195.95,0,0,606.35,1802.3,Stayed,,
6729-GDNGC,Female,71,No,0,Westport,95488,39.724433,-123.767578,0,20,None,Yes,21.49,No,Yes,Fiber Optic,4,No,No,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,80.7,1614.2,0,0,429.8,2044,Stayed,,
6732-FZUGP,Female,30,No,0,Berkeley,94705,37.858898,-122.240512,0,47,Offer B,Yes,40.25,Yes,Yes,Fiber Optic,69,Yes,No,Yes,No,Yes,No,No,Yes,One Year,No,Credit Card,94.9,4615.25,0,0,1891.75,6507,Stayed,,
6732-VAILE,Male,33,Yes,0,Montclair,91763,34.072121,-117.698319,10,70,None,Yes,30.06,Yes,Yes,Cable,24,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,85.95,5931.75,0,0,2104.2,8035.95,Stayed,,
6733-LRIZX,Male,42,No,0,Bodega Bay,94923,38.377165,-123.037957,0,35,None,Yes,20.07,Yes,Yes,Fiber Optic,23,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,108.95,4025.5,0,0,702.45,4727.95,Stayed,,
6734-CKRSM,Female,38,No,0,Stirling City,95978,39.904002,-121.527823,0,3,None,Yes,40.2,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20,63.6,0,0,120.6,184.2,Joined,,
6734-FQAJX,Male,65,No,0,Somerset,95684,38.606703,-120.586659,0,67,None,Yes,34.23,No,Yes,Fiber Optic,11,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105.05,7171.7,0,0,2293.41,9465.11,Stayed,,
6734-GMPVK,Male,34,No,0,Santa Maria,93454,34.943523,-120.256729,0,5,Offer E,Yes,44.65,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,105.3,550.6,0,0,223.25,773.85,Stayed,,
6734-JDTTV,Male,55,Yes,1,Manton,96059,40.426679,-121.850421,5,65,Offer B,Yes,33.47,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.85,1267.05,0,0,2175.55,3442.6,Stayed,,
6734-PSBAW,Male,46,Yes,0,Santa Fe Springs,90670,33.933565,-118.062611,1,72,Offer A,Yes,1.86,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,23.55,1723.95,0,0,133.92,1857.87,Stayed,,
6736-DHUQI,Female,64,Yes,3,Fairfax,94930,37.971751,-122.611873,5,67,None,Yes,3.47,No,Yes,Fiber Optic,21,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,84.8,5598.3,0,0,232.49,5830.79,Stayed,,
6738-ISCBM,Male,55,No,0,Northridge,91324,34.238208,-118.55029,0,44,None,No,,,Yes,Cable,17,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,54,2440.25,5.47,0,0,2434.78,Stayed,,
6741-EGCBI,Male,69,No,0,Hacienda Heights,91745,33.998471,-117.973758,0,30,None,Yes,4.04,Yes,Yes,Fiber Optic,14,Yes,No,No,No,No,Yes,No,Yes,Two Year,Yes,Credit Card,90.5,2595.85,0,0,121.2,2717.05,Stayed,,
6741-QRLUP,Female,50,No,0,Olema,94950,38.052209,-122.775567,0,63,None,Yes,31.34,Yes,Yes,DSL,26,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,80.3,4995.35,0,0,1974.42,6969.77,Stayed,,
6743-HHQPF,Male,26,Yes,0,Capay,95607,38.681651,-122.130569,5,42,None,No,,,Yes,DSL,59,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,25.1,1097.15,0,0,0,1097.15,Stayed,,
6745-JEFZB,Male,64,Yes,0,El Cajon,92019,32.785165,-116.862648,2,35,None,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,Stayed,,
6746-WAUWT,Male,62,No,0,Salida,95368,37.713152,-121.08739,0,19,None,Yes,26.54,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.7,386.5,0,0,504.26,890.76,Stayed,,
6749-UTDVX,Male,64,No,0,Brownsville,95919,39.440687,-121.263583,0,72,Offer A,Yes,10.87,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,103.65,7634.8,0,0,782.64,8417.44,Stayed,,
6752-APNJL,Male,30,Yes,1,Woodlake,93286,36.464635,-119.094348,7,42,None,Yes,18.93,No,Yes,DSL,73,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,54.5,2301.15,0,0,795.06,3096.21,Stayed,,
6754-LZUKA,Male,29,Yes,0,Escondido,92027,33.141265,-116.967221,1,61,None,Yes,23.31,Yes,Yes,DSL,51,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,80.9,4932.5,0,0,1421.91,6354.41,Stayed,,
6754-WKSHP,Male,61,No,2,Brisbane,94005,37.684694,-122.40712,0,30,Offer C,Yes,4.27,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,25.35,723.3,0,0,128.1,851.4,Stayed,,
6762-NSODU,Female,46,Yes,3,Los Angeles,90015,34.039224,-118.266293,9,46,None,Yes,12.68,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.4,958.15,0,0,583.28,1541.43,Stayed,,
6762-QVYJO,Female,25,Yes,3,Acton,93510,34.501452,-118.207862,8,58,Offer B,No,,,Yes,DSL,59,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,59.75,3624.35,0,0,0,3624.35,Stayed,,
6765-MBQNU,Female,56,Yes,0,Phillipsville,95559,40.184094,-123.745487,7,26,None,Yes,33.47,Yes,No,,,,,,,,,,,One Year,No,Credit Card,26,684.05,0,0,870.22,1554.27,Stayed,,
6766-HFKLA,Female,60,Yes,0,Cazadero,95421,38.578807,-123.19338,10,56,None,Yes,10.13,Yes,Yes,Fiber Optic,13,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,103.2,5744.35,0,0,567.28,6311.63,Stayed,,
6769-DCQLI,Male,21,No,0,Pope Valley,94567,38.672708,-122.403219,0,52,None,Yes,49.29,No,Yes,Fiber Optic,51,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105,5426.85,0,0,2563.08,7989.93,Churned,Other,Don't know
6769-DYBQN,Male,77,No,0,Clearlake,95422,38.965804,-122.631779,0,46,None,Yes,36.78,No,Yes,Fiber Optic,29,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,85,3969.4,0,0,1691.88,5661.28,Churned,Attitude,Attitude of support person
6770-UAYGJ,Female,23,Yes,2,Lebec,93243,34.845861,-118.885163,8,49,None,Yes,33.65,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.25,1211.65,0,0,1648.85,2860.5,Stayed,,
6770-XUAGN,Female,30,Yes,0,North Hollywood,91605,34.207295,-118.400022,1,1,Offer E,Yes,16.66,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,21,21,0,0,16.66,37.66,Churned,Attitude,Attitude of support person
6771-XWBDM,Female,47,Yes,0,White Water,92282,33.972293,-116.654195,1,57,None,Yes,40.13,Yes,Yes,Fiber Optic,25,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,104.5,5921.35,0,0,2287.41,8208.76,Churned,Dissatisfaction,Product dissatisfaction
6772-KSATR,Male,31,No,0,Eagleville,96110,41.280341,-120.150381,0,1,Offer E,Yes,9.81,Yes,Yes,Fiber Optic,28,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.7,81.7,0,0,9.81,91.51,Churned,Dissatisfaction,Service dissatisfaction
6772-WFQRD,Male,58,No,3,Castella,96017,41.121108,-122.336613,0,40,Offer B,Yes,26.41,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,20.4,854.9,32.55,0,1056.4,1878.75,Stayed,,
6773-LQTVT,Female,67,Yes,1,Long Beach,90803,33.760458,-118.129725,8,29,None,No,,,Yes,DSL,20,No,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Credit Card,35.65,1025.15,25.07,0,0,1000.08,Stayed,,
6776-TLWOI,Male,29,No,0,Livingston,95334,37.361987,-120.748394,0,3,Offer E,Yes,32.01,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.85,64.55,0,0,96.03,160.58,Churned,Price,Price too high
6777-TGHTM,Female,44,No,0,San Francisco,94122,37.760412,-122.484966,0,53,None,Yes,29.8,Yes,Yes,Fiber Optic,4,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,106.95,5785.5,0,0,1579.4,7364.9,Churned,Competitor,Competitor had better devices
6778-EICRF,Male,57,Yes,1,Clio,96106,39.745805,-120.580882,9,24,None,Yes,8.67,Yes,Yes,Cable,10,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,74.8,1821.2,0,0,208.08,2029.28,Stayed,,
6778-JFCMK,Male,28,No,0,Van Nuys,91405,34.202494,-118.448048,0,24,Offer C,No,,,Yes,DSL,46,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Mailed Check,50.6,1288.75,0,0,0,1288.75,Stayed,,
6778-YSNIH,Female,63,No,0,Riverside,92501,33.994676,-117.372498,0,2,None,Yes,27.02,No,Yes,Cable,26,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59,114.15,0,0,54.04,168.19,Joined,,
6784-XYJAE,Female,38,No,0,Fort Irwin,92310,35.349241,-116.770281,0,36,None,Yes,46.92,Yes,Yes,DSL,5,No,No,Yes,No,No,No,No,No,One Year,No,Bank Withdrawal,55.8,1941.5,0,70,1689.12,3700.62,Stayed,,
6786-OBWQR,Female,20,Yes,2,Nipomo,93444,35.050345,-120.489599,8,5,None,Yes,47.91,No,Yes,Fiber Optic,73,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.85,356.1,0,0,239.55,595.65,Stayed,,
6789-HJBWG,Female,20,No,0,Livingston,95334,37.361987,-120.748394,0,12,Offer D,Yes,17.14,No,Yes,DSL,48,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,49.4,611.65,0,90,205.68,907.33,Stayed,,
6791-YBNAK,Male,26,Yes,2,Manteca,95337,37.750822,-121.238423,9,18,Offer D,No,,,Yes,DSL,52,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25.55,467.85,0,0,0,467.85,Stayed,,
6794-HKIAJ,Male,44,No,0,Redondo Beach,90278,33.873395,-118.37019,0,62,None,Yes,18.9,Yes,Yes,Fiber Optic,2,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,90.7,5586.45,0,0,1171.8,6758.25,Stayed,,
6797-LNAQX,Male,34,Yes,0,Poway,92064,32.984395,-117.013454,1,70,Offer A,Yes,29.59,Yes,Yes,Fiber Optic,3,No,Yes,No,No,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,98.3,6859.5,0,20,2071.3,8950.8,Churned,Competitor,Competitor had better devices
6797-UCJHZ,Female,74,Yes,0,Simi Valley,93065,34.269449,-118.768471,7,66,Offer A,Yes,25.51,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,No,Credit Card,104.6,6819.45,0,0,1683.66,8503.11,Stayed,,
6804-GDMOI,Female,39,No,0,Brea,92823,33.924143,-117.79387,0,61,None,Yes,41.23,Yes,Yes,Fiber Optic,28,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,106.6,6428.4,0,0,2515.03,8943.43,Churned,Competitor,Competitor offered more data
6806-YDEUL,Female,67,No,0,Sacramento,95817,38.550722,-121.457314,0,6,Offer E,Yes,2.03,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.5,106.8,0,0,12.18,118.98,Stayed,,
6807-SIWJI,Male,47,No,0,Groveland,95321,37.902968,-119.667544,0,38,Offer C,Yes,4.34,Yes,Yes,Fiber Optic,26,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.85,3887.25,0,0,164.92,4052.17,Stayed,,
6810-VCAEX,Female,57,No,0,Los Angeles,90064,34.037251,-118.423573,0,47,Offer B,No,,,Yes,DSL,3,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Credit Card,39.65,1798.65,0,0,0,1798.65,Stayed,,
6813-GZQCG,Female,21,Yes,1,Milford,96121,40.181279,-120.392967,5,45,None,Yes,37.57,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.65,1171.3,0,0,1690.65,2861.95,Stayed,,
6814-ZPWFQ,Male,67,No,0,Santa Clarita,91350,34.502432,-118.41459,0,51,None,Yes,3.11,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,25,1260.7,0,0,158.61,1419.31,Stayed,,
6815-ABQFQ,Male,53,Yes,0,Silverado,92676,33.782346,-117.635263,1,56,None,Yes,14.43,Yes,Yes,Fiber Optic,25,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,107.25,6033.3,0,0,808.08,6841.38,Stayed,,
6817-WTYHE,Male,56,No,0,Happy Camp,96039,41.831901,-123.487478,0,2,None,Yes,5.08,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,44.9,111.05,0,0,10.16,121.21,Joined,,
6818-DJXAA,Female,43,No,3,Alturas,96101,41.468877,-120.54229,0,10,None,Yes,42.93,No,Yes,Fiber Optic,52,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.1,964.35,0,0,429.3,1393.65,Stayed,,
6818-WOBHJ,Female,70,Yes,0,Fulton,95439,38.493888,-122.777141,1,68,Offer A,Yes,24.13,Yes,Yes,Fiber Optic,24,No,Yes,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.6,6127.6,0,0,1640.84,7768.44,Churned,Competitor,Competitor had better devices
6821-BUXUX,Female,28,No,0,Temecula,92592,33.507255,-117.029473,0,13,Offer D,Yes,17.02,Yes,Yes,Fiber Optic,41,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.65,1244.5,0,0,221.26,1465.76,Churned,Competitor,Competitor made better offer
6821-JPCDC,Female,29,Yes,0,Castro Valley,94552,37.722727,-122.02157,4,48,None,Yes,47.64,No,Yes,Fiber Optic,59,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,97.05,4692.95,0,0,2286.72,6979.67,Stayed,,
6823-SIDFQ,Male,58,No,0,Parker Dam,92267,34.273872,-114.192901,0,28,Offer C,Yes,40.39,No,No,,,,,,,,,,,One Year,No,Credit Card,18.25,534.7,0,0,1130.92,1665.62,Stayed,,
6825-UYPFK,Female,47,No,0,Sun City,92586,33.707483,-117.200006,0,23,Offer D,Yes,27.61,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.6,1758.6,0,0,635.03,2393.63,Churned,Dissatisfaction,Network reliability
6827-IEAUQ,Female,46,Yes,0,Los Angeles,90035,34.051809,-118.383843,5,27,None,Yes,40.21,No,Yes,DSL,13,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,66.15,1874.45,0,0,1085.67,2960.12,Stayed,,
6828-HMKWP,Male,24,Yes,1,Berkeley,94710,37.872902,-122.303708,3,12,None,Yes,49.7,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,21.05,262.05,0,0,596.4,858.45,Stayed,,
6833-JMZYP,Female,54,No,0,Hesperia,92345,34.361387,-117.337509,0,15,None,Yes,15.28,No,Yes,Fiber Optic,16,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94,1505.45,0,0,229.2,1734.65,Stayed,,
6834-NXDCA,Female,30,No,0,South Dos Palos,93665,36.959731,-120.653519,0,13,None,No,,,Yes,DSL,53,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,23.9,300.8,0,0,0,300.8,Churned,Dissatisfaction,Limited range of services
6837-BJYDQ,Male,42,No,0,Wilmington,90744,33.782068,-118.262263,0,3,None,Yes,35.65,No,No,,,,,,,,,,,One Year,No,Credit Card,19.6,61.35,0,0,106.95,168.3,Joined,,
6837-HAEVO,Male,47,Yes,2,Moreno Valley,92551,33.88274,-117.224878,9,69,Offer A,Yes,22.49,Yes,Yes,Fiber Optic,11,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,105,7297.75,0,0,1551.81,8849.56,Stayed,,
6838-HVLXG,Female,26,No,0,Keyes,95328,37.555631,-120.911653,0,12,None,Yes,32.32,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.3,246.7,0,0,387.84,634.54,Stayed,,
6838-YAUVY,Female,26,No,0,Petaluma,94952,38.237018,-122.77872,0,54,None,Yes,11.76,Yes,Yes,Fiber Optic,52,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,95.1,5064.85,0,0,635.04,5699.89,Stayed,,
6839-ITVZJ,Female,35,Yes,0,Los Angeles,90037,34.002642,-118.287596,1,26,None,Yes,22.33,Yes,Yes,DSL,13,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,60.05,1616.15,0,0,580.58,2196.73,Churned,Other,Don't know
6840-RESVB,Male,38,Yes,2,Adelanto,92301,34.667815,-117.536183,1,24,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,Stayed,,
6844-DZKRF,Male,61,No,0,Irvine,92604,33.688546,-117.788091,0,2,None,Yes,6.34,No,Yes,Cable,28,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,50.2,109.25,0,10,12.68,131.93,Joined,,
6845-RGTYS,Female,29,Yes,0,San Diego,92117,32.825086,-117.199424,1,47,None,Yes,2.87,Yes,Yes,Fiber Optic,51,Yes,Yes,Yes,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.75,4533.7,0,0,134.89,4668.59,Churned,Competitor,Competitor made better offer
6847-KJLTS,Female,72,Yes,0,Frazier Park,93225,34.827662,-118.999073,8,58,Offer B,Yes,47.34,Yes,Yes,Fiber Optic,28,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.4,5749.8,0,0,2745.72,8495.52,Stayed,,
6848-HJTXY,Female,41,Yes,0,Ontario,91761,34.035602,-117.591528,8,64,Offer B,Yes,19.98,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.45,1208.6,0,0,1278.72,2487.32,Stayed,,
6848-YLDFR,Male,54,Yes,2,Gerber,96035,40.03194,-122.176023,9,58,None,Yes,35.35,No,Yes,DSL,29,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,75.2,4300.8,0,0,2050.3,6351.1,Stayed,,
6849-OYAMU,Male,56,Yes,0,Indio,92201,33.713891,-116.237257,1,19,None,Yes,43.95,No,Yes,Fiber Optic,20,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,100,1888.65,0,0,835.05,2723.7,Churned,Competitor,Competitor offered more data
6849-WLEYG,Male,43,No,3,Emeryville,94608,37.83726,-122.287648,0,1,None,Yes,11.91,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.75,19.75,0,0,11.91,31.66,Churned,Attitude,Attitude of support person
6851-WEFYX,Male,73,Yes,0,Descanso,91916,32.912664,-116.635387,4,35,None,Yes,2.12,Yes,Yes,Fiber Optic,3,No,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,100.8,3437.5,0,0,74.2,3511.7,Stayed,,
6854-EXGSF,Female,37,No,0,Mt Baldy,91759,34.231318,-117.662032,0,8,Offer E,Yes,8.73,Yes,Yes,DSL,28,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,65.5,573.15,0,0,69.84,642.99,Stayed,,
6855-VLGOS,Male,51,Yes,1,Guerneville,95446,38.52576,-123.013347,5,72,None,Yes,37.11,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.55,1432.55,0,0,2671.92,4104.47,Stayed,,
6856-RAURS,Female,50,No,0,Rio Oso,95674,38.954144,-121.482536,0,2,None,Yes,41.08,Yes,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.9,136.05,0,0,82.16,218.21,Joined,,
6857-TKDJV,Male,60,Yes,2,Strawberry Valley,95981,39.58458,-121.093256,6,67,None,Yes,14.41,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.65,1620.45,0,0,965.47,2585.92,Stayed,,
6857-VWJDT,Female,45,No,0,Santa Cruz,95060,36.993451,-122.098858,0,1,Offer E,Yes,32.33,Yes,Yes,Fiber Optic,9,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,95.65,95.65,0,0,32.33,127.98,Churned,Attitude,Attitude of service provider
6859-QNXIQ,Female,43,Yes,5,Costa Mesa,92626,33.678591,-117.905471,10,72,None,Yes,26.32,Yes,Yes,Fiber Optic,53,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,113.1,8248.5,0,0,1895.04,10143.54,Stayed,,
6859-RKMZJ,Male,38,Yes,0,Vallejo,94589,38.161321,-122.271588,6,11,None,Yes,44.2,No,Yes,DSL,15,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,-10,608.15,0,0,486.2,1094.35,Stayed,,
6860-YRJZP,Male,66,No,0,Sacramento,95820,38.53508,-121.444144,0,9,Offer E,Yes,39.77,Yes,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,74.05,678.45,0,0,357.93,1036.38,Stayed,,
6861-OKBCE,Female,62,No,3,Seal Beach,90740,33.75462,-118.071128,0,11,Offer D,Yes,33.06,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.1,221.35,0,0,363.66,585.01,Churned,Attitude,Attitude of support person
6861-XWTWQ,Male,71,Yes,0,Napa,94559,38.232389,-122.324944,1,7,None,Yes,42.92,Yes,Yes,Fiber Optic,2,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.25,665.45,0,0,300.44,965.89,Churned,Attitude,Attitude of support person
6862-CQUMB,Male,28,No,0,San Diego,92126,32.886925,-117.152162,0,37,None,Yes,21.84,No,Yes,Fiber Optic,41,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,96.1,3646.8,0,0,808.08,4454.88,Stayed,,
6865-JZNKO,Female,25,No,0,Los Angeles,90027,34.127194,-118.295647,0,30,None,Yes,19.41,No,Yes,Cable,27,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,55.3,1530.6,0,0,582.3,2112.9,Stayed,,
6867-ACCZI,Female,34,Yes,3,Bethel Island,94511,38.050558,-121.646924,1,24,Offer C,No,,,Yes,DSL,75,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,52.5,1208.15,0,0,0,1208.15,Stayed,,
6869-FGJJC,Male,50,No,0,Gazelle,96034,41.411315,-122.697236,0,68,None,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,Stayed,,
6870-ECSHE,Female,23,No,0,Sun City,92586,33.707483,-117.200006,0,2,None,Yes,46,No,No,,,,,,,,,,,One Year,No,Credit Card,20.45,34.8,0,0,92,126.8,Joined,,
6870-ZWMNX,Male,55,Yes,0,Clements,95227,38.227285,-121.02789,4,70,Offer A,Yes,33.37,Yes,Yes,DSL,9,No,Yes,Yes,Yes,Yes,No,No,No,Two Year,No,Credit Card,76.1,5264.25,0,110,2335.9,7710.15,Stayed,,
6872-HXFNF,Female,27,Yes,0,Irvine,92606,33.703976,-117.824172,1,64,Offer B,Yes,40.28,Yes,Yes,DSL,52,No,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,58.35,3756.45,0,0,2577.92,6334.37,Stayed,,
6873-UDNLD,Male,28,No,0,Oakland,94612,37.809014,-122.269739,0,40,None,Yes,39.05,No,Yes,DSL,58,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,67.45,2731,0,0,1562,4293,Stayed,,
6874-SGLHU,Male,44,No,0,San Jose,95121,37.304681,-121.809955,0,30,None,Yes,12.17,No,Yes,Fiber Optic,16,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,97,3021.3,0,0,365.1,3386.4,Stayed,,
6876-ADESB,Male,22,No,2,Etna,96027,41.405193,-123.008567,0,1,None,Yes,34.4,No,Yes,Cable,52,No,No,Yes,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,48.95,48.95,0,0,34.4,83.35,Churned,Competitor,Competitor offered higher download speeds
6877-LGWXO,Male,66,Yes,0,Pleasanton,94588,37.685052,-121.912061,1,18,Offer D,Yes,4.98,No,Yes,Fiber Optic,18,No,No,No,No,No,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,78.55,1422.65,0,0,89.64,1512.29,Churned,Attitude,Attitude of support person
6877-TJMBR,Male,21,Yes,0,Orinda,94563,37.873916,-122.20522,1,1,Offer E,Yes,37.83,No,Yes,Fiber Optic,51,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.8,84.8,0,0,37.83,122.63,Churned,Dissatisfaction,Network reliability
6878-GGDWG,Female,57,Yes,0,San Diego,92101,32.72523,-117.171346,1,32,None,Yes,12.35,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.4,641.15,0,0,395.2,1036.35,Stayed,,
6885-PKOAM,Female,59,Yes,0,San Marcos,92069,33.162624,-117.170863,3,71,None,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,Stayed,,
6888-SBYAI,Male,56,No,0,San Ramon,94583,37.766556,-121.976784,0,1,Offer E,Yes,38.05,No,Yes,Cable,14,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.7,50.7,0,0,38.05,88.75,Joined,,
6890-PFRQX,Male,56,No,0,Sacramento,95819,38.567594,-121.437507,0,18,None,Yes,12.21,Yes,Yes,DSL,8,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Mailed Check,69.5,1199.4,0,0,219.78,1419.18,Stayed,,
6891-JPYFF,Female,57,Yes,3,San Jose,95121,37.304681,-121.809955,1,48,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,Stayed,,
6892-BOGQE,Female,44,Yes,0,Whittier,90601,34.007353,-118.033683,0,71,Offer A,Yes,14.91,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,20.9,1493.2,0,0,1058.61,2551.81,Stayed,,
6892-EZDTG,Female,55,Yes,0,Kings Beach,96143,39.246654,-120.029273,1,4,Offer E,Yes,21.81,Yes,Yes,Fiber Optic,14,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.65,365.4,0,0,87.24,452.64,Churned,Price,Extra data charges
6892-XPFPU,Male,70,Yes,0,Pasadena,91107,34.159007,-118.087353,3,24,Offer C,Yes,49.76,Yes,Yes,Fiber Optic,11,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.25,2433.9,0,0,1194.24,3628.14,Churned,Competitor,Competitor offered higher download speeds
6893-ODYYE,Male,34,No,0,Mokelumne Hill,95245,38.304194,-120.592431,0,50,None,Yes,15.37,No,Yes,Fiber Optic,22,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,90.1,4549.45,0,0,768.5,5317.95,Stayed,,
6894-LFHLY,Male,79,No,0,Escondido,92027,33.141265,-116.967221,0,1,None,Yes,8.35,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.75,75.75,0,0,8.35,84.1,Churned,Competitor,Competitor made better offer
6896-SRVYQ,Male,69,No,0,Camino,95709,38.748316,-120.675512,0,44,Offer B,Yes,47.06,No,Yes,Fiber Optic,3,No,No,Yes,No,No,No,No,No,One Year,No,Bank Withdrawal,73.85,3122.4,0,100,2070.64,5293.04,Stayed,,
6897-RWMUB,Male,23,Yes,2,Chino,91710,33.990646,-117.663025,2,61,None,Yes,42.31,No,Yes,DSL,59,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,-6,4158.25,0,0,2580.91,6739.16,Stayed,,
6897-UUBNU,Male,39,No,0,North Hollywood,91602,34.15136,-118.364786,0,29,None,Yes,12.92,No,Yes,Fiber Optic,24,No,Yes,No,Yes,Yes,No,No,No,Month-to-Month,No,Credit Card,89.65,2623.65,0,10,374.68,3008.33,Stayed,,
6898-MDLZW,Male,53,No,0,Blue Lake,95525,40.94338,-123.831799,0,12,Offer D,Yes,1.8,No,Yes,DSL,3,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,53.75,648.65,0,0,21.6,670.25,Stayed,,
6898-RBTLU,Female,47,Yes,1,Whittier,90602,33.972119,-118.020188,9,49,Offer B,Yes,16.6,Yes,Yes,DSL,14,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,-2,3902.45,0,0,813.4,4715.85,Stayed,,
6899-PPEEA,Female,66,No,0,Vallejo,94590,38.104705,-122.247387,0,37,None,Yes,3.3,Yes,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,96.55,3580.3,0,0,122.1,3702.4,Churned,Attitude,Attitude of service provider
6900-PXRMS,Male,72,Yes,0,Spring Valley,91978,32.730264,-116.950963,0,26,Offer C,Yes,1.26,Yes,Yes,Fiber Optic,18,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,105.75,2710.25,0,90,32.76,2833.01,Churned,Dissatisfaction,Product dissatisfaction
6900-RBKER,Male,32,No,0,San Jose,95120,37.186141,-121.843554,0,52,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,Stayed,,
6901-GOGZG,Male,28,No,1,Lake Hughes,93532,34.659579,-118.584212,0,60,Offer B,Yes,49.96,Yes,Yes,DSL,85,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.95,4984.85,0,0,2997.6,7982.45,Stayed,,
6904-JLBGY,Female,78,No,0,Salinas,93905,36.667794,-121.601306,0,72,Offer A,Yes,14.94,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,117.35,8436.25,0,0,1075.68,9511.93,Stayed,,
6905-NIQIN,Male,26,No,0,San Diego,92122,32.85723,-117.209774,0,1,Offer E,Yes,14.78,No,Yes,DSL,59,No,Yes,No,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,50.65,50.65,0,0,14.78,65.43,Churned,Competitor,Competitor made better offer
6906-ANDWJ,Male,39,Yes,0,Vina,96092,39.955164,-122.018567,1,15,Offer D,Yes,34.63,Yes,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,1107.25,0,0,519.45,1626.7,Churned,Dissatisfaction,Lack of self-service on Website
6906-MPARY,Male,30,No,0,Redondo Beach,90277,33.830453,-118.384565,0,40,Offer B,Yes,32.27,No,Yes,Fiber Optic,69,No,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,89.6,3488.15,0,0,1290.8,4778.95,Stayed,,
6907-CQGPN,Male,40,No,0,Oakland,94612,37.809014,-122.269739,0,29,None,No,,,Yes,DSL,27,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,34.3,1004.75,0,0,0,1004.75,Stayed,,
6907-FLBER,Male,62,No,0,Burbank,91505,34.174215,-118.345928,0,1,Offer E,Yes,34.02,Yes,Yes,DSL,24,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,54.3,54.3,0,10,34.02,98.32,Joined,,
6907-NZZIJ,Female,54,No,0,Santa Monica,90402,34.035849,-118.503508,0,36,None,Yes,13.35,Yes,Yes,Fiber Optic,7,No,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,99.15,3615.6,0,30,480.6,4126.2,Churned,Competitor,Competitor had better devices
6908-VVYHM,Male,52,Yes,0,Pasadena,91104,34.165383,-118.123752,1,65,Offer B,Yes,19.84,Yes,Yes,Fiber Optic,2,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,90.65,5931,0,110,1289.6,7330.6,Stayed,,
6910-HADCM,Female,63,No,0,Long Beach,90808,33.823943,-118.111335,0,1,None,Yes,7.26,No,Yes,Cable,9,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,76.35,76.35,0,0,7.26,83.61,Churned,Attitude,Attitude of support person
6916-HIJSE,Female,57,No,0,Fresno,93725,36.623632,-119.741322,0,65,None,Yes,41.74,No,Yes,Cable,17,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.85,5459.2,0,0,2713.1,8172.3,Stayed,,
6917-FIJHC,Female,60,Yes,0,Livingston,95334,37.361987,-120.748394,8,72,Offer A,Yes,26.98,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,26,1776,0,0,1942.56,3718.56,Stayed,,
6917-IAYHD,Male,44,No,1,La Honda,94020,37.285677,-122.224165,0,1,Offer E,No,,,Yes,Cable,19,No,Yes,No,Yes,No,No,No,No,Month-to-Month,No,Credit Card,33.6,33.6,0,50,0,83.6,Joined,,
6917-YACBP,Female,80,No,0,Escondido,92027,33.141265,-116.967221,0,59,Offer B,Yes,25.57,Yes,Yes,Fiber Optic,5,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,89.75,5496.9,0,0,1508.63,7005.53,Stayed,,
6918-UMQCG,Female,25,No,0,Orange,92869,33.792791,-117.789749,0,5,Offer E,Yes,48.86,No,Yes,Fiber Optic,59,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.2,384.25,0,0,244.3,628.55,Stayed,,
6919-ELBGL,Male,75,Yes,0,Big Pine,93513,37.245505,-118.062943,3,72,Offer A,Yes,21.38,Yes,Yes,Fiber Optic,2,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,114.95,8196.4,0,0,1539.36,9735.76,Stayed,,
6921-OZMFH,Male,38,Yes,1,Santa Clara,95051,37.348129,-121.98469,3,5,None,Yes,18.97,Yes,Yes,Cable,12,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.7,259.4,0,0,94.85,354.25,Stayed,,
6922-NCEDI,Male,38,No,0,Costa Mesa,92627,33.645672,-117.922613,0,56,Offer B,Yes,48.63,No,No,,,,,,,,,,,One Year,Yes,Mailed Check,21.2,1238.65,0,0,2723.28,3961.93,Stayed,,
6923-AQONU,Male,32,Yes,1,Los Angeles,90046,34.108455,-118.362081,1,23,Offer D,Yes,18.91,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.9,454,0,0,434.93,888.93,Stayed,,
6923-EFPNL,Male,39,No,0,Silverado,92676,33.782346,-117.635263,0,4,None,Yes,9.98,Yes,Yes,DSL,13,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,51.75,201.1,0,0,39.92,241.02,Churned,Competitor,Competitor had better devices
6923-JHPMP,Female,35,No,0,Templeton,93465,35.536115,-120.739231,0,2,None,Yes,35.41,No,Yes,Fiber Optic,25,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.45,137.1,0,0,70.82,207.92,Joined,,
6924-TDGMT,Male,34,Yes,0,Platina,96076,40.367964,-122.937379,6,11,None,Yes,26.11,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.55,184.95,0,0,287.21,472.16,Stayed,,
6925-BAYGL,Female,79,Yes,0,Inglewood,90303,33.936291,-118.332639,1,53,None,Yes,19.03,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.1,1275.6,0,0,1008.59,2284.19,Stayed,,
6927-WTFIV,Male,78,No,0,Redwood City,94061,37.461251,-122.235414,0,20,Offer D,Yes,5.71,No,Yes,Fiber Optic,22,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,71.3,1389.2,0,0,114.2,1503.4,Churned,Attitude,Attitude of service provider
6928-ONTRW,Female,53,Yes,1,Bell,90201,33.970343,-118.171368,9,72,None,Yes,48.04,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.7,1379.8,0,0,3458.88,4838.68,Stayed,,
6933-FHBZC,Female,30,No,0,Moreno Valley,92551,33.88274,-117.224878,0,26,Offer C,Yes,35.75,No,Yes,Cable,71,No,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,56.05,1553.2,0,0,929.5,2482.7,Stayed,,
6933-VLYFX,Male,64,Yes,2,Belmont,94002,37.509366,-122.306132,7,31,Offer C,No,,,Yes,Cable,25,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,59.95,1848.8,0,0,0,1848.8,Stayed,,
6937-GCDGQ,Male,59,Yes,1,West Point,95255,38.41935,-120.469545,1,19,Offer D,Yes,11.75,No,Yes,Cable,21,Yes,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,48.95,955.6,0,0,223.25,1178.85,Stayed,,
6941-KXRRV,Female,65,Yes,0,Dorris,96023,41.949216,-122.050062,10,48,None,Yes,34.43,No,Yes,DSL,2,No,Yes,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,58.95,2789.7,0,0,1652.64,4442.34,Stayed,,
6941-PMGEP,Female,26,No,0,Novato,94945,38.135897,-122.563683,0,5,Offer E,Yes,43.99,No,Yes,Fiber Optic,42,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,80,412.5,40,10,219.95,602.45,Churned,Competitor,Competitor made better offer
6942-LBFDP,Female,30,No,0,Bakersfield,93308,35.559617,-118.925185,0,2,None,Yes,16.7,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,20.55,33.6,0,0,33.4,67,Joined,,
6946-LMSQS,Male,80,Yes,0,Temecula,92592,33.507255,-117.029473,3,25,Offer C,Yes,33.63,Yes,Yes,Fiber Optic,25,Yes,No,No,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,89.05,2177.45,0,0,840.75,3018.2,Churned,Competitor,Competitor made better offer
6950-TWMYB,Male,31,Yes,8,Santa Monica,90404,34.026334,-118.474222,2,54,Offer B,Yes,46.7,No,Yes,Fiber Optic,75,No,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,79.95,4362.05,0,0,2521.8,6883.85,Stayed,,
6952-OMNWB,Male,75,Yes,0,Creston,93432,35.480896,-120.469476,7,68,Offer A,Yes,34.31,Yes,Yes,Fiber Optic,15,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,80.35,5589.3,0,0,2333.08,7922.38,Stayed,,
6953-PBDIN,Male,50,Yes,0,Fort Bidwell,96112,41.932207,-120.135941,4,70,Offer A,Yes,38.58,Yes,Yes,DSL,25,No,Yes,Yes,Yes,Yes,No,No,No,Two Year,No,Bank Withdrawal,72.95,5265.55,0,60,2700.6,8026.15,Stayed,,
6954-OOYZZ,Male,41,Yes,0,Los Angeles,90006,34.048013,-118.293953,10,18,Offer D,Yes,45.92,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.35,768.05,0,0,826.56,1594.61,Stayed,,
6956-SMUCM,Female,29,No,0,Miranda,95553,40.210895,-123.86,0,3,None,Yes,33.39,No,Yes,Fiber Optic,59,Yes,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,99,287.4,0,10,100.17,397.57,Churned,Competitor,Competitor offered higher download speeds
6959-GQEGV,Male,61,No,0,Canoga Park,91303,34.19829,-118.602203,0,45,None,Yes,10.36,No,Yes,DSL,6,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,75.95,3273.8,0,0,466.2,3740,Stayed,,
6959-UWKHF,Male,47,No,0,Alpaugh,93201,35.869626,-119.498771,0,1,Offer E,Yes,4.02,No,Yes,Cable,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,42.9,42.9,0,0,4.02,46.92,Churned,Competitor,Competitor had better devices
6960-HVYXR,Female,20,No,0,Rio Linda,95673,38.688764,-121.457596,0,1,None,Yes,35.01,Yes,Yes,Fiber Optic,52,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,76,76,0,0,35.01,111.01,Churned,Competitor,Competitor made better offer
6961-MJKBO,Male,27,No,0,Los Angeles,90057,34.061918,-118.277939,0,47,None,Yes,6.61,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.45,943,0,0,310.67,1253.67,Stayed,,
6961-VCPMC,Male,71,Yes,0,North Palm Springs,92258,33.906496,-116.569499,1,46,Offer B,Yes,48.62,No,Yes,Fiber Optic,3,No,No,No,No,No,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,80.4,3605.2,0,20,2236.52,5861.72,Churned,Competitor,Competitor offered more data
6963-EZQEE,Male,69,Yes,0,Midpines,95345,37.581496,-119.972762,4,70,None,Yes,40.94,Yes,Yes,DSL,8,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,88.55,6306.5,0,0,2865.8,9172.3,Stayed,,
6963-KQYQB,Female,24,Yes,2,Pacifica,94044,37.573633,-122.455167,4,70,Offer A,Yes,4.27,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.05,1764.75,0,0,298.9,2063.65,Stayed,,
6967-PEJLL,Male,23,Yes,2,San Diego,92129,32.961064,-117.134917,7,37,Offer C,No,,,Yes,Cable,52,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,40.2,1525.35,0,0,0,1525.35,Stayed,,
6967-QIQRV,Male,23,Yes,1,Mission Viejo,92692,33.60693,-117.644253,8,15,None,Yes,2.12,No,Yes,Fiber Optic,30,Yes,No,No,Yes,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,101.9,1667.25,0,120,31.8,1819.05,Stayed,,
6968-GMKPR,Female,39,No,0,French Gulch,96033,40.740138,-122.587476,0,55,Offer B,Yes,22.34,No,Yes,Fiber Optic,4,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.55,4509.5,0,0,1228.7,5738.2,Stayed,,
6968-MHOMU,Male,53,Yes,0,Princeton,95970,39.424957,-122.039307,0,58,None,No,,,Yes,Cable,23,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,45,2689.35,0,0,0,2689.35,Stayed,,
6968-URWQU,Male,50,Yes,0,Redlands,92374,34.064073,-117.166158,9,43,None,Yes,4.34,No,Yes,DSL,23,No,No,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,56.35,2391.15,0,0,186.62,2577.77,Stayed,,
6969-MVBAI,Female,66,No,0,Davis Creek,96108,41.750354,-120.403885,0,9,Offer E,Yes,40,Yes,Yes,Fiber Optic,4,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.1,816.8,0,0,360,1176.8,Stayed,,
6972-SNKKW,Female,60,No,0,Chester,96020,40.243494,-121.154733,0,6,None,Yes,47.46,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20,109.2,0,0,284.76,393.96,Stayed,,
6974-DAFLI,Female,54,Yes,0,Bakersfield,93312,35.392599,-119.245341,8,55,Offer B,Yes,3.28,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.7,1140.05,0,0,180.4,1320.45,Stayed,,
6976-BWGLQ,Female,64,Yes,3,Pomona,91766,34.042286,-117.756106,1,72,Offer A,Yes,39.3,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.2,1787.35,0,0,2829.6,4616.95,Stayed,,
6979-TNDEU,Female,42,No,0,Sacramento,95841,38.660442,-121.346321,0,8,None,Yes,14.32,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.2,156.85,0,0,114.56,271.41,Stayed,,
6979-ZNSFF,Female,48,No,0,Pollock Pines,95726,38.733908,-120.453416,0,8,Offer E,Yes,45.59,Yes,Yes,Fiber Optic,8,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,87.05,762.1,0,0,364.72,1126.82,Churned,Price,Price too high
6980-CDGFC,Female,57,Yes,0,Aptos,95003,37.013471,-121.877877,5,67,Offer A,Yes,7.91,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,20.85,1327.4,0,0,529.97,1857.37,Stayed,,
6980-IMXXE,Female,28,Yes,2,Modesto,95355,37.672906,-120.946594,5,69,None,Yes,42.49,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.2,1412.65,0,0,2931.81,4344.46,Stayed,,
6981-TDRFT,Male,25,Yes,1,Soulsbyville,95372,37.990574,-120.261821,1,44,None,No,,,Yes,DSL,69,No,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,54.3,2317.1,0,10,0,2327.1,Stayed,,
6982-SSHFK,Male,45,No,0,Fresno,93703,36.768774,-119.762633,0,1,Offer E,Yes,32.44,No,Yes,DSL,12,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,44.4,44.4,0,0,32.44,76.84,Churned,Competitor,Competitor had better devices
6982-UQZLY,Female,80,Yes,0,Los Alamos,93440,34.758699,-120.275839,1,1,Offer E,Yes,22.86,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.85,20.85,0,0,22.86,43.71,Churned,Attitude,Attitude of support person
6985-HAYWX,Female,50,Yes,0,Hughson,95326,37.5923,-120.853288,5,26,None,Yes,37.6,Yes,Yes,Fiber Optic,10,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,79.3,2015.8,0,0,977.6,2993.4,Stayed,,
6986-IJDHX,Male,29,Yes,0,Huntington Beach,92648,33.679659,-118.016195,5,39,Offer C,Yes,40.25,No,Yes,Fiber Optic,19,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,86.3,3266,0,0,1569.75,4835.75,Churned,Competitor,Competitor had better devices
6986-IXNDM,Male,47,No,0,Three Rivers,93271,36.413433,-118.854708,0,14,Offer D,Yes,27.8,No,Yes,Fiber Optic,17,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,92.9,1337.45,0,0,389.2,1726.65,Stayed,,
6987-XQSJT,Female,68,No,0,Blue Lake,95525,40.94338,-123.831799,0,54,None,Yes,45.77,Yes,Yes,Fiber Optic,10,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.5,4370.25,0,0,2471.58,6841.83,Churned,Attitude,Attitude of support person
6988-CJEYV,Male,56,No,0,Crows Landing,95313,37.435664,-121.049056,0,49,Offer B,Yes,45.46,Yes,Yes,Fiber Optic,27,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,98.7,4920.55,0,0,2227.54,7148.09,Stayed,,
6990-YNRIO,Male,53,Yes,0,Agoura Hills,91301,34.129058,-118.759788,0,65,None,Yes,41.88,Yes,Yes,Fiber Optic,7,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,108.65,6937.95,0,0,2722.2,9660.15,Churned,Attitude,Attitude of support person
6992-TKNYO,Male,34,Yes,0,Richmond,94804,37.921034,-122.341798,2,38,Offer C,Yes,32.11,Yes,Yes,DSL,16,No,No,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,69,2669.45,0,0,1220.18,3889.63,Stayed,,
6993-OHLXR,Female,26,No,0,Walnut Creek,94596,37.900662,-122.052782,0,2,None,Yes,30.73,No,Yes,Fiber Optic,39,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,68.95,119.75,0,0,61.46,181.21,Churned,Competitor,Competitor had better devices
6993-YCOBK,Male,48,Yes,3,Sun Valley,91352,34.231053,-118.338307,1,60,None,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,Stayed,,
6993-YGFJV,Male,29,Yes,0,Cayucos,93430,35.511833,-120.918713,9,69,Offer A,Yes,3.41,Yes,Yes,Fiber Optic,41,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,112.55,7806.5,0,0,235.29,8041.79,Stayed,,
6994-FGRHH,Male,37,Yes,3,Meadow Vista,95722,39.003358,-121.022539,7,70,None,Yes,3.67,No,Yes,Fiber Optic,28,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.15,7475.1,0,0,256.9,7732,Stayed,,
6994-KERXL,Male,51,No,0,Avalon,90704,33.391181,-118.421305,0,4,None,Yes,17.7,No,Yes,DSL,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55.9,238.5,0,0,70.8,309.3,Stayed,,
6994-ORCWG,Female,33,No,0,Wilseyville,95257,38.392686,-120.415951,0,14,Offer D,Yes,21.03,Yes,Yes,DSL,7,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Mailed Check,54.25,773.2,0,0,294.42,1067.62,Stayed,,
6996-KNSML,Female,26,No,0,Cotati,94931,38.326215,-122.718742,0,1,None,Yes,35.25,No,Yes,Fiber Optic,30,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.9,74.9,0,0,35.25,110.15,Churned,Competitor,Competitor had better devices
6997-UVGOX,Male,35,Yes,3,Albany,94706,37.890274,-122.295192,9,71,Offer A,Yes,22.83,No,Yes,DSL,53,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,85.45,6029.9,0,0,1620.93,7650.83,Stayed,,
6999-CHVCF,Male,40,No,0,Covina,91723,34.084747,-117.886844,0,68,None,Yes,49.42,Yes,Yes,Fiber Optic,7,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,102.1,7149.35,0,0,3360.56,10509.91,Stayed,,
7000-WCEVQ,Female,67,No,0,Wrightwood,92397,34.358321,-117.618263,0,20,None,Yes,27.11,Yes,Yes,DSL,27,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,61.6,1174.35,0,0,542.2,1716.55,Churned,Price,Long distance charges
7005-CCBKV,Male,53,No,0,Thornton,95686,38.157794,-121.520223,0,6,None,Yes,21.97,No,Yes,Fiber Optic,9,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.4,556.35,0,0,131.82,688.17,Churned,Dissatisfaction,Service dissatisfaction
7005-CYUIL,Female,78,Yes,0,Laytonville,95454,39.806141,-123.531098,2,71,Offer A,Yes,12.26,No,Yes,Fiber Optic,3,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,99.4,7168.25,0,0,870.46,8038.71,Stayed,,
7008-LZVOZ,Male,59,Yes,3,Pixley,93256,35.957019,-119.330928,5,66,None,Yes,38.55,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.3,1672.35,0,0,2544.3,4216.65,Stayed,,
7009-LGECI,Female,24,No,0,Westlake Village,91361,34.130992,-118.894673,0,4,None,Yes,22.07,No,Yes,DSL,41,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.55,235.65,0,0,88.28,323.93,Stayed,,
7009-PCARS,Male,53,No,2,Stockton,95215,37.946282,-121.139499,0,55,Offer B,Yes,39.29,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.1,1001.5,0,0,2160.95,3162.45,Stayed,,
7010-BRBUU,Male,48,Yes,1,Woodland Hills,91364,34.153733,-118.593408,0,72,None,Yes,19.64,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.1,1734.65,0,0,1414.08,3148.73,Stayed,,
7010-ZMVBF,Female,39,Yes,2,Thermal,92274,33.53604,-116.119222,8,18,None,Yes,14.6,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.45,357,0,0,262.8,619.8,Stayed,,
7011-CVEUC,Male,51,Yes,0,Chula Vista,91911,32.607964,-117.059459,7,25,None,Yes,3.81,No,Yes,Fiber Optic,8,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,95.7,2338.35,0,0,95.25,2433.6,Stayed,,
7013-PSXHK,Female,41,No,0,Lagunitas,94938,38.021772,-122.691744,0,40,None,Yes,33.83,Yes,Yes,DSL,19,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,80.75,3208.65,0,0,1353.2,4561.85,Stayed,,
7014-ZZXAW,Female,30,Yes,0,Montclair,91763,34.072121,-117.698319,1,71,None,Yes,8.21,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.25,1732.95,0,0,582.91,2315.86,Stayed,,
7016-BPGEU,Female,53,No,0,Dunsmuir,96025,41.212695,-122.392067,0,29,None,No,,,Yes,Cable,22,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,25.1,712.85,0,0,0,712.85,Churned,Competitor,Competitor offered higher download speeds
7016-NVRIC,Male,73,Yes,0,Chualar,93925,36.596271,-121.442274,10,29,None,Yes,32.03,No,Yes,Fiber Optic,16,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,90.1,2656.7,0,0,928.87,3585.57,Stayed,,
7017-VFHAY,Female,42,Yes,1,Glendora,91740,34.119363,-117.855059,3,61,Offer B,Yes,20.01,Yes,Yes,Fiber Optic,12,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,115.1,7008.15,0,0,1220.61,8228.76,Stayed,,
7017-VFULY,Female,38,Yes,0,Chatsworth,91311,34.294142,-118.603883,9,2,None,Yes,32.86,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.1,43.15,0,0,65.72,108.87,Joined,,
7018-FPXHH,Male,45,Yes,2,Callahan,96014,41.388397,-122.794636,1,56,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,Stayed,,
7018-WBJNK,Male,55,No,3,San Fernando,91340,34.286131,-118.435969,0,13,Offer D,Yes,31.93,No,Yes,Fiber Optic,22,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,78.3,1033.95,0,150,415.09,1599.04,Stayed,,
7020-OZKXZ,Female,65,No,0,Vista,92084,33.22784,-117.200024,0,9,None,Yes,24.96,No,Yes,Fiber Optic,9,No,No,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,75.5,637.4,0,0,224.64,862.04,Stayed,,
7021-XSNYE,Male,46,Yes,2,Lancaster,93535,34.712708,-117.889656,4,7,None,No,,,Yes,DSL,28,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,49.65,305.55,0,0,0,305.55,Stayed,,
7024-OHCCK,Female,77,No,0,Sheridan,95681,38.984756,-121.345074,0,2,None,Yes,19.27,Yes,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,93.85,170.85,0,0,38.54,209.39,Churned,Dissatisfaction,Poor expertise of online support
7025-IWFHT,Male,62,No,0,Upland,91784,34.141146,-117.655583,0,41,Offer B,Yes,45.22,No,Yes,Fiber Optic,15,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,89.55,3729.75,0,0,1854.02,5583.77,Stayed,,
7025-WCBNE,Male,74,No,0,Santa Ana,92705,33.766004,-117.786763,0,47,None,Yes,14.78,Yes,Yes,DSL,10,No,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,59.6,2754,0,0,694.66,3448.66,Stayed,,
7026-YMSBE,Male,62,No,0,Berkeley,94704,37.871416,-122.246597,0,30,None,Yes,24.57,No,No,,,,,,,,,,,One Year,No,Mailed Check,19.7,625.05,0,0,737.1,1362.15,Stayed,,
7028-DVOIQ,Male,71,No,0,Birds Landing,94512,38.140719,-121.838298,0,35,None,Yes,20.83,Yes,Yes,Fiber Optic,19,No,No,Yes,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,99.05,3395.8,0,120,729.05,4244.85,Churned,Other,Don't know
7029-IJEJK,Female,52,No,0,Los Angeles,90059,33.927254,-118.249826,0,54,None,No,,,Yes,DSL,21,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,44.1,2369.7,0,0,0,2369.7,Stayed,,
7029-RPUAV,Male,74,Yes,0,Los Gatos,95030,37.222842,-121.988727,1,17,None,Yes,28.18,Yes,Yes,Cable,16,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Credit Card,100.45,1622.45,0,0,479.06,2101.51,Churned,Competitor,Competitor offered more data
7030-FZTFM,Male,31,Yes,1,Gonzales,93926,36.52588,-121.396719,5,72,Offer A,Yes,45.32,Yes,Yes,Fiber Optic,11,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,110.9,7922.75,0,130,3263.04,11315.79,Stayed,,
7030-NJVDP,Male,36,Yes,0,San Quentin,94964,37.942551,-122.491642,2,24,None,Yes,10.23,No,Yes,Fiber Optic,8,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.25,2210.2,0,0,245.52,2455.72,Stayed,,
7032-LMBHI,Female,42,No,0,Blythe,92225,33.674583,-114.71612,0,37,None,Yes,37.18,Yes,Yes,Cable,9,Yes,No,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,64.65,2347.85,0,0,1375.66,3723.51,Stayed,,
7033-CLAMM,Female,60,Yes,2,Somes Bar,95568,41.444606,-123.471895,6,48,Offer B,Yes,18.64,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.2,1027.25,0,0,894.72,1921.97,Stayed,,
7036-TYDEC,Female,44,No,0,San Clemente,92673,33.4725,-117.584273,0,69,None,Yes,1.85,Yes,Yes,Fiber Optic,13,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,104,7028.5,0,0,127.65,7156.15,Stayed,,
7036-ZZKBD,Male,56,Yes,0,Lincoln,95648,38.922812,-121.312005,7,31,Offer C,Yes,25.3,No,Yes,Cable,28,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,66.4,2019.8,0,0,784.3,2804.1,Stayed,,
7037-MTYVW,Male,26,Yes,2,San Jose,95133,37.371862,-121.860349,6,38,Offer C,Yes,17.52,Yes,Yes,DSL,59,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,85.4,3297,0,0,665.76,3962.76,Stayed,,
7041-TXQJH,Female,64,No,0,Goodyears Bar,95944,39.564113,-120.868836,0,37,Offer C,No,,,Yes,Cable,6,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,40.2,1478.85,0,0,0,1478.85,Stayed,,
7044-YAACC,Male,70,Yes,0,Napa,94559,38.232389,-122.324944,5,4,None,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,Stayed,,
7047-FWEYA,Female,41,Yes,0,San Pedro,90731,33.736387,-118.284363,3,46,Offer B,Yes,33.22,Yes,Yes,Fiber Optic,29,No,Yes,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,103.15,4594.65,0,130,1528.12,6252.77,Stayed,,
7047-YXDMZ,Male,59,No,0,Vallejo,94591,38.105733,-122.186338,0,21,Offer D,Yes,34.39,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20,417.7,0,0,722.19,1139.89,Stayed,,
7048-GXDAY,Male,55,No,0,Fresno,93705,36.78724,-119.827813,0,39,Offer C,Yes,17.17,Yes,Yes,Fiber Optic,30,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.4,4040.65,0,0,669.63,4710.28,Stayed,,
7049-GKVZY,Female,45,No,0,Berkeley,94702,37.866009,-122.286228,0,17,None,Yes,12.69,No,Yes,Cable,22,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,-7,1387.35,0,0,215.73,1603.08,Stayed,,
7054-DMVAS,Male,47,No,0,Redwood Valley,95470,39.298065,-123.25211,0,54,None,Yes,18.74,No,Yes,DSL,16,Yes,Yes,No,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,65.3,3512.9,0,0,1011.96,4524.86,Stayed,,
7054-ENNGU,Female,19,Yes,0,Benicia,94510,38.113533,-122.11926,4,9,None,Yes,12.59,No,Yes,Cable,76,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.85,466.6,0,0,113.31,579.91,Stayed,,
7054-LGEQW,Female,23,No,0,Canyon Country,91351,34.422519,-118.420717,0,1,Offer E,Yes,5.12,No,Yes,DSL,30,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,45.95,45.95,0,0,5.12,51.07,Churned,Attitude,Attitude of support person
7055-HNEOJ,Male,34,Yes,0,El Dorado Hills,95762,38.684437,-121.055634,2,3,Offer E,Yes,4.19,No,Yes,Cable,6,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,55.8,154.55,0,0,12.57,167.12,Joined,,
7055-JCGNI,Female,60,No,0,Moss Beach,94038,37.515556,-122.502311,0,70,Offer A,Yes,44.57,Yes,Yes,Fiber Optic,26,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,111.95,7795.95,0,0,3119.9,10915.85,Stayed,,
7055-VKGDA,Male,31,No,0,Clarksburg,95612,38.384648,-121.578701,0,54,Offer B,Yes,49.98,No,Yes,Fiber Optic,26,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,105.4,5643.4,0,0,2698.92,8342.32,Churned,Dissatisfaction,Product dissatisfaction
7056-IMHCC,Male,69,Yes,0,Torrance,90501,33.833699,-118.314387,1,53,Offer B,Yes,7.94,Yes,Yes,Fiber Optic,6,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,101.9,5549.4,0,0,420.82,5970.22,Churned,Price,Price too high
7061-OVMIM,Female,57,Yes,0,Palm Springs,92262,33.839989,-116.659215,1,30,None,Yes,21.14,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.55,608.5,0,0,634.2,1242.7,Stayed,,
7064-FRRSW,Male,71,No,0,Tarzana,91356,34.157137,-118.548511,0,48,None,Yes,5.87,Yes,Yes,Fiber Optic,2,No,Yes,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,99,4744.35,0,0,281.76,5026.11,Stayed,,
7064-JHXCE,Male,64,Yes,1,San Luis Obispo,93401,35.233745,-120.626442,5,62,Offer B,Yes,20.96,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.05,1263.9,0,0,1299.52,2563.42,Stayed,,
7065-YUNRY,Female,28,No,0,San Diego,92117,32.825086,-117.199424,0,1,None,Yes,39.94,No,Yes,Cable,59,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Mailed Check,45.3,45.3,0,0,39.94,85.24,Churned,Competitor,Competitor made better offer
7067-KSAZT,Female,66,Yes,0,Chico,95928,39.681488,-121.83721,1,65,None,Yes,18.69,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,106.25,6979.8,0,0,1214.85,8194.65,Churned,Competitor,Competitor made better offer
7072-MBHEV,Female,77,Yes,2,Edwards,93523,34.966777,-117.961179,8,11,None,Yes,17.66,Yes,Yes,Fiber Optic,13,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,78.1,864.85,0,0,194.26,1059.11,Stayed,,
7073-QETQY,Male,59,Yes,0,Capay,95607,38.681651,-122.130569,9,66,Offer A,Yes,45.03,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,20.35,1359.5,0,0,2971.98,4331.48,Stayed,,
7074-IEVOJ,Female,75,No,0,San Francisco,94130,37.820894,-122.369725,0,3,None,Yes,41.9,Yes,Yes,Fiber Optic,11,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.4,205.05,0,0,125.7,330.75,Churned,Dissatisfaction,Product dissatisfaction
7074-STDCN,Male,25,No,0,Artesia,90701,33.867593,-118.080637,0,39,Offer C,No,,,Yes,Cable,26,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,40.6,1494.5,0,0,0,1494.5,Stayed,,
7075-BNDVQ,Female,46,No,0,Termo,96132,41.027281,-120.669427,0,4,None,No,,,Yes,DSL,26,Yes,No,Yes,No,No,No,No,No,Month-to-Month,No,Credit Card,35,135.75,0,50,0,185.75,Stayed,,
7077-XJMET,Male,63,Yes,0,Alta,95701,39.218096,-120.79153,7,12,None,Yes,49.39,No,Yes,DSL,5,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,74.15,741.4,0,0,592.68,1334.08,Stayed,,
7078-NVFAM,Female,57,Yes,1,Pomona,91767,34.083086,-117.737997,3,32,None,No,,,Yes,Cable,14,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,35.15,1051.05,0,0,0,1051.05,Stayed,,
7079-QRCBC,Female,35,No,0,Sacramento,95864,38.585826,-121.376263,0,24,None,Yes,37.69,Yes,Yes,Fiber Optic,18,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.75,2407.3,0,0,904.56,3311.86,Churned,Competitor,Competitor had better devices
7080-TNUWP,Male,48,Yes,0,Arbuckle,95912,38.982373,-122.047751,5,70,None,Yes,31.13,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,95,6602.9,0,0,2179.1,8782,Stayed,,
7083-MIOPC,Female,62,No,0,Burbank,91505,34.174215,-118.345928,0,72,None,Yes,42.36,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.25,1566.9,0,0,3049.92,4616.82,Stayed,,
7083-YNSKY,Female,22,No,0,Lodi,95242,38.128087,-121.4078,0,15,Offer D,Yes,45.84,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,25.4,399.6,0,0,687.6,1087.2,Churned,Attitude,Attitude of support person
7088-FBAWU,Female,22,Yes,2,Los Angeles,90007,34.027337,-118.28515,8,17,Offer D,Yes,44.9,No,Yes,DSL,47,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,74.55,1215.8,0,0,763.3,1979.1,Stayed,,
7089-IVVAZ,Female,26,No,0,Cantua Creek,93608,36.488056,-120.407691,0,8,Offer E,Yes,19.68,Yes,Yes,Fiber Optic,41,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.35,847.3,0,0,157.44,1004.74,Churned,Competitor,Competitor offered more data
7089-RKVSZ,Male,43,Yes,0,Woody,93287,35.710244,-118.881679,6,8,None,Yes,23.18,Yes,No,,,,,,,,,,,One Year,No,Mailed Check,24.4,203.95,0,0,185.44,389.39,Stayed,,
7089-XXAYG,Male,37,Yes,0,Rocklin,95677,38.7904,-121.236973,10,25,None,No,,,Yes,Cable,24,No,No,Yes,No,Yes,No,No,No,One Year,Yes,Credit Card,38.1,970.4,0,100,0,1070.4,Stayed,,
7094-MSZAO,Male,55,Yes,3,Oakland,94610,37.808731,-122.238708,7,10,None,Yes,13.83,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.05,218.5,0,0,138.3,356.8,Stayed,,
7096-UCLNH,Male,30,No,0,Fontana,92335,34.087558,-117.464096,0,1,None,Yes,11.1,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,20.05,0,0,11.1,31.15,Joined,,
7096-ZNBZI,Female,21,Yes,0,Studio City,91604,34.139082,-118.39275,1,72,Offer A,Yes,22.22,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,26.45,1914.5,0,0,1599.84,3514.34,Stayed,,
7100-FQPRV,Male,24,Yes,0,Canoga Park,91303,34.19829,-118.602203,5,43,Offer B,Yes,48.1,Yes,Yes,DSL,51,Yes,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,71.9,3173.35,0,0,2068.3,5241.65,Stayed,,
7101-HRBLJ,Female,25,Yes,0,Idyllwild,92549,33.755039,-116.741796,9,72,None,Yes,16.05,No,Yes,Cable,46,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,83.7,6096.9,0,0,1155.6,7252.5,Stayed,,
7102-JJVTX,Female,31,Yes,0,Escondido,92025,33.081478,-117.033814,9,9,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,Stayed,,
7103-IPXPJ,Male,44,Yes,0,Inglewood,90305,33.958134,-118.330905,7,50,Offer B,Yes,26.06,Yes,Yes,Fiber Optic,18,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,99.4,5059.75,0,0,1303,6362.75,Stayed,,
7103-ZGVNT,Female,59,Yes,3,Portola Valley,94028,37.369709,-122.215844,10,69,Offer A,Yes,7.84,Yes,Yes,Cable,21,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,No,Credit Card,-6,4885.85,0,0,540.96,5426.81,Stayed,,
7105-BENQF,Male,31,No,3,Tarzana,91356,34.157137,-118.548511,0,15,None,Yes,43.69,No,Yes,DSL,29,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,64.85,950.75,0,0,655.35,1606.1,Stayed,,
7105-MXJLL,Female,76,Yes,0,Valencia,91355,34.43987,-118.644609,2,26,None,Yes,17.12,No,Yes,Cable,17,No,No,Yes,No,No,Yes,No,Yes,One Year,No,Credit Card,60.7,1597.4,0,0,445.12,2042.52,Stayed,,
7107-UBYKY,Female,62,Yes,1,Sutter,95982,39.172777,-121.805845,5,35,Offer C,Yes,24.76,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,25.75,882.55,0,0,866.6,1749.15,Stayed,,
7108-DGVUU,Female,73,Yes,0,Lookout,96054,41.280478,-121.160249,4,21,None,Yes,30.3,Yes,Yes,DSL,18,No,Yes,Yes,No,No,Yes,No,No,One Year,No,Bank Withdrawal,71.7,1497.05,0,100,636.3,2233.35,Stayed,,
7109-CQYUZ,Male,34,No,0,Beverly Hills,90210,34.099891,-118.414338,0,52,None,Yes,6.8,Yes,Yes,DSL,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,89.25,4652.4,0,0,353.6,5006,Stayed,,
7109-MFBYV,Male,28,No,0,San Bernardino,92407,34.250069,-117.393949,0,26,Offer C,Yes,29.07,No,Yes,Cable,42,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.45,1233.15,0,0,755.82,1988.97,Stayed,,
7110-BDTWG,Female,59,Yes,0,San Jose,95148,37.339533,-121.777179,4,71,None,No,,,Yes,Cable,6,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,47.05,3263.6,0,0,0,3263.6,Stayed,,
7112-OPOTK,Male,37,No,0,Fort Bidwell,96112,41.932207,-120.135941,0,33,None,Yes,28.84,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,68.25,2171.15,0,0,951.72,3122.87,Churned,Attitude,Attitude of support person
7113-HIPFI,Male,59,Yes,2,Long Beach,90806,33.802664,-118.179971,10,66,Offer A,Yes,26.91,No,Yes,Cable,30,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,65.85,4097.05,0,0,1776.06,5873.11,Stayed,,
7114-AEOZE,Female,53,No,0,Big Bar,96010,40.775272,-123.287414,0,60,Offer B,Yes,31.12,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.85,1128.1,0,0,1867.2,2995.3,Stayed,,
7115-IRDHS,Female,64,Yes,0,Sonora,95370,37.982716,-120.343732,3,72,None,Yes,24.42,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.65,1830.05,0,0,1758.24,3588.29,Stayed,,
7120-RFMVS,Male,31,No,0,Isleton,95641,38.154823,-121.601358,0,1,None,Yes,6.89,Yes,Yes,Fiber Optic,12,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,84.5,84.5,0,0,6.89,91.39,Churned,Price,Price too high
7123-WQUHX,Male,34,No,0,Santa Monica,90401,34.015481,-118.493231,0,38,Offer C,Yes,3.95,Yes,Yes,Fiber Optic,21,No,No,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,95,3605.6,0,0,150.1,3755.7,Stayed,,
7124-UGSUR,Female,77,Yes,0,Los Angeles,90028,34.099869,-118.326843,1,61,None,Yes,35.11,Yes,Yes,Fiber Optic,17,No,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Credit Card,104.4,6405,0,0,2141.71,8546.71,Churned,Competitor,Competitor had better devices
7126-RBHSD,Female,53,Yes,0,Lathrop,95330,37.80821,-121.308401,1,17,Offer D,Yes,21.15,Yes,Yes,Fiber Optic,4,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,78.9,1348.95,0,0,359.55,1708.5,Stayed,,
7128-GGCNO,Male,38,No,0,Laguna Hills,92653,33.606899,-117.717854,0,46,Offer B,Yes,41.1,Yes,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,72.8,3249.4,0,0,1890.6,5140,Stayed,,
7129-ACFOG,Female,56,No,0,Mountain Ranch,95246,38.264262,-120.515133,0,5,None,Yes,49.4,Yes,Yes,Cable,22,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,53.8,283.95,0,10,247,540.95,Stayed,,
7129-AZJDE,Male,59,Yes,1,Huntington Beach,92647,33.723579,-118.005441,1,34,Offer C,Yes,3.54,No,Yes,Fiber Optic,12,No,No,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,78.95,2647.2,0,0,120.36,2767.56,Stayed,,
7129-CAKJW,Female,62,No,0,Fresno,93721,36.732694,-119.783786,0,17,Offer D,Yes,44.96,Yes,Yes,Fiber Optic,29,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.05,1345.65,0,0,764.32,2109.97,Stayed,,
7130-CTCUS,Male,79,Yes,0,Springville,93265,36.245926,-118.693138,5,16,None,Yes,35.53,No,Yes,DSL,23,Yes,Yes,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,54.55,825.1,0,0,568.48,1393.58,Stayed,,
7130-VTEWQ,Female,74,No,0,San Rafael,94903,38.018065,-122.546024,0,8,None,Yes,13.8,Yes,Yes,Fiber Optic,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.75,606.25,0,0,110.4,716.65,Churned,Competitor,Competitor offered more data
7130-YXBRO,Male,28,Yes,0,Cool,95614,38.880622,-120.973865,9,48,Offer B,Yes,22.36,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,111.45,5315.1,0,0,1073.28,6388.38,Stayed,,
7131-ZQZNK,Female,46,Yes,0,Clovis,93612,36.814539,-119.711868,1,60,Offer B,No,,,Yes,DSL,19,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,59.85,3590.2,0,0,0,3590.2,Stayed,,
7133-VBDCG,Female,54,No,0,San Diego,92129,32.961064,-117.134917,0,25,Offer C,Yes,26.81,No,Yes,Fiber Optic,12,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.85,2015.35,0,0,670.25,2685.6,Churned,Competitor,Competitor made better offer
7134-HBPBS,Female,65,No,0,Adelanto,92301,34.667815,-117.536183,0,72,Offer A,Yes,26.87,Yes,Yes,Fiber Optic,20,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,108.1,7774.05,0,0,1934.64,9708.69,Stayed,,
7134-MJPDY,Female,69,No,0,Moorpark,93021,34.312945,-118.858169,0,66,Offer A,Yes,11.63,Yes,Yes,Fiber Optic,5,No,No,Yes,Yes,Yes,Yes,No,No,One Year,Yes,Credit Card,102.85,6976.75,0,60,767.58,7804.33,Stayed,,
7136-IHZJA,Female,30,Yes,2,Santa Fe Springs,90670,33.933565,-118.062611,4,40,None,Yes,29.14,No,Yes,DSL,48,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,71.35,2847.2,0,0,1165.6,4012.8,Stayed,,
7136-RVDTZ,Male,79,No,0,Portola Valley,94028,37.369709,-122.215844,0,70,None,No,,,Yes,DSL,20,No,No,No,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,45.25,3264.45,0,0,0,3264.45,Churned,Attitude,Attitude of service provider
7137-NAXML,Male,63,No,0,Moss Beach,94038,37.515556,-122.502311,0,23,Offer D,Yes,26.37,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,-9,405.6,0,0,606.51,1012.11,Stayed,,
7137-RYLPP,Male,75,Yes,0,Paskenta,96074,39.884395,-122.587513,1,37,Offer C,Yes,46.61,Yes,Yes,Fiber Optic,26,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.7,3171.15,0,0,1724.57,4895.72,Churned,Competitor,Competitor offered higher download speeds
7138-GIRSH,Male,63,No,0,Camarillo,93012,34.205504,-118.993111,0,50,None,Yes,27.04,Yes,Yes,DSL,2,No,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,69.5,3418.2,5.73,0,1352,4764.47,Stayed,,
7139-JZFVG,Male,37,Yes,2,Huntington Beach,92646,33.666301,-117.969501,7,60,None,Yes,43.24,No,Yes,DSL,28,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,60.5,3694.45,0,0,2594.4,6288.85,Stayed,,
7140-ADSMJ,Male,23,No,0,Los Banos,93635,36.995162,-120.955099,0,8,Offer E,Yes,35.21,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.45,162.3,0,0,281.68,443.98,Stayed,,
7142-HVGBG,Male,73,Yes,0,Mount Laguna,91948,32.830852,-116.444601,1,43,Offer B,Yes,17.43,Yes,Yes,Fiber Optic,26,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,103,4414.3,0,0,749.49,5163.79,Churned,Competitor,Competitor had better devices
7143-BQIBA,Male,32,No,0,Petaluma,94954,38.235021,-122.557332,0,10,Offer D,Yes,7.65,No,Yes,DSL,17,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,62.25,612.95,0,0,76.5,689.45,Stayed,,
7145-FEJWU,Female,62,No,2,San Francisco,94134,37.721052,-122.413573,0,12,None,Yes,16.96,Yes,Yes,Fiber Optic,18,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.3,1275.65,0,0,203.52,1479.17,Stayed,,
7147-AYBAA,Male,62,No,0,Berkeley,94702,37.866009,-122.286228,0,37,None,Yes,28.84,No,Yes,Fiber Optic,25,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.35,2552.9,0,0,1067.08,3619.98,Stayed,,
7148-XZPHA,Male,43,Yes,3,Rancho Cordova,95670,38.602723,-121.279913,9,55,None,Yes,13.45,No,Yes,Fiber Optic,53,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,79.4,4238.45,0,0,739.75,4978.2,Stayed,,
7153-CHRBV,Female,54,Yes,1,San Andreas,95249,38.196497,-120.61689,6,57,Offer B,Yes,18.85,No,Yes,Cable,24,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,59.3,3274.35,0,0,1074.45,4348.8,Stayed,,
7153-OANIO,Male,48,No,0,Mendocino,95460,39.305545,-123.743697,0,1,Offer E,Yes,27.58,No,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.95,69.95,0,0,27.58,97.53,Churned,Other,Moved
7156-MHUGY,Male,68,No,0,Buena Park,90621,33.874224,-117.993368,0,13,None,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,Churned,Competitor,Competitor had better devices
7156-MXBJE,Female,29,No,0,San Diego,92127,33.017518,-117.118456,0,43,None,Yes,2.49,Yes,Yes,DSL,53,No,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Credit Card,85.1,3662.25,0,30,107.07,3799.32,Stayed,,
7157-SMCFK,Male,32,No,2,Valencia,91355,34.43987,-118.644609,0,61,Offer B,Yes,15.02,No,No,,,,,,,,,,,Two Year,No,Mailed Check,19.75,1124.2,0,0,916.22,2040.42,Stayed,,
7159-FVYPK,Female,23,Yes,3,Beaumont,92223,33.946982,-116.977672,3,3,None,Yes,24.28,Yes,Yes,DSL,73,No,Yes,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.15,235,0,0,72.84,307.84,Joined,,
7159-NOKYQ,Male,42,Yes,0,Montebello,90640,34.015217,-118.109962,5,67,Offer A,Yes,17.4,Yes,Yes,Fiber Optic,11,No,Yes,Yes,No,No,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,93.15,6368.2,0,90,1165.8,7624,Stayed,,
7161-DFHUF,Female,55,Yes,0,Shasta,96087,40.617614,-122.512861,4,71,None,Yes,21.19,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,23.85,1672.1,0,0,1504.49,3176.59,Stayed,,
7162-WPHPM,Male,44,Yes,3,Elk,95432,39.108252,-123.645121,1,58,None,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,Stayed,,
7163-OCEQI,Male,64,Yes,2,Walnut Creek,94596,37.900662,-122.052782,6,22,None,Yes,36.15,Yes,Yes,DSL,11,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,-4,1663.75,0,0,795.3,2459.05,Stayed,,
7164-BPTUT,Male,55,No,2,Banning,92220,33.936298,-116.849577,0,57,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,Stayed,,
7167-PCEYD,Male,31,No,0,Temecula,92592,33.507255,-117.029473,0,67,None,Yes,4.72,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.8,1311.3,0,0,316.24,1627.54,Stayed,,
7168-HDQHG,Female,56,Yes,2,Brownsville,95919,39.440687,-121.263583,3,36,Offer C,Yes,20.57,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.2,702.9,0,0,740.52,1443.42,Stayed,,
7169-YWAMK,Male,52,Yes,1,Sunol,94586,37.587494,-121.862856,7,72,None,Yes,15.96,No,Yes,DSL,26,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,68.4,4855.35,0,0,1149.12,6004.47,Stayed,,
7173-TETGO,Female,66,Yes,0,Lytle Creek,92358,34.238162,-117.534306,4,72,Offer A,Yes,32.37,Yes,Yes,Fiber Optic,22,Yes,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,78.5,5602.25,0,0,2330.64,7932.89,Stayed,,
7175-NTIXE,Female,26,No,0,Redwood City,94061,37.461251,-122.235414,0,25,None,Yes,21.67,No,Yes,DSL,48,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,76.15,1992.95,0,0,541.75,2534.7,Stayed,,
7176-WIONM,Female,24,Yes,0,Bishop,93514,37.04584,-118.397236,10,12,Offer D,No,,,Yes,Cable,82,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.85,617.15,0,0,0,617.15,Stayed,,
7176-WRTNX,Male,51,No,0,Ventura,93004,34.278697,-119.167798,0,70,Offer A,Yes,14.63,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,114.95,7711.25,0,0,1024.1,8735.35,Stayed,,
7180-PISOG,Male,41,Yes,0,Piru,93040,34.432843,-118.730106,0,1,None,Yes,36.44,Yes,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.5,74.5,0,0,36.44,110.94,Churned,Attitude,Attitude of service provider
7181-BQYBV,Female,52,Yes,0,Garden Grove,92845,33.782955,-118.026456,1,1,None,Yes,25.88,Yes,Yes,Fiber Optic,9,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,102.45,102.45,0,0,25.88,128.33,Churned,Attitude,Attitude of service provider
7181-OQCUT,Male,60,No,0,Fresno,93706,36.654614,-119.903674,0,21,Offer D,Yes,15.89,Yes,Yes,Fiber Optic,3,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,103.85,2215,0,0,333.69,2548.69,Stayed,,
7182-OVLBJ,Female,32,Yes,3,Kenwood,95452,38.419525,-122.521585,4,62,None,Yes,28.64,Yes,Yes,Fiber Optic,52,Yes,No,No,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,101.15,6638.35,0,30,1775.68,8444.03,Stayed,,
7184-LRUUR,Female,22,No,0,Los Banos,93635,36.995162,-120.955099,0,22,None,Yes,1.74,No,Yes,DSL,85,No,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,65.25,1441.8,0,0,38.28,1480.08,Stayed,,
7188-CBBBA,Female,59,No,0,Rowland Heights,91748,33.976753,-117.897367,0,65,None,Yes,27.68,Yes,Yes,Fiber Optic,6,No,Yes,Yes,No,Yes,No,No,No,One Year,Yes,Bank Withdrawal,95.5,6153.85,0,80,1799.2,8033.05,Stayed,,
7190-XHTWJ,Female,48,No,0,Newbury Park,91320,34.172071,-118.946262,0,38,None,Yes,32.63,No,No,,,,,,,,,,,One Year,No,Mailed Check,19.3,755.5,0,0,1239.94,1995.44,Stayed,,
7191-ADRGF,Male,63,Yes,0,Torrance,90504,33.867257,-118.330794,1,44,None,No,,,Yes,Cable,18,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,54.3,2390.45,0,0,0,2390.45,Stayed,,
7196-LIWRH,Female,61,No,0,Oroville,95965,39.624561,-121.552866,0,6,Offer E,Yes,7.35,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.55,124.45,0,0,44.1,168.55,Stayed,,
7197-VOJMM,Male,59,Yes,0,Calpine,96124,39.672813,-120.456699,0,67,None,Yes,47.46,No,Yes,DSL,20,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,69.2,4671.65,0,0,3179.82,7851.47,Stayed,,
7198-GLXTC,Male,33,No,0,La Palma,90623,33.850504,-118.039892,0,2,None,Yes,48.66,No,Yes,Fiber Optic,21,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,79,143.65,0,0,97.32,240.97,Churned,Attitude,Attitude of support person
7203-OYKCT,Male,45,No,0,Palo Verde,92266,33.3249,-114.758334,0,72,None,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,Stayed,,
7205-BAIAD,Female,42,No,0,Fillmore,93015,34.408161,-118.865111,0,40,None,Yes,22.89,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,20.6,827.3,0,0,915.6,1742.9,Stayed,,
7206-GZCDC,Female,75,No,0,Loleta,95551,40.665952,-124.240051,0,1,Offer E,Yes,29.68,No,Yes,Cable,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.25,69.25,0,0,29.68,98.93,Churned,Attitude,Attitude of support person
7206-PQBBZ,Male,76,Yes,0,Fontana,92336,34.136367,-117.460803,7,11,Offer D,Yes,24.42,No,Yes,Fiber Optic,29,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,70.2,834.7,0,0,268.62,1103.32,Stayed,,
7207-RMRDB,Female,20,Yes,0,Santa Barbara,93110,34.437945,-119.77191,7,65,None,Yes,34.14,Yes,Yes,Fiber Optic,26,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.5,6985.65,0,0,2219.1,9204.75,Churned,Competitor,Competitor had better devices
7208-PSIHR,Female,50,Yes,0,Klamath,95548,41.572813,-124.035011,9,70,None,Yes,5.46,Yes,Yes,Fiber Optic,30,No,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,104.3,7188.5,0,30,382.2,7600.7,Stayed,,
7209-JCUDS,Male,25,No,0,Stockton,95212,38.049457,-121.21653,0,10,Offer D,Yes,40.22,No,Yes,Fiber Optic,41,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.9,1048.85,0,0,402.2,1451.05,Churned,Competitor,Competitor had better devices
7216-EWTRS,Female,78,Yes,0,Newport Beach,92663,33.62251,-117.927024,4,1,None,Yes,17.35,Yes,Yes,Fiber Optic,23,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,100.8,100.8,0,0,17.35,118.15,Churned,Attitude,Attitude of service provider
7216-KAOID,Male,27,Yes,1,Santa Rosa,95401,38.460517,-122.790335,8,41,Offer B,Yes,39.53,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.5,798.2,0,0,1620.73,2418.93,Stayed,,
7217-JYHOQ,Male,30,Yes,2,Burbank,91505,34.174215,-118.345928,6,24,None,Yes,44.57,No,Yes,Cable,26,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,70.3,1706.45,0,0,1069.68,2776.13,Stayed,,
7218-HKQFK,Male,49,Yes,0,Homeland,92548,33.761894,-117.120868,4,2,None,Yes,18.79,No,Yes,Fiber Optic,19,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.2,167.5,0,0,37.58,205.08,Churned,Other,Don't know
7219-TLZHO,Female,27,Yes,1,Montebello,90640,34.015217,-118.109962,1,4,None,Yes,39.89,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.85,62.9,0,0,159.56,222.46,Stayed,,
7225-CBZPL,Male,79,Yes,0,Earlimart,93219,35.858054,-119.305858,7,17,None,Yes,46.44,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,94.8,1563.9,0,0,789.48,2353.38,Stayed,,
7225-IILWY,Male,36,Yes,1,Turlock,95380,37.474396,-120.875917,10,68,None,Yes,26.83,Yes,No,,,,,,,,,,,Two Year,No,Mailed Check,25.75,1686.15,0,0,1824.44,3510.59,Stayed,,
7228-OMTPN,Male,32,No,0,Santa Barbara,93110,34.437945,-119.77191,0,4,None,Yes,49.14,No,Yes,Fiber Optic,15,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,88.45,370.65,0,0,196.56,567.21,Churned,Other,Don't know
7228-PAQPD,Female,19,No,0,Escondido,92027,33.141265,-116.967221,0,14,Offer D,Yes,34.01,No,Yes,Cable,69,No,No,No,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,59.1,772.85,0,0,476.14,1248.99,Stayed,,
7233-DRTRF,Male,47,Yes,0,Fresno,93701,36.749403,-119.787574,1,63,None,Yes,17.75,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,102.4,6444.05,0,0,1118.25,7562.3,Stayed,,
7233-IOQNP,Female,34,Yes,0,Gazelle,96034,41.411315,-122.697236,9,43,Offer B,No,,,Yes,Cable,21,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,34,1505.35,49.22,0,0,1456.13,Stayed,,
7233-PAHHL,Male,57,Yes,0,South Gate,90280,33.944624,-118.192615,0,66,Offer A,Yes,6.22,Yes,Yes,DSL,26,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,84,5714.25,0,0,410.52,6124.77,Stayed,,
7234-FECYN,Female,78,No,0,San Gabriel,91776,34.089927,-118.095645,0,8,None,Yes,43.98,Yes,Yes,Fiber Optic,27,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,101.35,780.5,0,0,351.84,1132.34,Churned,Attitude,Attitude of support person
7234-KMNRQ,Male,21,No,0,Pacific Palisades,90272,34.079449,-118.548306,0,4,None,Yes,8.38,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19,73.45,0,0,33.52,106.97,Stayed,,
7235-NXZCP,Male,79,No,0,Hornbrook,96044,41.962127,-122.527696,0,2,Offer E,Yes,45.41,Yes,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,74.85,156.4,0,0,90.82,247.22,Churned,Competitor,Competitor made better offer
7239-HZZCX,Male,21,No,0,Lancaster,93535,34.712708,-117.889656,0,1,None,Yes,29.33,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.75,19.75,0,0,29.33,49.08,Churned,Competitor,Competitor made better offer
7240-ETPTR,Female,51,Yes,0,Pope Valley,94567,38.672708,-122.403219,1,9,None,No,,,Yes,DSL,10,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,48.75,442.2,0,10,0,452.2,Churned,Price,Lack of affordable download/upload speed
7240-FQLHE,Female,68,Yes,0,San Diego,92114,32.707892,-117.05512,1,18,None,Yes,25.27,Yes,Yes,Fiber Optic,15,No,No,No,Yes,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,99.75,1836.25,0,0,454.86,2291.11,Churned,Attitude,Attitude of support person
7241-AJHFS,Male,53,No,0,Escondido,92027,33.141265,-116.967221,0,32,None,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,Stayed,,
7242-EDTYC,Male,48,No,2,Pine Valley,91962,32.800671,-116.483363,0,44,Offer B,Yes,14.37,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.55,819.95,0,0,632.28,1452.23,Stayed,,
7242-QZLXF,Male,20,No,3,San Diego,92121,32.898613,-117.202937,0,1,None,No,,,Yes,Cable,51,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,25.3,25.3,0,10,0,35.3,Churned,Competitor,Competitor made better offer
7243-LCGGZ,Female,28,No,0,Alhambra,91801,34.090925,-118.128164,0,1,None,Yes,10.21,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.9,20.9,0,0,10.21,31.11,Joined,,
7244-KXYZN,Female,25,No,0,Modesto,95357,37.670526,-120.877572,0,24,None,Yes,5.98,No,No,,,,,,,,,,,One Year,No,Credit Card,20.45,527.35,0,0,143.52,670.87,Stayed,,
7244-QWYHG,Male,20,Yes,0,San Diego,92154,32.578103,-117.012975,3,50,Offer B,No,,,Yes,DSL,73,Yes,No,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,44.45,2188.45,0,0,0,2188.45,Stayed,,
7245-JMTTQ,Female,19,No,0,Baldwin Park,91706,34.098275,-117.967399,0,51,Offer B,Yes,43.79,Yes,Yes,Fiber Optic,82,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,111.5,5703.25,0,0,2233.29,7936.54,Stayed,,
7245-NIIWQ,Female,53,No,0,Fellows,93224,35.215731,-119.57013,0,3,Offer E,Yes,34.76,No,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.85,199.85,0,0,104.28,304.13,Joined,,
7246-ZGQDF,Female,63,No,3,Victorville,92394,34.567058,-117.362329,0,1,None,Yes,33.21,No,Yes,DSL,75,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.5,54.5,0,0,33.21,87.71,Joined,,
7247-XOZPB,Male,52,Yes,0,Miramonte,93641,36.696759,-119.024051,1,53,Offer B,Yes,47.55,Yes,Yes,DSL,13,Yes,No,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,77.4,4155.95,0,0,2520.15,6676.1,Stayed,,
7248-VZQLC,Female,78,No,0,Concord,94521,37.971421,-121.971504,0,47,None,Yes,16.83,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.2,3969.35,0,0,791.01,4760.36,Churned,Price,Price too high
7249-WBIYX,Male,63,Yes,0,Elmira,95625,38.349195,-121.902943,1,10,None,Yes,30.1,Yes,Yes,Cable,29,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.6,813.85,0,0,301,1114.85,Churned,Competitor,Competitor offered more data
7250-EQKIY,Female,47,Yes,2,Escondido,92027,33.141265,-116.967221,1,1,Offer E,Yes,9.73,No,Yes,DSL,29,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,50.45,50.45,0,0,9.73,60.18,Churned,Competitor,Competitor made better offer
7251-LJBQN,Female,74,No,0,Strathmore,93267,36.141319,-119.129075,0,40,None,Yes,28.54,Yes,Yes,Fiber Optic,24,No,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Credit Card,103.75,4188.4,0,0,1141.6,5330,Stayed,,
7251-XFOIL,Female,60,No,0,Coulterville,95311,37.722127,-120.110174,0,61,Offer B,Yes,14.52,Yes,Yes,Fiber Optic,27,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,89.2,5500.6,0,0,885.72,6386.32,Stayed,,
7252-NTGSS,Female,43,No,0,Redondo Beach,90277,33.830453,-118.384565,0,1,None,Yes,42.34,No,Yes,DSL,10,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.15,45.15,0,0,42.34,87.49,Joined,,
7253-UVNDW,Female,52,No,0,Santa Barbara,93108,34.457541,-119.631072,0,46,None,Yes,45.2,No,Yes,DSL,17,No,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,54.35,2460.15,0,0,2079.2,4539.35,Churned,Dissatisfaction,Network reliability
7254-IQWOZ,Male,30,No,0,Redding,96001,40.587919,-122.464732,0,1,Offer E,Yes,28.7,No,Yes,Fiber Optic,69,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.65,69.65,0,0,28.7,98.35,Churned,Dissatisfaction,Network reliability
7255-SSFBC,Male,42,Yes,3,Northridge,91324,34.238208,-118.55029,2,72,Offer A,Yes,11.66,Yes,Yes,Fiber Optic,28,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,112.25,8041.65,0,0,839.52,8881.17,Stayed,,
7266-GSSJX,Male,43,Yes,2,West Sacramento,95605,38.592745,-121.540036,3,11,None,Yes,16.67,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.45,250.8,0,0,183.37,434.17,Stayed,,
7267-FRMJW,Female,25,Yes,3,Sierra Madre,91024,34.168686,-118.057505,1,25,Offer C,Yes,4.57,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.1,486.05,0,0,114.25,600.3,Stayed,,
7268-IGMFD,Male,75,No,0,Avila Beach,93424,35.186644,-120.728305,0,18,Offer D,Yes,1.92,Yes,Yes,Fiber Optic,25,No,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,93.9,1743.9,0,0,34.56,1778.46,Stayed,,
7268-WNTCP,Male,45,Yes,2,Blocksburg,95514,40.309088,-123.668201,2,62,None,Yes,1.87,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.45,1297.35,0,0,115.94,1413.29,Stayed,,
7269-JISCY,Female,48,No,0,Los Alamitos,90720,33.79499,-118.065591,0,55,None,Yes,33.6,No,Yes,DSL,5,No,No,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,45.05,2462.6,0,0,1848,4310.6,Stayed,,
7270-BDIOA,Female,60,No,0,Maxwell,95955,39.281194,-122.226568,0,22,None,Yes,12.19,Yes,Yes,Fiber Optic,23,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,-2,1993.8,0,0,268.18,2261.98,Churned,Dissatisfaction,Limited range of services
7271-AJDTL,Female,64,Yes,0,Sacramento,95816,38.574856,-121.46504,1,55,None,Yes,34.61,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,94.45,5073.1,0,0,1903.55,6976.65,Stayed,,
7272-QDCKA,Male,31,No,0,Oroville,95965,39.624561,-121.552866,0,28,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,Stayed,,
7273-TEFQD,Male,67,No,0,La Puente,91746,34.038983,-117.991372,0,3,Offer E,No,,,Yes,DSL,28,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,41.15,132.2,0,0,0,132.2,Churned,Price,Long distance charges
7274-CGTOD,Male,21,No,0,San Geronimo,94963,38.00474,-122.663717,0,62,None,No,,,Yes,DSL,51,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,43.7,2618.3,0,0,0,2618.3,Stayed,,
7274-RTAPZ,Male,20,No,0,Long Beach,90804,33.783047,-118.1486,0,1,Offer E,Yes,7.15,No,Yes,Fiber Optic,48,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.55,90.55,0,0,7.15,97.7,Churned,Dissatisfaction,Product dissatisfaction
7277-KAMWT,Male,23,No,0,San Leandro,94578,37.704384,-122.126703,0,13,Offer D,Yes,1.61,No,No,,,,,,,,,,,Two Year,No,Credit Card,20,268.45,0,0,20.93,289.38,Stayed,,
7277-OZCGZ,Female,40,No,0,Spring Valley,91978,32.730264,-116.950963,0,22,None,Yes,6,No,Yes,Fiber Optic,8,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.05,1886.25,0,0,132,2018.25,Stayed,,
7278-CKDNC,Male,76,No,0,Fresno,93701,36.749403,-119.787574,0,24,None,Yes,46.13,Yes,Yes,Fiber Optic,23,No,Yes,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,80.5,2088.45,0,0,1107.12,3195.57,Stayed,,
7279-BUYWN,Female,66,No,0,Buena Park,90620,33.845706,-118.012204,0,41,None,Yes,27.95,Yes,Yes,Fiber Optic,23,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,113.2,4689.5,0,0,1145.95,5835.45,Churned,Attitude,Attitude of support person
7279-NMVJC,Female,38,No,0,Compton,90220,33.88151,-118.234451,0,17,None,Yes,25.62,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.9,323.15,0,0,435.54,758.69,Stayed,,
7284-BUYEC,Female,46,No,0,Tulelake,96134,41.813521,-121.492666,0,5,Offer E,No,,,Yes,Cable,26,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,50.95,229.4,0,0,0,229.4,Stayed,,
7284-ZZLOH,Male,37,Yes,0,Alta,95701,39.218096,-120.79153,10,45,None,Yes,43.27,No,Yes,DSL,4,Yes,No,Yes,No,No,No,No,No,Two Year,No,Credit Card,53.3,2296.25,0,90,1947.15,4333.4,Stayed,,
7285-KLOTR,Female,46,Yes,0,Pacifica,94044,37.573633,-122.455167,3,12,None,Yes,25.09,Yes,Yes,Cable,17,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,78.85,876.75,0,0,301.08,1177.83,Stayed,,
7291-CDTMJ,Male,40,No,0,Laguna Beach,92651,33.570023,-117.773669,0,1,Offer E,Yes,13.85,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.65,19.65,0,0,13.85,33.5,Joined,,
7293-LSCDV,Female,32,Yes,3,Santa Ana,92704,33.719869,-117.907063,2,60,None,Yes,23.68,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.25,1103.25,0,0,1420.8,2524.05,Stayed,,
7294-TMAOP,Female,30,No,0,Castro Valley,94546,37.708327,-122.083473,0,1,Offer E,Yes,15.44,No,Yes,Fiber Optic,51,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,90.55,90.55,0,60,15.44,165.99,Churned,Competitor,Competitor made better offer
7295-JOMMD,Female,34,No,0,San Jose,95135,37.28682,-121.723877,0,4,Offer E,Yes,5.63,No,Yes,Fiber Optic,18,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.1,396.3,0,0,22.52,418.82,Churned,Competitor,Competitor made better offer
7296-PIXQY,Female,60,Yes,2,Bodega,94922,38.343282,-122.9755,0,14,Offer D,Yes,23,No,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.2,1046.5,0,0,322,1368.5,Stayed,,
7297-DVYGA,Female,61,No,0,West Covina,91790,34.066964,-117.937007,0,51,Offer B,Yes,29.87,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.85,996.95,0,0,1523.37,2520.32,Stayed,,
7298-IZWLY,Female,43,No,0,Gardena,90249,33.90139,-118.315697,0,1,None,Yes,23.97,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.4,19.4,0,0,23.97,43.37,Joined,,
7299-GNVPL,Female,19,Yes,2,El Portal,95318,37.654551,-119.822984,5,23,None,Yes,27.24,No,Yes,Fiber Optic,82,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,-4,1936.85,0,0,626.52,2563.37,Stayed,,
7301-ABVAD,Female,37,No,0,Valley Village,91607,34.165783,-118.399795,0,72,None,Yes,8.29,Yes,Yes,Cable,13,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,86.6,6350.5,0,0,596.88,6947.38,Stayed,,
7302-ZHMHP,Female,35,No,0,Coronado,92118,32.68674,-117.186612,0,1,None,Yes,22.37,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.15,19.15,0,0,22.37,41.52,Joined,,
7305-ZWMAJ,Male,45,Yes,0,Oakdale,95361,37.785033,-120.776141,2,30,None,Yes,22.89,No,No,,,,,,,,,,,One Year,No,Credit Card,20.7,587.1,0,0,686.7,1273.8,Stayed,,
7306-YDSOI,Male,32,Yes,1,Ocotillo,92259,32.698964,-115.886656,4,69,Offer A,Yes,49.4,No,Yes,DSL,12,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,59.75,4069.9,0,0,3408.6,7478.5,Stayed,,
7310-EGVHZ,Male,35,No,0,Los Angeles,90036,34.070291,-118.349191,0,1,Offer E,Yes,24.48,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.2,20.2,0,0,24.48,44.68,Joined,,
7311-MQJCH,Female,54,No,0,Temecula,92592,33.507255,-117.029473,0,5,None,Yes,37.97,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.55,99.6,0,0,189.85,289.45,Stayed,,
7312-XSBAT,Male,47,No,0,Bakersfield,93305,35.391733,-118.984109,0,1,Offer E,Yes,41.79,No,Yes,DSL,14,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,49.75,49.75,0,0,41.79,91.54,Joined,,
7314-OXENN,Male,42,No,0,Temecula,92592,33.507255,-117.029473,0,2,None,Yes,41.18,Yes,Yes,Fiber Optic,14,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,82,184.65,0,0,82.36,267.01,Churned,Competitor,Competitor made better offer
7315-WYOAW,Male,29,No,0,Santa Monica,90405,34.005439,-118.477507,0,13,Offer D,Yes,44.43,Yes,Yes,Fiber Optic,41,No,No,No,Yes,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,100.75,1313.25,0,120,577.59,2010.84,Stayed,,
7317-GGVPB,Male,57,Yes,0,Lotus,95651,38.815515,-120.916997,1,71,Offer A,Yes,5.76,Yes,Yes,Fiber Optic,11,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,108.6,7690.9,0,20,408.96,8119.86,Churned,Dissatisfaction,Product dissatisfaction
7318-EIVKO,Male,38,No,0,Shandon,93461,35.634488,-120.293534,0,8,Offer E,Yes,48.2,Yes,Yes,DSL,22,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,59.25,436.6,0,0,385.6,822.2,Stayed,,
7319-VENRZ,Male,19,No,0,Rancho Santa Margarita,92688,33.624654,-117.611733,0,7,Offer E,Yes,31.84,No,Yes,Cable,58,No,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,64.3,445.95,0,0,222.88,668.83,Stayed,,
7319-ZNRTR,Male,43,Yes,2,Rio Linda,95673,38.688764,-121.457596,1,25,None,Yes,15.76,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.6,411.15,0,0,394,805.15,Stayed,,
7321-KKSDU,Male,38,No,2,San Marino,91108,34.122671,-118.112911,0,32,None,Yes,16.94,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.5,696.8,0,0,542.08,1238.88,Stayed,,
7321-PKUYW,Female,46,No,0,Branscomb,95417,39.710591,-123.682799,0,11,Offer D,Yes,22.36,Yes,Yes,Cable,3,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,90.15,987.95,0,0,245.96,1233.91,Churned,Competitor,Competitor had better devices
7321-VGNKU,Female,45,Yes,0,Paskenta,96074,39.884395,-122.587513,1,2,Offer E,Yes,7.7,No,Yes,Fiber Optic,22,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.35,120.25,0,20,15.4,155.65,Joined,,
7321-ZNSLA,Male,58,Yes,3,Cottonwood,96022,40.336392,-122.448533,0,13,None,No,,,Yes,DSL,57,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,40.55,590.35,0,0,0,590.35,Stayed,,
7322-OCWHC,Male,73,Yes,0,Placentia,92870,33.881158,-117.854783,10,72,Offer A,Yes,1.34,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,93.05,6735.05,0,0,96.48,6831.53,Stayed,,
7325-ENZFI,Female,37,No,0,Santa Cruz,95064,37.007882,-122.065975,0,39,None,No,,,Yes,DSL,19,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,40.3,1630.4,0,0,0,1630.4,Stayed,,
7326-RIGQZ,Male,48,Yes,3,Culver City,90230,33.993991,-118.39704,9,6,None,Yes,38.5,No,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.8,377.85,0,0,231,608.85,Stayed,,
7328-OWMOM,Female,63,No,0,San Diego,92111,32.805518,-117.169052,0,31,Offer C,Yes,33.71,No,No,,,,,,,,,,,One Year,No,Credit Card,20.1,589.25,0,0,1045.01,1634.26,Stayed,,
7328-ZJAJO,Female,19,Yes,2,Santa Rosa,95409,38.468893,-122.580539,1,59,None,Yes,9.51,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.5,1222.65,0,0,561.09,1783.74,Stayed,,
7330-WZLNC,Female,25,No,0,Red Bluff,96080,40.186772,-122.388361,0,5,Offer E,Yes,1.49,Yes,Yes,Fiber Optic,51,No,Yes,No,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.8,455.5,0,0,7.45,462.95,Churned,Competitor,Competitor offered more data
7336-RLLRH,Male,42,Yes,0,Oceanside,92054,33.351059,-117.420557,3,27,Offer C,Yes,11.83,Yes,Yes,DSL,14,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,80.85,2204.35,0,0,319.41,2523.76,Stayed,,
7337-CINUD,Female,48,Yes,3,Mokelumne Hill,95245,38.304194,-120.592431,6,8,None,Yes,17.2,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.5,159.35,0,0,137.6,296.95,Stayed,,
7338-ERIVA,Male,40,No,0,Etna,96027,41.405193,-123.008567,0,39,Offer C,No,,,Yes,DSL,13,Yes,No,No,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,45.05,1790.6,0,0,0,1790.6,Stayed,,
7339-POGZN,Female,24,No,0,Pasadena,91107,34.159007,-118.087353,0,4,None,Yes,16.25,Yes,Yes,DSL,51,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.7,214.55,39.92,0,65,239.63,Stayed,,
7340-KEFQE,Female,23,Yes,2,Santa Ana,92703,33.748635,-117.906125,7,51,Offer B,No,,,Yes,Cable,27,Yes,No,No,Yes,No,No,Yes,Yes,Two Year,No,Bank Withdrawal,34.2,1782,9.39,0,0,1772.61,Stayed,,
7341-LXCAF,Male,24,Yes,0,Berkeley,94705,37.858898,-122.240512,8,4,None,Yes,48.64,Yes,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.65,301.4,0,0,194.56,495.96,Churned,Dissatisfaction,Product dissatisfaction
7343-EOBEU,Male,19,Yes,0,Laguna Niguel,92677,33.529047,-117.701175,9,3,Offer E,Yes,14.1,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,23.6,89.05,0,0,42.3,131.35,Joined,,
7346-MEDWM,Female,48,No,0,Cathedral City,92234,33.829583,-116.474131,0,59,Offer B,Yes,31.23,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.25,4949.1,0,0,1842.57,6791.67,Stayed,,
7349-ALMUX,Male,35,No,0,Rancho Cucamonga,91730,34.10097,-117.57882,0,37,None,Yes,38.43,No,Yes,Cable,30,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,65.6,2313.8,0,0,1421.91,3735.71,Stayed,,
7351-KYHQH,Female,67,No,0,Fallbrook,92028,33.362575,-117.299644,0,7,None,Yes,7.82,No,Yes,Cable,7,No,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,64.95,493.65,0,0,54.74,548.39,Stayed,,
7351-MHQVU,Female,43,No,0,Volcano,95689,38.481902,-120.603668,0,6,Offer E,No,,,Yes,Cable,23,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,50.95,307.6,0,0,0,307.6,Stayed,,
7353-YOWFP,Female,41,No,0,Brookdale,95007,37.106902,-122.100006,0,7,None,Yes,39.59,No,No,,,,,,,,,,,One Year,No,Credit Card,20.25,129.15,0,0,277.13,406.28,Stayed,,
7354-OIJLX,Male,52,No,0,Inglewood,90305,33.958134,-118.330905,0,9,Offer E,Yes,7.32,Yes,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.85,724.65,0,0,65.88,790.53,Stayed,,
7356-AYNJP,Female,33,No,0,Stockton,95219,38.029729,-121.387999,0,4,Offer E,Yes,6.36,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,23.9,97.5,0,0,25.44,122.94,Stayed,,
7356-IWLFW,Male,43,Yes,1,Weott,95571,40.310119,-123.909449,1,46,Offer B,Yes,5.52,Yes,Yes,Fiber Optic,16,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80,3769.7,0,0,253.92,4023.62,Stayed,,
7359-PTSXY,Male,36,No,0,Tustin,92780,33.735802,-117.818805,0,1,None,Yes,24.24,No,Yes,DSL,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.75,45.75,0,0,24.24,69.99,Churned,Attitude,Attitude of support person
7359-SSBJK,Female,80,No,0,Whittier,90605,33.960891,-118.032222,0,64,Offer B,Yes,29.12,No,Yes,DSL,24,Yes,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,70.2,4481,0,0,1863.68,6344.68,Churned,Price,Lack of affordable download/upload speed
7359-WWYJV,Male,53,Yes,0,Los Angeles,90044,33.952714,-118.292061,5,72,None,Yes,6.29,Yes,Yes,Fiber Optic,8,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,114.45,8375.05,0,0,452.88,8827.93,Stayed,,
7361-YPXFS,Female,67,No,0,Brawley,92227,33.03933,-115.191857,0,28,None,Yes,12.72,Yes,Yes,Cable,23,No,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,64.45,1867.6,0,0,356.16,2223.76,Stayed,,
7363-QTBIW,Female,24,Yes,0,Scotts Valley,95066,37.070177,-122.010077,3,9,None,Yes,6.78,No,Yes,Fiber Optic,59,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.75,769.1,0,0,61.02,830.12,Stayed,,
7365-BVCJH,Male,40,No,0,Trinity Center,96091,41.081847,-122.700545,0,1,Offer E,No,,,Yes,DSL,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.4,24.4,0,0,0,24.4,Joined,,
7369-TRPFD,Male,62,No,0,Chatsworth,91311,34.294142,-118.603883,0,19,Offer D,Yes,17.17,No,No,,,,,,,,,,,One Year,No,Credit Card,18.8,279.2,0,0,326.23,605.43,Stayed,,
7375-WMVMT,Male,75,Yes,0,Wildomar,92595,33.617108,-117.253349,2,71,None,Yes,1.23,No,Yes,Fiber Optic,9,No,Yes,Yes,Yes,No,Yes,No,Yes,Two Year,Yes,Credit Card,95.5,6707.15,0,0,87.33,6794.48,Stayed,,
7377-DMMRI,Male,35,No,0,Exeter,93221,36.301689,-119.018233,0,2,Offer E,Yes,13.73,No,Yes,DSL,11,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,47.8,92.45,0,0,27.46,119.91,Churned,Attitude,Attitude of support person
7379-FNIUJ,Male,49,No,0,Olympic Valley,96146,39.191797,-120.212401,0,2,Offer E,Yes,22.56,No,Yes,Fiber Optic,15,Yes,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,100.2,198.5,0,10,45.12,253.62,Joined,,
7379-POKDZ,Male,31,Yes,0,Lancaster,93536,34.741406,-118.38111,1,3,None,Yes,26.71,No,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.3,208.85,0,0,80.13,288.98,Churned,Competitor,Competitor had better devices
7382-DFJTU,Male,63,No,0,Lakeshore,93634,37.290606,-119.216328,0,18,Offer D,Yes,47.72,No,Yes,DSL,28,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,-2,1058.1,0,0,858.96,1917.06,Stayed,,
7384-GHBPI,Male,61,Yes,0,San Dimas,91773,34.102119,-117.815532,1,3,Offer E,No,,,Yes,Cable,13,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,35.15,99.75,0,0,0,99.75,Churned,Attitude,Attitude of support person
7389-KBFIT,Female,31,Yes,2,Big Pine,93513,37.245505,-118.062943,6,2,Offer E,No,,,Yes,DSL,20,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,30.25,63.75,0,0,0,63.75,Joined,,
7392-YYPYJ,Male,26,No,0,Santa Ana,92706,33.765893,-117.881533,0,22,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,Stayed,,
7394-FKDNK,Female,62,Yes,0,San Diego,92126,32.886925,-117.152162,3,9,Offer E,Yes,26.51,No,Yes,Fiber Optic,18,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,89.45,853.1,0,0,238.59,1091.69,Churned,Competitor,Competitor made better offer
7394-LWLYN,Female,57,No,0,Oakland,94610,37.808731,-122.238708,0,2,None,Yes,33.75,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.15,123.8,0,0,67.5,191.3,Joined,,
7395-IGJOS,Male,70,Yes,0,Quincy,95971,39.971228,-121.041166,1,17,None,Yes,9.5,No,Yes,Fiber Optic,16,No,No,No,No,No,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,81.5,1329.2,0,0,161.5,1490.7,Churned,Competitor,Competitor made better offer
7395-XWZOY,Male,45,No,0,Suisun City,94585,38.197907,-122.017258,0,20,None,No,,,Yes,DSL,20,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,55,1165.55,0,0,0,1165.55,Stayed,,
7396-VJUZB,Male,33,Yes,2,Willow Creek,95573,40.949012,-123.655847,8,4,Offer E,Yes,35.09,No,Yes,DSL,30,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.25,155.35,0,0,140.36,295.71,Stayed,,
7398-HPYZQ,Male,30,Yes,0,Beaumont,92223,33.946982,-116.977672,2,71,Offer A,Yes,28.58,Yes,Yes,Cable,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,90.55,6404,0,0,2029.18,8433.18,Stayed,,
7398-LXGYX,Male,53,Yes,0,Pioneertown,92268,34.201108,-116.593456,2,44,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,Stayed,,
7398-SKNQZ,Female,51,Yes,0,Downey,90241,33.940884,-118.128628,5,3,None,Yes,2.97,Yes,Yes,Fiber Optic,7,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,94.9,273.2,0,0,8.91,282.11,Joined,,
7399-QHBJS,Female,56,Yes,3,Escondido,92027,33.141265,-116.967221,8,72,None,Yes,22.62,Yes,Yes,Cable,27,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,66.75,4760.3,0,0,1628.64,6388.94,Stayed,,
7401-JIXNM,Female,27,Yes,0,Arvin,93203,35.116307,-118.817644,5,54,None,Yes,29.66,Yes,Yes,Cable,76,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,91.3,4965,0,0,1601.64,6566.64,Stayed,,
7401-RUBNK,Female,25,Yes,0,South Dos Palos,93665,36.959731,-120.653519,1,18,Offer D,Yes,43.29,No,Yes,Fiber Optic,41,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.8,1438.05,0,0,779.22,2217.27,Stayed,,
7402-EYFXX,Male,65,No,0,Salyer,95563,40.89866,-123.539754,0,26,Offer C,Yes,25.04,Yes,Yes,Fiber Optic,9,No,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,93.6,2404.1,0,0,651.04,3055.14,Stayed,,
7402-PWYJJ,Female,21,Yes,0,Sacramento,95841,38.660442,-121.346321,2,53,Offer B,Yes,42.18,Yes,Yes,Fiber Optic,53,No,No,No,Yes,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,91.15,4862.5,0,150,2235.54,7248.04,Stayed,,
7404-JLKQG,Female,21,No,0,Glennville,93226,35.735694,-118.738483,0,3,None,Yes,48.3,No,Yes,Cable,42,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,57.55,161.45,0,0,144.9,306.35,Joined,,
7407-SUJIZ,Male,33,No,0,Los Angeles,90061,33.92128,-118.274186,0,25,Offer C,Yes,13.36,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.6,541.5,0,0,334,875.5,Stayed,,
7408-OFWXJ,Female,23,Yes,0,Fresno,93728,36.757345,-119.818274,3,72,None,Yes,44.92,Yes,Yes,DSL,69,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,89.8,6510.45,0,0,3234.24,9744.69,Stayed,,
7409-JURKQ,Female,29,Yes,0,Temple City,91780,34.101608,-118.055848,3,53,None,Yes,41.82,Yes,Yes,Fiber Optic,69,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,111.8,5809.75,0,0,2216.46,8026.21,Stayed,,
7409-KIUTL,Female,80,No,0,Escondido,92027,33.141265,-116.967221,0,1,None,Yes,28.64,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71,71,0,0,28.64,99.64,Churned,Competitor,Competitor made better offer
7410-KTVFV,Male,53,Yes,0,Grimes,95950,39.033058,-121.895718,1,18,None,Yes,19.05,No,Yes,DSL,26,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,49.55,878.35,0,0,342.9,1221.25,Churned,Competitor,Competitor had better devices
7410-OIEDU,Male,29,No,0,Culver City,90230,33.993991,-118.39704,0,10,None,Yes,48.38,No,Yes,Fiber Optic,42,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.85,887.35,0,0,483.8,1371.15,Stayed,,
7410-YTJIK,Female,35,No,0,Eureka,95501,40.796621,-124.15428,0,7,None,Yes,18.1,Yes,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,75.45,480.75,0,0,126.7,607.45,Churned,Competitor,Competitor had better devices
7416-CKTEP,Female,54,Yes,0,Lakewood,90715,33.841027,-118.078097,10,57,Offer B,Yes,23.28,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,19.6,1134.25,0,0,1326.96,2461.21,Stayed,,
7421-ZLUPA,Female,57,No,0,Hanford,93230,36.29223,-119.622676,0,8,None,No,,,Yes,DSL,2,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,29.25,226.95,0,0,0,226.95,Stayed,,
7422-WNBTY,Male,35,Yes,0,Green Valley Lake,92341,34.244411,-117.072654,5,33,None,Yes,31.76,Yes,Yes,Fiber Optic,7,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.35,3092,0,0,1048.08,4140.08,Stayed,,
7426-GSWPO,Male,78,No,0,Portola,96122,39.786755,-120.445626,0,64,Offer B,Yes,19.2,Yes,Yes,Fiber Optic,18,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.5,6548.65,0,0,1228.8,7777.45,Stayed,,
7426-RHZGU,Male,41,No,0,Oakland,94603,37.739113,-122.175602,0,9,None,Yes,30.8,No,Yes,Fiber Optic,3,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.9,827.45,0,0,277.2,1104.65,Stayed,,
7426-WEIJX,Male,71,Yes,1,Olympic Valley,96146,39.191797,-120.212401,10,60,None,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,Stayed,,
7427-AUFPY,Male,27,No,0,Hamilton City,95951,39.732767,-122.042298,0,54,None,Yes,25.72,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.65,1008.7,0,0,1388.88,2397.58,Stayed,,
7432-FFVAR,Female,23,Yes,3,Victorville,92392,34.486835,-117.362274,2,46,Offer B,Yes,6.26,No,Yes,Fiber Optic,48,No,No,Yes,Yes,No,Yes,Yes,No,One Year,No,Bank Withdrawal,90.95,4236.6,0,50,287.96,4574.56,Stayed,,
7434-SHXLS,Female,21,No,0,Wallace,95254,38.192608,-120.957842,0,1,Offer E,Yes,15.73,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.9,20.9,0,0,15.73,36.63,Churned,Competitor,Competitor made better offer
7435-ZNUYY,Male,24,No,0,Loleta,95551,40.665952,-124.240051,0,6,Offer E,Yes,12.17,No,No,,,,,,,,,,,One Year,No,Credit Card,20.6,116.6,0,0,73.02,189.62,Stayed,,
7439-DKZTW,Male,49,No,0,Paicines,95043,36.525703,-120.952122,0,1,None,Yes,5.93,No,Yes,Fiber Optic,19,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,80.55,80.55,0,60,5.93,146.48,Joined,,
7442-YGZFK,Male,31,No,0,Campo,91906,32.673483,-116.472863,0,1,None,Yes,3.97,Yes,Yes,DSL,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.8,49.8,0,0,3.97,53.77,Joined,,
7445-WMRBW,Female,49,No,0,Hathaway Pines,95233,38.184914,-120.364085,0,48,Offer B,Yes,21.39,Yes,Yes,DSL,3,No,Yes,Yes,Yes,Yes,No,No,No,One Year,Yes,Bank Withdrawal,73.85,3581.4,0,60,1026.72,4668.12,Stayed,,
7446-KQISO,Male,62,Yes,3,Visalia,93292,36.37559,-119.211689,2,45,None,Yes,7.48,Yes,Yes,Fiber Optic,27,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.75,4900.65,0,0,336.6,5237.25,Stayed,,
7446-SFAOA,Female,54,Yes,0,Santa Rosa,95407,38.394091,-122.739814,8,37,None,Yes,15.51,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.85,717.5,0,0,573.87,1291.37,Stayed,,
7446-YPODE,Male,75,No,0,Bridgeport,93517,38.184583,-119.286558,0,11,None,Yes,48.33,Yes,Yes,DSL,17,Yes,Yes,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,60.25,662.95,0,120,531.63,1314.58,Stayed,,
7449-HVPIV,Male,38,Yes,3,Chula Vista,91913,32.64164,-116.985026,10,55,Offer B,Yes,22.56,Yes,Yes,Fiber Optic,56,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,90.4,5099.15,0,0,1240.8,6339.95,Stayed,,
7450-NWRTR,Male,76,No,0,San Diego,92126,32.886925,-117.152162,0,12,None,Yes,21.89,Yes,Yes,Fiber Optic,26,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,99.45,1200.15,0,0,262.68,1462.83,Churned,Competitor,Competitor made better offer
7452-FOLON,Male,45,No,2,Terra Bella,93270,35.939068,-119.043666,0,39,None,Yes,46.57,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,25.45,958.45,0,0,1816.23,2774.68,Stayed,,
7459-IMVYU,Male,51,No,0,Chino Hills,91709,33.942895,-117.725644,0,38,None,Yes,28,Yes,Yes,DSL,22,Yes,Yes,Yes,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,69.95,2657.55,0,90,1064,3811.55,Stayed,,
7459-RRWQZ,Female,51,No,0,San Diego,92130,32.957195,-117.202542,0,15,Offer D,Yes,47.57,Yes,Yes,DSL,26,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,64.65,994.55,0,0,713.55,1708.1,Churned,Competitor,Competitor made better offer
7460-ITWWP,Female,67,Yes,0,Oakland,94621,37.750553,-122.197175,5,45,None,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,Stayed,,
7463-IFMQU,Female,44,Yes,0,Laton,93242,36.444232,-119.718285,1,72,None,Yes,47.24,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.05,1423.65,0,0,3401.28,4824.93,Stayed,,
7465-ZZRVX,Male,63,No,0,Ceres,95307,37.553469,-120.952825,0,1,None,Yes,14.42,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.35,70.35,0,10,14.42,94.77,Joined,,
7469-LKBCI,Male,21,No,0,Los Angeles,90013,34.044639,-118.240413,0,16,Offer D,Yes,32.62,No,No,,,,,,,,,,,Two Year,No,Credit Card,18.95,326.8,0,0,521.92,848.72,Stayed,,
7470-DYNOE,Male,37,No,0,Walnut,91789,34.018354,-117.85492,0,53,Offer B,Yes,4.82,No,Yes,DSL,24,No,No,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,61.1,3357.9,0,0,255.46,3613.36,Stayed,,
7470-MCQTK,Female,42,Yes,0,Alpaugh,93201,35.869626,-119.498771,1,13,None,No,,,Yes,DSL,8,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,48.75,633.4,0,0,0,633.4,Churned,Attitude,Attitude of support person
7471-MQPOS,Male,74,Yes,3,Long Beach,90808,33.823943,-118.111335,1,71,None,Yes,46.11,Yes,Yes,DSL,20,No,Yes,Yes,Yes,No,Yes,No,No,One Year,Yes,Bank Withdrawal,72.9,5139.65,0,20,3273.81,8433.46,Stayed,,
7471-WNSUF,Male,23,Yes,0,San Francisco,94121,37.776718,-122.495781,1,60,Offer B,Yes,16.42,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,24.15,1505.9,0,0,985.2,2491.1,Stayed,,
7472-EQOAV,Male,76,Yes,2,Laguna Niguel,92677,33.529047,-117.701175,5,71,Offer A,Yes,30.16,No,Yes,Fiber Optic,19,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,86.7,6179.35,0,0,2141.36,8320.71,Stayed,,
7473-ZBDSN,Female,38,Yes,3,Walnut Creek,94595,37.862128,-122.075197,2,14,Offer D,Yes,44.55,No,No,,,,,,,,,,,Two Year,No,Mailed Check,18.8,255.55,0,0,623.7,879.25,Stayed,,
7479-NITWS,Male,35,No,0,Green Valley Lake,92341,34.244411,-117.072654,0,7,None,Yes,36.84,Yes,Yes,Fiber Optic,17,No,No,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,89.35,631.85,0,60,257.88,949.73,Churned,Price,Price too high
7480-QNVZJ,Male,65,No,0,Los Angeles,90005,34.059281,-118.30742,0,50,None,Yes,18.92,Yes,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.7,4816.7,0,0,946,5762.7,Churned,Dissatisfaction,Network reliability
7480-SPLEF,Male,63,Yes,2,Dunlap,93621,36.789213,-119.140338,5,69,None,Yes,11.6,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,26,1796.55,0,0,800.4,2596.95,Stayed,,
7481-ATQQS,Female,76,No,0,Boulder Creek,95006,37.171727,-122.142961,0,49,Offer B,Yes,44.88,Yes,Yes,Fiber Optic,15,No,No,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,90.85,4515.85,0,0,2199.12,6714.97,Churned,Attitude,Attitude of support person
7483-IQWIB,Male,33,Yes,1,Morongo Valley,92256,34.097863,-116.594561,1,37,Offer C,Yes,38.89,Yes,Yes,Fiber Optic,29,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,92.95,3415.25,0,0,1438.93,4854.18,Stayed,,
7486-KSRVI,Male,56,No,0,Folsom,95630,38.672638,-121.147403,0,43,Offer B,Yes,39.37,Yes,Yes,Fiber Optic,23,No,No,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,100,4211.55,0,140,1692.91,6044.46,Churned,Dissatisfaction,Product dissatisfaction
7488-MXJIV,Female,63,No,0,Armona,93202,36.315979,-119.710852,0,4,Offer E,Yes,43.32,Yes,Yes,Fiber Optic,20,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,85.65,321.65,0,10,173.28,504.93,Churned,Competitor,Competitor had better devices
7492-TAFJD,Male,26,Yes,0,Long Beach,90803,33.760458,-118.129725,5,7,None,No,,,Yes,Cable,58,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,38.55,280,0,0,0,280,Stayed,,
7493-GVFIO,Male,56,No,0,Stockton,95202,37.959706,-121.287669,0,57,Offer B,Yes,12.99,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.55,1252.85,0,0,740.43,1993.28,Stayed,,
7493-TPUWZ,Male,64,No,0,Diamond Springs,95619,38.683605,-120.811852,0,1,None,Yes,24.48,Yes,Yes,Fiber Optic,24,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.15,79.15,0,0,24.48,103.63,Churned,Competitor,Competitor had better devices
7495-OOKFY,Female,74,Yes,1,Los Angeles,90063,34.044271,-118.185237,1,8,Offer E,Yes,48.85,Yes,Yes,Fiber Optic,17,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,80.65,633.3,0,0,390.8,1024.1,Churned,Competitor,Competitor made better offer
7501-IWUNG,Female,57,Yes,0,Springville,93265,36.245926,-118.693138,9,61,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,Stayed,,
7501-VTYLJ,Female,21,No,1,Sacramento,95864,38.585826,-121.376263,0,2,None,Yes,18.61,No,Yes,DSL,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,51.55,106.2,0,0,37.22,143.42,Joined,,
7502-BNYGS,Female,29,Yes,0,Wasco,93280,35.652242,-119.4464,7,46,Offer B,Yes,31.88,No,Yes,DSL,53,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,69.1,3168,0,0,1466.48,4634.48,Stayed,,
7503-EPSZW,Female,45,Yes,3,River Pines,95675,38.545775,-120.743325,5,64,Offer B,Yes,17.93,Yes,No,,,,,,,,,,,Two Year,Yes,Mailed Check,24.05,1559.15,0,0,1147.52,2706.67,Stayed,,
7503-MIOGA,Female,68,Yes,0,Shandon,93461,35.634488,-120.293534,0,72,Offer A,Yes,48.51,Yes,Yes,Cable,17,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,89.85,6697.35,0,0,3492.72,10190.07,Stayed,,
7503-QQRVF,Male,74,Yes,0,San Jose,95127,37.375156,-121.795867,1,16,Offer D,Yes,26.12,No,Yes,Fiber Optic,8,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.3,1178.25,0,0,417.92,1596.17,Churned,Competitor,Competitor had better devices
7503-ZGUZJ,Male,25,No,0,Riverside,92505,33.920907,-117.489426,0,1,None,Yes,22.3,Yes,Yes,Fiber Optic,51,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Mailed Check,84.65,84.65,0,40,22.3,146.95,Churned,Dissatisfaction,Lack of self-service on Website
7504-UWHNB,Male,42,No,0,Vallejo,94591,38.105733,-122.186338,0,25,Offer C,Yes,40.11,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,69.75,1729.35,0,100,1002.75,2832.1,Stayed,,
7508-DQAKK,Female,21,No,0,Shingle Springs,95682,38.598936,-120.963092,0,64,None,Yes,8.52,Yes,Yes,DSL,73,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,86.4,5442.05,0,0,545.28,5987.33,Stayed,,
7508-KBIMB,Male,33,Yes,3,Jamestown,95327,37.84771,-120.486589,7,24,None,Yes,2.31,No,Yes,Cable,53,Yes,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,56.25,1454.25,0,0,55.44,1509.69,Stayed,,
7508-MYBOG,Male,20,Yes,0,Patterson,95363,37.410236,-121.320337,1,14,Offer D,Yes,7.26,Yes,Yes,Fiber Optic,42,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.1,1235.55,0,0,101.64,1337.19,Churned,Competitor,Competitor had better devices
7508-SMHXL,Female,72,No,0,San Francisco,94109,37.794487,-122.42227,0,15,None,Yes,1.67,Yes,Yes,Fiber Optic,21,No,Yes,No,No,Yes,No,No,Yes,One Year,No,Credit Card,89,1288.3,45.69,0,25.05,1267.66,Stayed,,
7511-YMXVQ,Male,54,No,0,Lynwood,90262,33.923573,-118.200669,0,9,None,No,,,Yes,Cable,20,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,45.4,418.8,0,20,0,438.8,Churned,Competitor,Competitor had better devices
7515-LODFU,Male,67,No,0,Burney,96013,40.946785,-121.719489,0,69,None,Yes,20.62,No,No,,,,,,,,,,,Two Year,No,Credit Card,-7,1356.3,0,0,1422.78,2779.08,Stayed,,
7516-GMHUV,Male,77,Yes,0,Lakeshore,93634,37.290606,-119.216328,1,50,None,Yes,40.9,Yes,Yes,Fiber Optic,8,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,105.05,5163.3,0,0,2045,7208.3,Stayed,,
7517-LDMPS,Female,31,No,0,Modesto,95356,37.716186,-121.025836,0,12,None,Yes,2.57,No,Yes,Fiber Optic,25,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.6,1017.35,0,0,30.84,1048.19,Stayed,,
7517-SAWMO,Female,31,Yes,0,Granada Hills,91344,34.291273,-118.505104,1,19,Offer D,Yes,25.75,No,Yes,Fiber Optic,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.2,1441.1,0,0,489.25,1930.35,Churned,Attitude,Attitude of support person
7519-JTWQH,Female,30,No,0,Calipatria,92233,33.143826,-115.497485,0,69,Offer A,Yes,23.92,Yes,Yes,Fiber Optic,42,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.5,7455.45,0,0,1650.48,9105.93,Stayed,,
7520-HQWJU,Female,22,Yes,1,Santa Ysabel,92070,33.174725,-116.743329,6,66,None,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,Stayed,,
7521-AFHAB,Female,45,Yes,2,Auberry,93602,36.991762,-119.242874,10,5,Offer E,Yes,35.6,No,Yes,Cable,19,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.8,220.45,0,0,178,398.45,Stayed,,
7521-YXVZY,Male,38,No,3,Placerville,95667,38.733714,-120.795213,0,3,Offer E,Yes,5.15,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.95,58.3,0,0,15.45,73.75,Joined,,
7524-VRLPL,Male,71,No,0,Manchester,95459,38.966713,-123.586412,0,69,Offer A,Yes,13.36,Yes,Yes,Cable,10,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,74.1,5031,0,0,921.84,5952.84,Stayed,,
7526-BEZQB,Male,39,No,0,Lawndale,90260,33.88856,-118.351813,0,12,Offer D,Yes,44.71,Yes,Yes,Cable,25,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.05,1148.1,0,0,536.52,1684.62,Churned,Attitude,Attitude of support person
7526-IVLYU,Male,46,No,0,San Francisco,94108,37.791998,-122.408653,0,3,None,Yes,35.59,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.65,68.35,0,0,106.77,175.12,Joined,,
7527-QNRUS,Male,33,Yes,3,Escondido,92027,33.141265,-116.967221,8,17,Offer D,Yes,45.24,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.15,412.6,0,0,769.08,1181.68,Stayed,,
7529-ZDFXI,Male,79,Yes,0,La Verne,91750,34.144703,-117.770299,1,57,None,Yes,36.66,Yes,Yes,Fiber Optic,9,No,Yes,No,No,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,89.85,4925.35,0,0,2089.62,7014.97,Stayed,,
7530-HDYDS,Female,26,No,0,Lakewood,90712,33.840524,-118.148403,0,38,None,Yes,17.66,No,Yes,Fiber Optic,41,No,Yes,Yes,Yes,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,84.25,3264.5,0,0,671.08,3935.58,Churned,Attitude,Attitude of support person
7531-GQHME,Male,34,No,0,San Jacinto,92582,33.806708,-117.02007,0,12,Offer D,Yes,38.96,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,265.45,0,0,467.52,732.97,Stayed,,
7534-BFESC,Male,69,No,0,San Diego,92122,32.85723,-117.209774,0,24,Offer C,Yes,30.87,Yes,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.1,1712.7,0,0,740.88,2453.58,Churned,Competitor,Competitor made better offer
7537-CBQUZ,Male,68,No,0,Castroville,95012,36.784481,-121.759054,0,63,None,Yes,26.11,Yes,Yes,Fiber Optic,20,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,109.4,7031.45,0,0,1644.93,8676.38,Stayed,,
7537-RBWEA,Female,19,No,0,Petrolia,95558,40.274302,-124.210902,0,1,None,No,,,Yes,Cable,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,25.15,25.15,0,0,0,25.15,Joined,,
7538-GWHML,Female,52,No,0,Lemon Cove,93244,36.462671,-118.997291,0,2,Offer E,Yes,7.64,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.65,145.15,0,0,15.28,160.43,Churned,Competitor,Competitor made better offer
7541-YLXCL,Male,25,No,0,Pomona,91767,34.083086,-117.737997,0,36,None,Yes,26.51,No,Yes,Cable,85,No,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,65.4,2498.4,0,0,954.36,3452.76,Churned,Other,Don't know
7542-CYDDM,Male,61,No,0,Turlock,95382,37.529656,-120.854357,0,18,None,Yes,22.97,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,358.5,0,0,413.46,771.96,Stayed,,
7544-ZVIKX,Male,33,Yes,2,Roseville,95678,38.759751,-121.288545,2,58,None,Yes,33.82,Yes,Yes,Fiber Optic,10,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,105.05,6004.85,0,0,1961.56,7966.41,Stayed,,
7547-EKNFS,Male,37,Yes,0,Caspar,95420,39.361283,-123.784599,1,42,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,Churned,Attitude,Attitude of service provider
7548-SEPYI,Female,62,No,0,Temecula,92592,33.507255,-117.029473,0,5,Offer E,Yes,32.12,No,Yes,Fiber Optic,10,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.25,512.45,0,0,160.6,673.05,Churned,Competitor,Competitor made better offer
7549-MYGPK,Female,48,Yes,0,Mountain View,94040,37.380662,-122.086022,3,63,Offer B,Yes,8.98,Yes,Yes,Fiber Optic,16,Yes,Yes,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,100.55,6215.35,0,0,565.74,6781.09,Churned,Price,Price too high
7550-WIQVA,Male,34,Yes,1,Rocklin,95677,38.7904,-121.236973,3,50,None,Yes,41.58,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,108.25,5431.4,0,0,2079,7510.4,Stayed,,
7551-DACSP,Male,49,Yes,1,Hat Creek,96040,40.789799,-121.474529,1,6,Offer E,Yes,1.86,No,Yes,DSL,19,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,55.3,324.25,0,0,11.16,335.41,Churned,Competitor,Competitor made better offer
7551-JOHTI,Female,54,No,0,Malibu,90265,34.074572,-118.831181,0,1,None,Yes,32.45,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,-10,19.5,0,0,32.45,51.95,Churned,Attitude,Attitude of support person
7552-KEYGT,Male,53,Yes,0,Platina,96076,40.367964,-122.937379,1,27,Offer C,Yes,44.19,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,-9,520.55,0,0,1193.13,1713.68,Stayed,,
7554-AKDQF,Female,27,Yes,0,Sierra Madre,91024,34.168686,-118.057505,9,6,Offer E,Yes,5.69,No,Yes,DSL,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.65,323.45,0,0,34.14,357.59,Stayed,,
7554-NEWDD,Male,44,No,0,Long Beach,90815,33.797638,-118.11662,0,10,None,Yes,32.1,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.7,251.6,0,0,321,572.6,Stayed,,
7558-IMLMT,Male,48,Yes,2,Stanton,90680,33.801869,-117.995068,6,67,None,Yes,8.82,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.8,1411.9,0,0,590.94,2002.84,Stayed,,
7560-QJAVJ,Female,60,No,0,Biggs,95917,39.457388,-121.818201,0,70,None,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,Stayed,,
7560-QRBXH,Female,32,No,0,Woodland,95695,38.71967,-121.862416,0,48,None,Yes,9.19,No,No,,,,,,,,,,,One Year,No,Mailed Check,19.95,936.7,0,0,441.12,1377.82,Stayed,,
7562-GSUHK,Female,40,No,0,Jamestown,95327,37.84771,-120.486589,0,16,None,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,Churned,Competitor,Competitor made better offer
7562-UXTPG,Female,40,No,0,Canoga Park,91303,34.19829,-118.602203,0,13,None,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,Stayed,,
7563-BIUPC,Male,30,No,0,San Diego,92122,32.85723,-117.209774,0,5,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,Churned,Competitor,Competitor made better offer
7564-GHCVB,Female,27,Yes,0,San Simeon,93452,35.746484,-121.223355,5,72,Offer A,Yes,7.29,Yes,Yes,Fiber Optic,53,Yes,No,No,No,No,No,No,No,Two Year,No,Bank Withdrawal,79.05,5730.7,0,80,524.88,6335.58,Stayed,,
7566-DSRLQ,Female,54,Yes,0,Rancho Cucamonga,91701,34.132275,-117.611478,7,72,Offer A,Yes,12.85,Yes,Yes,Fiber Optic,24,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,110.15,7998.8,0,70,925.2,8994,Stayed,,
7567-ECMCM,Male,23,No,0,Danville,94506,37.791481,-121.903253,0,24,None,Yes,35.3,No,Yes,Fiber Optic,41,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,79.85,2001,0,0,847.2,2848.2,Stayed,,
7568-PODML,Male,34,No,0,Watsonville,95076,36.931654,-121.752383,0,1,None,No,,,Yes,DSL,18,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,45.3,45.3,0,0,0,45.3,Churned,Competitor,Competitor had better devices
7569-NMZYQ,Female,33,Yes,3,Middletown,95461,38.787446,-122.58675,1,72,None,Yes,41.14,Yes,Yes,Fiber Optic,53,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,118.75,8672.45,0,0,2962.08,11634.53,Stayed,,
7570-WELNY,Female,52,Yes,0,Sherman Oaks,91423,34.146957,-118.432138,1,68,Offer A,Yes,7.87,Yes,Yes,Fiber Optic,4,Yes,Yes,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,-1,5711.05,0,0,535.16,6246.21,Stayed,,
7571-YXDAD,Female,37,No,0,Davis,95618,38.544002,-121.685559,0,2,None,Yes,38.28,Yes,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,74.9,147.15,0,0,76.56,223.71,Churned,Price,Long distance charges
7572-KPVKK,Male,44,No,1,Los Altos,94024,37.352911,-122.093002,0,62,Offer B,Yes,17.67,Yes,Yes,Fiber Optic,19,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.05,6590.5,0,0,1095.54,7686.04,Stayed,,
7576-ASEJU,Female,38,Yes,0,Azusa,91702,34.174493,-117.87068,10,41,Offer B,Yes,25.16,No,Yes,DSL,11,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,74.7,3187.65,0,0,1031.56,4219.21,Stayed,,
7576-JMYWV,Female,76,Yes,1,San Martin,95046,37.084697,-121.606417,7,46,Offer B,Yes,20.42,Yes,Yes,Fiber Optic,16,Yes,Yes,No,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,110.2,4972.1,0,0,939.32,5911.42,Stayed,,
7576-OYWBN,Male,71,No,0,San Mateo,94402,37.556634,-122.317723,0,3,None,Yes,30.25,Yes,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.05,231.8,0,0,90.75,322.55,Churned,Competitor,Competitor had better devices
7577-SWIFR,Male,49,No,0,Glendale,91206,34.162515,-118.203869,0,1,None,Yes,16.64,No,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.25,89.25,0,0,16.64,105.89,Joined,,
7579-KKLOE,Male,59,Yes,0,Earlimart,93219,35.858054,-119.305858,7,71,Offer A,Yes,46.53,Yes,Yes,DSL,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,91.25,6589.6,0,0,3303.63,9893.23,Stayed,,
7579-OOPEC,Female,75,Yes,0,Pala,92059,33.384345,-117.072619,1,2,Offer E,Yes,6.86,No,Yes,DSL,20,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.15,115.1,0,0,13.72,128.82,Churned,Competitor,Competitor had better devices
7580-UGXNC,Female,73,No,0,Culver City,90232,34.019323,-118.391902,0,2,None,Yes,25.74,No,Yes,DSL,6,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,54.85,104.2,0,0,51.48,155.68,Churned,Price,Extra data charges
7581-EBBOU,Female,49,No,0,Volcano,95689,38.481902,-120.603668,0,60,None,Yes,38.88,No,Yes,DSL,2,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,70.15,4224.7,0,0,2332.8,6557.5,Stayed,,
7586-ZATGZ,Male,59,No,0,Ravendale,96123,40.845738,-120.322219,0,40,None,Yes,17.83,Yes,Yes,Fiber Optic,27,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.9,3369.05,0,0,713.2,4082.25,Stayed,,
7587-AOVVU,Male,39,Yes,1,Arcata,95521,40.839958,-124.003757,0,27,None,Yes,14.07,Yes,Yes,Fiber Optic,15,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,100.75,2793.55,0,0,379.89,3173.44,Stayed,,
7587-RZNME,Male,23,No,0,Valencia,91355,34.43987,-118.644609,0,3,Offer E,Yes,48.84,No,Yes,DSL,41,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,43.3,123.65,0,0,146.52,270.17,Churned,Price,Lack of affordable download/upload speed
7590-VHVEG,Female,36,Yes,0,Los Angeles,90001,33.973616,-118.24902,0,1,Offer E,No,,,Yes,DSL,10,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,29.85,29.85,0,0,0,29.85,Joined,,
7593-JNWRU,Male,61,Yes,1,Fremont,94538,37.505768,-121.962472,5,6,Offer E,Yes,49.2,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.6,260.8,0,0,295.2,556,Churned,Price,Extra data charges
7593-XFKDI,Male,39,No,0,Los Angeles,90031,34.085807,-118.206617,0,1,None,Yes,48.22,No,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,-4,46.3,0,0,48.22,94.52,Churned,Price,Extra data charges
7594-LZNWR,Male,67,No,0,Sacramento,95826,38.542532,-121.378826,0,34,Offer C,Yes,13.56,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Two Year,No,Credit Card,69.15,2275.1,0,0,461.04,2736.14,Stayed,,
7594-RQHXR,Female,20,No,0,Covina,91722,34.097345,-117.906736,0,1,Offer E,Yes,21.72,No,Yes,Fiber Optic,52,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,79.6,79.6,0,0,21.72,101.32,Churned,Other,Deceased
7595-EHCDL,Male,48,Yes,2,Santa Maria,93454,34.943523,-120.256729,10,32,None,No,,,Yes,DSL,19,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,50.6,1653.45,0,0,0,1653.45,Stayed,,
7595-EUIVN,Female,53,No,0,Clearlake,95422,38.965804,-122.631779,0,1,None,Yes,14.48,No,Yes,Fiber Optic,26,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.8,75.8,0,0,14.48,90.28,Churned,Competitor,Competitor had better devices
7596-IIWYC,Female,62,No,0,Fiddletown,95629,38.513484,-120.704613,0,27,None,Yes,35.77,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,20.25,538.2,0,0,965.79,1503.99,Stayed,,
7596-LDUXP,Female,61,No,0,Rodeo,94572,38.027218,-122.23463,0,12,Offer D,Yes,15.97,No,Yes,Fiber Optic,19,Yes,No,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,85.15,979.05,0,0,191.64,1170.69,Stayed,,
7596-ZYWBB,Female,19,No,0,Bakersfield,93312,35.392599,-119.245341,0,65,Offer B,Yes,43.29,No,Yes,DSL,76,Yes,Yes,No,Yes,No,No,No,No,Two Year,Yes,Mailed Check,59.6,3739.8,0,120,2813.85,6673.65,Stayed,,
7598-UAASY,Male,19,Yes,0,Marshall,94940,38.129308,-122.834815,1,2,Offer E,Yes,20.5,No,Yes,Fiber Optic,51,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,76.4,151.8,0,0,41,192.8,Churned,Competitor,Competitor had better devices
7599-FKVXZ,Male,54,Yes,0,South Pasadena,91030,34.110444,-118.156957,1,42,None,Yes,2.41,Yes,Yes,Fiber Optic,21,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.15,4512.7,0,0,101.22,4613.92,Churned,Other,Don't know
7599-NTMDP,Female,32,Yes,2,Lockeford,95237,38.166791,-121.14207,6,62,Offer B,No,,,Yes,Cable,26,Yes,Yes,No,Yes,Yes,No,No,No,Two Year,No,Bank Withdrawal,48.7,3008.55,0,120,0,3128.55,Stayed,,
7601-DHFWZ,Female,54,No,0,Simi Valley,93063,34.296813,-118.685703,0,48,Offer B,Yes,30.82,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24,1183.05,0,0,1479.36,2662.41,Stayed,,
7601-GNDYK,Male,52,Yes,3,Wildomar,92595,33.617108,-117.253349,1,35,Offer C,Yes,20.85,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.6,686.95,0,0,729.75,1416.7,Stayed,,
7601-WFVZV,Male,35,No,0,Downieville,95936,39.578792,-120.780786,0,1,Offer E,Yes,17.94,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.55,19.55,0,0,17.94,37.49,Joined,,
7602-DBTOU,Female,46,Yes,0,San Francisco,94121,37.776718,-122.495781,2,71,None,Yes,37.83,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.6,1416.5,0,0,2685.93,4102.43,Stayed,,
7602-MVRMB,Female,62,Yes,1,Fish Camp,93623,37.483535,-119.679414,9,72,None,Yes,46.63,Yes,Yes,Fiber Optic,14,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.45,8058.85,0,0,3357.36,11416.21,Stayed,,
7603-USHJS,Male,27,No,1,San Gabriel,91775,34.114772,-118.089431,0,12,Offer D,Yes,14.96,Yes,Yes,Fiber Optic,59,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,73.75,871.4,0,0,179.52,1050.92,Churned,Attitude,Attitude of support person
7605-BDWDC,Female,35,No,0,Mira Loma,91752,33.999992,-117.535395,0,31,None,No,,,Yes,DSL,10,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,49.85,1520.1,0,0,0,1520.1,Stayed,,
7605-SNLQG,Female,42,Yes,0,Gardena,90249,33.90139,-118.315697,6,45,Offer B,Yes,6.49,No,Yes,DSL,22,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.25,2221.55,0,0,292.05,2513.6,Stayed,,
7606-BPHHN,Male,39,No,0,La Quinta,92253,33.695532,-116.310571,0,72,Offer A,Yes,30.44,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.8,1468.75,0,0,2191.68,3660.43,Stayed,,
7607-QKKTJ,Male,25,Yes,2,Loma Linda,92354,34.049315,-117.255974,6,45,None,Yes,33.45,Yes,Yes,Fiber Optic,69,No,Yes,Yes,No,No,Yes,Yes,No,One Year,Yes,Credit Card,95,4368.85,0,60,1505.25,5934.1,Stayed,,
7608-RGIRO,Male,62,No,1,Marysville,95901,39.19514,-121.503883,0,62,Offer B,Yes,17.56,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,-10,1413,0,0,1088.72,2501.72,Stayed,,
7609-NRNCA,Female,21,No,0,Mountain Ranch,95246,38.264262,-120.515133,0,17,None,Yes,42.42,No,No,,,,,,,,,,,One Year,No,Credit Card,19.55,280.85,0,0,721.14,1001.99,Stayed,,
7609-YBPXG,Male,60,No,0,Irvine,92602,33.720359,-117.733655,0,54,None,Yes,18.54,Yes,Yes,DSL,26,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,87.1,4735.2,0,80,1001.16,5816.36,Stayed,,
7610-TVOPG,Male,48,No,0,West Point,95255,38.41935,-120.469545,0,15,None,Yes,7.96,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,26.35,378.6,0,0,119.4,498,Stayed,,
7611-YKYTC,Male,50,Yes,2,Burson,95225,38.183918,-120.898817,1,22,Offer D,Yes,38.82,No,Yes,Fiber Optic,19,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75,1573.95,0,0,854.04,2427.99,Stayed,,
7613-LLQFO,Male,41,No,0,Amador City,95601,38.431407,-120.8421,0,12,None,Yes,12.36,Yes,Yes,Fiber Optic,23,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.45,1059.55,0,0,148.32,1207.87,Churned,Dissatisfaction,Limited range of services
7614-QVWQL,Male,57,Yes,0,Costa Mesa,92627,33.645672,-117.922613,2,49,None,No,,,Yes,DSL,5,No,Yes,No,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,51.8,2541.25,0,50,0,2591.25,Churned,Other,Moved
7615-ESMYF,Female,23,Yes,0,San Diego,92117,32.825086,-117.199424,1,2,None,No,,,Yes,Cable,51,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,44.6,97.1,0,0,0,97.1,Churned,Competitor,Competitor made better offer
7617-EYGLW,Male,62,No,0,Clearlake Oaks,95423,39.07116,-122.598542,0,1,Offer E,Yes,46.59,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.45,19.45,0,0,46.59,66.04,Joined,,
7619-ODSGN,Male,63,Yes,2,Foothill Ranch,92610,33.698728,-117.67768,1,24,Offer C,Yes,17.27,Yes,Yes,DSL,18,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.75,1338.15,0,0,414.48,1752.63,Churned,Attitude,Attitude of support person
7619-PLRLP,Female,41,Yes,0,Cardiff By The Sea,92007,33.015866,-117.272254,3,53,Offer B,Yes,37.14,Yes,Yes,Cable,4,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,74.1,3833.95,0,0,1968.42,5802.37,Stayed,,
7621-VPNET,Female,60,Yes,0,Arcadia,91006,34.137319,-118.029837,8,42,None,Yes,20.58,Yes,Yes,Fiber Optic,13,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,85.9,3729.75,0,0,864.36,4594.11,Stayed,,
7622-FWGEW,Male,71,Yes,0,Costa Mesa,92626,33.678591,-117.905471,8,56,None,Yes,31.68,No,Yes,DSL,30,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,85.65,4824.45,0,0,1774.08,6598.53,Stayed,,
7622-NXQZR,Male,29,No,0,Canoga Park,91304,34.224377,-118.632656,0,28,Offer C,No,,,Yes,DSL,48,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,30.1,810.85,0,0,0,810.85,Stayed,,
7623-HKYRK,Male,46,No,1,Caliente,93518,35.358953,-118.527064,0,6,None,Yes,27.78,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.7,111.65,0,0,166.68,278.33,Stayed,,
7623-TRNQN,Male,34,No,1,Jackson,95642,38.336216,-120.76901,0,1,None,Yes,39.6,No,Yes,DSL,17,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,49.9,49.9,0,0,39.6,89.5,Churned,Price,Extra data charges
7625-XCQRH,Female,48,No,0,Strathmore,93267,36.141319,-119.129075,0,11,None,Yes,15.6,Yes,Yes,Fiber Optic,4,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.5,837.95,0,0,171.6,1009.55,Churned,Dissatisfaction,Network reliability
7627-JKIAZ,Female,62,Yes,0,San Jose,95116,37.350284,-121.852855,0,37,None,Yes,37.49,Yes,Yes,Fiber Optic,29,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,78.95,2839.65,0,0,1387.13,4226.78,Churned,Competitor,Competitor offered higher download speeds
7629-WFGLW,Female,80,Yes,0,Palo Alto,94301,37.444314,-122.149996,10,56,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,Stayed,,
7629-WIXZF,Female,32,No,0,San Rafael,94903,38.018065,-122.546024,0,7,None,Yes,6.83,No,Yes,DSL,17,Yes,No,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,59.1,369.25,0,0,47.81,417.06,Stayed,,
7632-MNYOY,Male,69,No,0,Tahoe Vista,96148,39.24124,-120.054765,0,66,None,Yes,9.9,Yes,Yes,Fiber Optic,25,No,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,No,Credit Card,110.9,7432.05,0,0,653.4,8085.45,Churned,Attitude,Attitude of service provider
7632-YUTXB,Female,52,Yes,2,Stinson Beach,94970,37.921137,-122.657562,7,25,Offer C,Yes,13.06,No,No,,,,,,,,,,,One Year,No,Credit Card,20.05,520.1,0,0,326.5,846.6,Stayed,,
7633-MVPUY,Male,50,Yes,0,Diamond Bar,91765,33.992416,-117.807874,1,57,Offer B,Yes,49.29,No,Yes,Cable,22,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,59.75,3450.15,0,0,2809.53,6259.68,Stayed,,
7634-HLQJR,Female,52,Yes,1,Moss Landing,95039,36.863303,-121.781632,1,47,None,Yes,1.44,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.05,1016.7,0,0,67.68,1084.38,Stayed,,
7634-WSWDB,Female,22,No,1,Terra Bella,93270,35.939068,-119.043666,0,8,None,No,,,Yes,DSL,51,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,38.5,330.8,0,0,0,330.8,Stayed,,
7636-OWBPG,Male,79,No,0,Redding,96001,40.587919,-122.464732,0,12,None,No,,,Yes,DSL,4,No,Yes,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,29.35,381.2,38.98,0,0,342.22,Stayed,,
7636-PEPNS,Female,44,Yes,3,Palos Verdes Peninsula,90274,33.788208,-118.404955,7,58,None,Yes,22.65,No,Yes,Cable,25,No,No,No,No,No,No,No,No,One Year,Yes,Credit Card,44.1,2413.05,0,150,1313.7,3876.75,Stayed,,
7636-XUHWW,Male,56,No,0,Firebaugh,93622,36.785618,-120.625382,0,2,Offer E,Yes,3.82,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.9,33.7,0,0,7.64,41.34,Joined,,
7638-QVMVY,Female,63,No,0,Visalia,93292,36.37559,-119.211689,0,7,None,Yes,26.09,No,Yes,Fiber Optic,2,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79,522.95,0,0,182.63,705.58,Churned,Attitude,Attitude of support person
7639-LIAYI,Male,23,No,0,Los Angeles,90057,34.061918,-118.277939,0,52,Offer B,Yes,29.16,Yes,Yes,Cable,73,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,79.75,4217.8,0,0,1516.32,5734.12,Stayed,,
7639-OPLNG,Male,56,Yes,0,San Diego,92107,32.741852,-117.243453,8,70,Offer A,Yes,27.97,Yes,Yes,Cable,2,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,79.25,5731.85,0,0,1957.9,7689.75,Stayed,,
7639-SUPCW,Female,32,No,0,Glen Ellen,95442,38.368744,-122.522642,0,22,None,Yes,3.95,No,Yes,DSL,30,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,48.8,1054.6,0,20,86.9,1161.5,Churned,Competitor,Competitor made better offer
7641-EUYET,Male,76,Yes,0,Tranquillity,93668,36.635661,-120.288644,3,46,None,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,Churned,Dissatisfaction,Product dissatisfaction
7641-TQFHN,Male,21,No,1,Fresno,93704,36.799648,-119.801247,0,39,Offer C,Yes,14.72,Yes,Yes,Fiber Optic,85,No,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,100.55,3895.35,0,0,574.08,4469.43,Stayed,,
7643-RCHXS,Female,31,Yes,3,Montgomery Creek,96065,40.877552,-121.885884,0,63,Offer B,Yes,41.84,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.35,1263.85,0,0,2635.92,3899.77,Stayed,,
7644-OMVMY,Male,56,Yes,1,Los Angeles,90029,34.089953,-118.294824,5,10,None,Yes,15.51,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.85,198.5,0,0,155.1,353.6,Stayed,,
7647-GYYKX,Female,48,Yes,4,San Marcos,92069,33.162624,-117.170863,1,54,None,Yes,41.93,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,-3,1092.35,0,0,2264.22,3356.57,Stayed,,
7649-PHJVR,Male,22,No,0,Paso Robles,93446,35.634222,-120.728341,0,11,Offer D,Yes,33.48,No,No,,,,,,,,,,,One Year,No,Mailed Check,19.5,226.8,0,0,368.28,595.08,Stayed,,
7649-SIJJF,Male,36,Yes,0,Emeryville,94608,37.83726,-122.287648,5,71,Offer A,Yes,10.97,Yes,Yes,DSL,20,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,80.1,5585.4,0,0,778.87,6364.27,Stayed,,
7654-YWJUF,Male,61,Yes,0,Sunland,91040,34.282704,-118.312929,6,43,None,Yes,15.2,No,Yes,Fiber Optic,21,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,84.25,3539.25,0,0,653.6,4192.85,Stayed,,
7657-DYEPJ,Male,73,No,0,Los Angeles,90024,34.066303,-118.435479,0,38,Offer C,Yes,5.75,No,Yes,Cable,30,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,70.15,2497.35,0,0,218.5,2715.85,Churned,Price,Lack of affordable download/upload speed
7658-UYUQS,Male,71,Yes,0,Fullerton,92835,33.902211,-117.914922,0,21,None,Yes,22.3,No,Yes,Fiber Optic,9,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,86.55,1857.25,0,0,468.3,2325.55,Stayed,,
7660-HDPJV,Female,51,No,0,Long Beach,90810,33.819814,-118.222416,0,1,None,Yes,10.08,No,Yes,Fiber Optic,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.2,69.2,0,0,10.08,79.28,Churned,Dissatisfaction,Poor expertise of online support
7661-CPURM,Male,49,No,0,Alhambra,91803,34.074736,-118.145959,0,19,Offer D,Yes,43.11,No,Yes,Fiber Optic,2,No,No,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,87.7,1725.95,0,0,819.09,2545.04,Stayed,,
7663-CUXZB,Male,34,Yes,0,Fields Landing,95537,40.726949,-124.217378,9,59,Offer B,Yes,14.98,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,113.75,6561.25,0,0,883.82,7445.07,Stayed,,
7663-RGWBC,Male,44,No,0,Los Angeles,90049,34.091829,-118.491244,0,1,None,Yes,8.77,No,Yes,DSL,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.15,44.15,0,0,8.77,52.92,Churned,Other,Don't know
7663-YJHSN,Female,33,Yes,0,Moss Landing,95039,36.863303,-121.781632,10,72,Offer A,Yes,44.27,Yes,Yes,Fiber Optic,8,Yes,Yes,Yes,Yes,Yes,No,No,No,Two Year,Yes,Bank Withdrawal,103.95,7556.9,0,70,3187.44,10814.34,Stayed,,
7663-ZTEGJ,Male,46,No,0,Escondido,92027,33.141265,-116.967221,0,29,None,Yes,49.92,Yes,Yes,Fiber Optic,23,No,Yes,Yes,Yes,No,Yes,Yes,No,One Year,No,Credit Card,100.55,2830.45,0,100,1447.68,4378.13,Stayed,,
7665-NKLAV,Female,19,Yes,3,Pleasanton,94566,37.633361,-121.862395,5,36,None,No,,,Yes,Cable,71,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,40.65,1547.35,0,0,0,1547.35,Stayed,,
7665-TOALD,Female,25,No,0,Temecula,92592,33.507255,-117.029473,0,1,None,Yes,14.19,No,Yes,Fiber Optic,59,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.6,69.6,0,0,14.19,83.79,Churned,Competitor,Competitor made better offer
7665-VIGUD,Male,40,No,0,Santa Barbara,93108,34.457541,-119.631072,0,10,None,Yes,17.4,No,No,,,,,,,,,,,One Year,No,Credit Card,20.35,176.3,0,0,174,350.3,Stayed,,
7666-WKRON,Female,39,No,0,Riverbank,95367,37.734971,-120.954271,0,39,None,Yes,24.45,No,Yes,Fiber Optic,27,No,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,80.45,3201.55,0,0,953.55,4155.1,Churned,Dissatisfaction,Lack of self-service on Website
7668-XCFYV,Female,77,Yes,0,Glendora,91741,34.14649,-117.849815,9,17,None,Yes,3.83,Yes,Yes,Fiber Optic,20,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,-4,1614.7,0,0,65.11,1679.81,Stayed,,
7669-LCRSD,Male,49,Yes,2,Igo,96047,40.524535,-122.647172,5,12,Offer D,Yes,17.27,No,Yes,Cable,29,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,56.3,628.65,0,0,207.24,835.89,Stayed,,
7670-ZBPOQ,Female,59,Yes,0,Denair,95316,37.524721,-120.757977,1,58,Offer B,Yes,26.36,Yes,Yes,DSL,8,Yes,No,No,Yes,No,No,No,No,One Year,Yes,Bank Withdrawal,61.05,3478.75,0,0,1528.88,5007.63,Stayed,,
7672-VFMXZ,Male,31,Yes,0,Long Beach,90815,33.797638,-118.11662,6,57,None,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,Stayed,,
7673-BQGKU,Female,64,Yes,3,Carlsbad,92009,33.098018,-117.258203,6,69,None,Yes,11.47,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.15,1337.5,0,0,791.43,2128.93,Stayed,,
7673-LPRNY,Female,43,No,0,Pasadena,91104,34.165383,-118.123752,0,23,None,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,Stayed,,
7674-YTAFD,Female,64,No,0,North Hills,91343,34.238802,-118.482296,0,33,Offer C,Yes,42.29,No,Yes,Fiber Optic,13,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,79.95,2684.85,0,0,1395.57,4080.42,Stayed,,
7675-OZCZG,Female,76,No,0,Fallbrook,92028,33.362575,-117.299644,0,3,None,Yes,30.14,No,Yes,DSL,6,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,45,127.1,0,10,90.42,227.52,Churned,Competitor,Competitor made better offer
7677-SJJJK,Male,26,Yes,0,Granite Bay,95746,38.749466,-121.184196,5,8,Offer E,Yes,48.39,No,No,,,,,,,,,,,One Year,No,Credit Card,19.9,153.95,0,0,387.12,541.07,Stayed,,
7682-AZNDK,Male,25,Yes,3,Williams,95987,39.117537,-122.284654,5,34,None,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,Stayed,,
7683-CBDKJ,Male,42,Yes,1,Palmdale,93550,34.536232,-118.082935,1,14,None,Yes,45.6,No,Yes,Cable,19,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,65.45,937.6,0,0,638.4,1576,Churned,Competitor,Competitor had better devices
7684-XSZIY,Male,53,Yes,3,Loomis,95650,38.809175,-121.171375,3,72,Offer A,Yes,20.42,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.3,1643.25,0,0,1470.24,3113.49,Stayed,,
7688-AWMDX,Male,21,Yes,0,San Diego,92131,32.89325,-117.087091,5,71,None,Yes,48.32,No,Yes,DSL,59,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,54.5,3778.2,0,0,3430.72,7208.92,Stayed,,
7690-KPNCU,Male,20,Yes,0,Willow Creek,95573,40.949012,-123.655847,5,64,Offer B,Yes,26.64,No,Yes,DSL,71,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,73.05,4688.65,0,0,1704.96,6393.61,Stayed,,
7691-KGKGP,Male,31,Yes,1,Aliso Viejo,92656,33.571259,-117.731917,9,53,Offer B,Yes,2.11,No,Yes,DSL,19,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Credit Card,65,3363.8,0,0,111.83,3475.63,Stayed,,
7691-XVTZH,Female,30,Yes,0,Aromas,95004,36.878364,-121.629781,5,68,Offer A,Yes,28.36,Yes,Yes,Fiber Optic,82,No,No,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,89.95,5974.3,0,0,1928.48,7902.78,Stayed,,
7693-LCKZL,Male,57,Yes,1,Julian,92036,32.980678,-116.262854,1,5,None,Yes,11.54,Yes,Yes,Fiber Optic,19,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.15,385,0,0,57.7,442.7,Churned,Competitor,Competitor had better devices
7693-QPEFS,Male,75,No,0,Davenport,95017,37.114335,-122.237162,0,52,Offer B,Yes,42.19,Yes,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,72.95,3829.75,0,0,2193.88,6023.63,Stayed,,
7694-VLBWQ,Male,61,Yes,0,Coronado,92118,32.68674,-117.186612,4,67,Offer A,Yes,8.18,Yes,Yes,Fiber Optic,3,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,104.1,7040.85,0,0,548.06,7588.91,Churned,Dissatisfaction,Product dissatisfaction
7695-PKLCZ,Female,32,No,0,Salinas,93908,36.624338,-121.615669,0,68,None,Yes,48.41,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.5,1424.9,0,0,3291.88,4716.78,Stayed,,
7696-AMHOD,Female,23,Yes,1,Fallbrook,92028,33.362575,-117.299644,10,49,None,Yes,9.07,No,Yes,DSL,82,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,78,3824.2,0,0,444.43,4268.63,Stayed,,
7696-CFTAT,Male,24,Yes,3,Diamond Bar,91765,33.992416,-117.807874,0,37,None,Yes,8.21,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.8,726.1,0,0,303.77,1029.87,Stayed,,
7698-YFGEZ,Male,55,No,0,Riverside,92509,34.004379,-117.447864,0,1,Offer E,Yes,25.99,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20,20,0,0,25.99,45.99,Joined,,
7703-ZEKEF,Male,47,No,0,Heber,92249,32.730583,-115.501083,0,23,Offer D,Yes,18.7,Yes,Yes,Fiber Optic,24,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81,1917.1,0,0,430.1,2347.2,Churned,Competitor,Competitor offered more data
7706-DZNKK,Male,63,No,0,Palmdale,93551,34.613476,-118.256358,0,11,Offer D,Yes,44.53,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.45,237.3,0,0,489.83,727.13,Stayed,,
7706-YLMQA,Female,30,No,0,Madera,93638,37.004068,-119.930027,0,70,None,Yes,10,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.7,1341.5,0,0,700,2041.5,Stayed,,
7707-PYBBH,Male,49,No,0,Lucerne Valley,92356,34.508417,-116.856103,0,40,None,Yes,36.98,No,Yes,DSL,21,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,61.9,2647.1,0,0,1479.2,4126.3,Stayed,,
7710-JSYOA,Female,59,Yes,1,Pala,92059,33.384345,-117.072619,0,69,Offer A,Yes,28.53,Yes,Yes,Fiber Optic,24,No,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,93.3,6398.05,0,0,1968.57,8366.62,Stayed,,
7711-GQBZC,Female,42,Yes,1,Stockton,95207,38.002125,-121.324979,1,71,None,Yes,19.49,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.7,1810.55,0,0,1383.79,3194.34,Stayed,,
7711-YIJWC,Male,21,Yes,2,Shingletown,96088,40.497441,-121.827524,3,61,Offer B,Yes,12.72,No,Yes,Cable,48,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,84.9,5264.5,0,0,775.92,6040.42,Stayed,,
7714-YXSMB,Female,60,No,0,Irvine,92612,33.643095,-117.810896,0,26,Offer C,Yes,25.66,Yes,Yes,Fiber Optic,3,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.5,2599.95,0,0,667.16,3267.11,Stayed,,
7716-YTYHG,Female,41,Yes,0,Oxnard,93030,34.223244,-119.18012,1,48,Offer B,Yes,23.95,Yes,Yes,Fiber Optic,30,No,No,No,No,No,Yes,Yes,Yes,One Year,Yes,Mailed Check,82.05,4029.95,0,0,1149.6,5179.55,Churned,Competitor,Competitor offered higher download speeds
7717-BICXI,Male,37,Yes,3,O Neals,93645,37.140104,-119.657092,4,60,Offer B,Yes,15.65,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.55,1205.05,0,0,939,2144.05,Stayed,,
7718-RXDGG,Male,54,Yes,0,Newcastle,95658,38.883224,-121.15918,9,15,Offer D,Yes,24.17,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,68.6,1108.6,0,90,362.55,1561.15,Stayed,,
7718-UPSKJ,Female,59,Yes,0,San Diego,92116,32.765299,-117.122565,9,69,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,Stayed,,
7721-DVEKZ,Female,42,No,0,Thousand Oaks,91360,34.214054,-118.88109,0,1,Offer E,Yes,23.67,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.65,19.65,0,0,23.67,43.32,Joined,,
7721-JXEAW,Male,23,Yes,0,Elk Grove,95624,38.434138,-121.30587,1,59,Offer B,No,,,Yes,DSL,69,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,41.05,2452.7,0,0,0,2452.7,Churned,Competitor,Competitor offered higher download speeds
7722-CVFXN,Male,50,Yes,3,Santa Cruz,95064,37.007882,-122.065975,9,54,None,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,Stayed,,
7722-VJRQD,Male,38,Yes,0,Brooks,95606,38.809804,-122.241383,8,72,None,No,,,Yes,Cable,15,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,60.95,4549.05,0,0,0,4549.05,Stayed,,
7727-SHVZV,Female,56,No,0,Chico,95926,39.745712,-121.84333,0,9,None,Yes,43.83,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.5,150.35,0,0,394.47,544.82,Stayed,,
7729-JTEEC,Male,33,Yes,1,Olympic Valley,96146,39.191797,-120.212401,2,2,None,Yes,30.87,No,Yes,DSL,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.5,90.05,0,0,61.74,151.79,Joined,,
7729-XBTWX,Male,62,Yes,2,San Ramon,94583,37.766556,-121.976784,7,66,None,Yes,31.53,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.75,1344.5,0,0,2080.98,3425.48,Stayed,,
7730-CLDSV,Female,61,Yes,2,Brentwood,94513,37.908242,-121.682472,6,72,Offer A,Yes,35.21,Yes,Yes,Fiber Optic,10,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,98.65,7129.45,0,0,2535.12,9664.57,Stayed,,
7730-IUTDZ,Male,63,No,0,Chatsworth,91311,34.294142,-118.603883,0,43,None,Yes,34,No,Yes,Fiber Optic,11,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.2,3198.6,0,0,1462,4660.6,Churned,Dissatisfaction,Network reliability
7733-UDMTP,Female,65,No,0,Fresno,93726,36.793601,-119.761131,0,57,Offer B,No,,,Yes,DSL,26,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,55,3094.05,0,0,0,3094.05,Stayed,,
7734-DBOAI,Female,42,Yes,2,Pope Valley,94567,38.672708,-122.403219,1,1,None,No,,,Yes,DSL,12,No,No,No,Yes,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,40.1,40.1,0,10,0,50.1,Churned,Attitude,Attitude of support person
7739-LAXOG,Female,51,Yes,0,Sacramento,95825,38.590035,-121.412455,1,32,None,Yes,46.92,Yes,Yes,Fiber Optic,9,No,No,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,91.05,2954.5,0,70,1501.44,4525.94,Churned,Competitor,Competitor offered more data
7740-BTPUX,Male,72,Yes,0,Manchester,95459,38.966713,-123.586412,7,55,Offer B,Yes,12.91,Yes,Yes,Fiber Optic,21,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,113.6,6292.7,0,0,710.05,7002.75,Stayed,,
7740-KKCXF,Male,61,Yes,0,Los Angeles,90039,34.110845,-118.259595,9,51,None,No,,,Yes,DSL,6,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,30.05,1529.45,0,0,0,1529.45,Stayed,,
7742-MYPGI,Female,39,Yes,2,Cobb,95426,38.838088,-122.73203,3,6,None,Yes,49.45,No,Yes,DSL,10,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,48.8,297.35,0,0,296.7,594.05,Stayed,,
7743-EXURX,Male,47,Yes,1,Glendale,91208,34.195386,-118.238508,1,8,Offer E,Yes,3.85,No,Yes,DSL,20,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,51.05,415.05,0,0,30.8,445.85,Churned,Dissatisfaction,Product dissatisfaction
7746-AWNQW,Female,62,No,0,La Jolla,92037,32.853743,-117.25034,0,28,Offer C,No,,,Yes,DSL,2,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,35.75,961.4,0,0,0,961.4,Stayed,,
7746-QYVCO,Male,57,Yes,0,White Water,92282,33.972293,-116.654195,1,16,Offer D,Yes,21.04,No,Yes,Cable,17,Yes,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,55.85,857.8,0,0,336.64,1194.44,Stayed,,
7748-UMTRK,Female,80,No,1,San Francisco,94132,37.722302,-122.491129,0,30,None,Yes,37.42,Yes,Yes,Fiber Optic,17,No,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,101.3,2974.5,0,0,1122.6,4097.1,Stayed,,
7750-EYXWZ,Female,62,No,0,Yucca Valley,92284,34.159534,-116.425984,0,12,None,No,,,Yes,Cable,24,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,60.65,743.3,40.41,0,0,702.89,Stayed,,
7752-XUSCI,Female,20,No,0,Crestline,92325,34.248061,-117.29028,0,60,None,Yes,10.7,Yes,Yes,Fiber Optic,71,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.9,6396.45,0,0,642,7038.45,Churned,Other,Don't know
7753-USQYQ,Male,47,No,0,West Covina,91792,34.024405,-117.898722,0,55,Offer B,Yes,27.65,No,Yes,Cable,26,No,Yes,No,Yes,No,Yes,Yes,No,One Year,Yes,Bank Withdrawal,64.2,3627.3,0,0,1520.75,5148.05,Stayed,,
7754-IXRMC,Female,39,No,0,Atascadero,93422,35.453912,-120.69461,0,1,None,Yes,12.46,No,Yes,DSL,14,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.35,45.35,0,0,12.46,57.81,Joined,,
7758-UJWYS,Male,31,Yes,1,Millbrae,94030,37.601248,-122.403099,10,34,None,No,,,Yes,DSL,29,No,No,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,40.55,1325.85,0,0,0,1325.85,Stayed,,
7758-XKCBS,Male,56,No,0,Reseda,91335,34.200175,-118.540958,0,15,None,No,,,Yes,DSL,29,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,29.7,438.25,0,90,0,528.25,Churned,Competitor,Competitor offered more data
7760-OYPDY,Female,32,No,2,Los Angeles,90056,33.987945,-118.370442,0,2,None,Yes,5.85,No,Yes,Fiber Optic,19,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,80.65,144.15,0,20,11.7,175.85,Churned,Competitor,Competitor had better devices
7762-ONLJY,Female,62,Yes,3,Sacramento,95834,38.646209,-121.52446,5,6,None,Yes,44.13,No,No,,,,,,,,,,,One Year,No,Credit Card,19.7,94.45,0,0,264.78,359.23,Stayed,,
7762-URZQH,Male,30,Yes,0,Venice,90291,33.991782,-118.479229,0,66,None,Yes,23.51,Yes,Yes,Fiber Optic,52,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,106.05,6981.35,0,0,1551.66,8533.01,Churned,Dissatisfaction,Product dissatisfaction
7764-BDPEE,Male,50,No,3,Hayward,94542,37.656695,-122.048361,0,3,None,Yes,19.58,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.85,60.65,0,0,58.74,119.39,Joined,,
7765-LWVVH,Female,39,Yes,2,Caspar,95420,39.361283,-123.784599,8,72,None,Yes,18.74,Yes,Yes,Fiber Optic,19,Yes,Yes,No,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,95.1,6843.15,0,0,1349.28,8192.43,Stayed,,
7766-CLTIC,Female,58,No,0,Kenwood,95452,38.419525,-122.521585,0,10,None,Yes,8.35,No,Yes,Cable,29,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,60.95,629.55,0,0,83.5,713.05,Stayed,,
7767-UXAGJ,Male,37,No,0,Colfax,95713,39.084645,-120.894014,0,1,None,Yes,28.25,Yes,Yes,Cable,9,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.45,50.45,0,0,28.25,78.7,Churned,Competitor,Competitor made better offer
7771-CFQRQ,Female,32,Yes,3,Mariposa,95338,37.526791,-119.99437,0,47,None,Yes,30.06,No,Yes,DSL,57,No,Yes,No,Yes,No,Yes,Yes,No,Two Year,No,Bank Withdrawal,63.8,3007.25,0,80,1412.82,4500.07,Stayed,,
7771-ZONAT,Male,62,No,0,Woodacre,94973,38.005839,-122.638155,0,22,None,No,,,Yes,DSL,19,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,56.75,1304.85,0,0,0,1304.85,Stayed,,
7774-OJSXI,Male,53,No,0,South Lake Tahoe,96150,38.911577,-120.106169,0,31,None,Yes,9.27,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.45,3066.45,0,0,287.37,3353.82,Churned,Dissatisfaction,Poor expertise of phone support
7776-QGYJC,Female,64,Yes,5,Shasta Lake,96019,40.692523,-122.369876,7,39,Offer C,Yes,40.68,No,Yes,Fiber Optic,76,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.5,3107.3,0,0,1586.52,4693.82,Stayed,,
7776-QWNFX,Male,71,Yes,0,Chino,91710,33.990646,-117.663025,1,30,None,Yes,4.65,No,Yes,DSL,29,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.4,1527.5,0,0,139.5,1667,Churned,Attitude,Attitude of support person
7777-UNYHB,Female,43,Yes,1,Traver,93673,36.456091,-119.486225,3,12,None,Yes,24.65,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.1,232.4,0,0,295.8,528.2,Stayed,,
7779-LGOVN,Male,74,Yes,0,Paskenta,96074,39.884395,-122.587513,2,10,None,Yes,46.5,Yes,Yes,Cable,4,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,86.65,856.65,0,0,465,1321.65,Churned,Dissatisfaction,Limited range of services
7779-ORAEL,Male,77,Yes,0,Mi Wuk Village,95346,38.121601,-120.133915,4,45,None,Yes,9.39,Yes,Yes,DSL,22,Yes,No,Yes,Yes,No,Yes,No,Yes,Two Year,No,Credit Card,75.15,3480.35,0,0,422.55,3902.9,Stayed,,
7780-OTDSO,Male,51,Yes,0,Covelo,95428,39.83307,-123.178765,1,18,None,Yes,11.3,Yes,Yes,Fiber Optic,16,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.4,1742.95,0,0,203.4,1946.35,Churned,Attitude,Attitude of support person
7781-EWARA,Male,19,Yes,3,Big Bend,96011,41.096569,-121.879082,1,70,Offer A,No,,,Yes,Cable,47,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,60.35,4138.7,49.23,0,0,4089.47,Stayed,,
7781-HVGMK,Female,56,Yes,0,Amboy,92304,34.559882,-115.637164,5,72,Offer A,No,,,Yes,DSL,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,65.2,4784.45,0,0,0,4784.45,Stayed,,
7783-YKGDV,Female,49,No,0,March Air Reserve Base,92518,33.888323,-117.277533,0,12,Offer D,Yes,16.07,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.7,1238.45,0,0,192.84,1431.29,Churned,Price,Lack of affordable download/upload speed
7785-RDVIG,Female,53,Yes,2,Hemet,92543,33.739415,-116.968339,5,3,None,Yes,10.13,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.3,54.7,0,0,30.39,85.09,Joined,,
7786-WBJYI,Female,31,No,0,San Diego,92130,32.957195,-117.202542,0,4,None,Yes,30.95,Yes,Yes,Fiber Optic,26,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,77.95,305.55,0,0,123.8,429.35,Churned,Competitor,Competitor made better offer
7787-BNTZM,Male,56,No,0,Comptche,95427,39.239818,-123.565432,0,6,None,Yes,6.93,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.15,130.5,0,0,41.58,172.08,Stayed,,
7789-CRUVC,Female,77,Yes,0,San Diego,92107,32.741852,-117.243453,1,61,None,Yes,33.75,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,94.2,5895.45,0,0,2058.75,7954.2,Stayed,,
7789-HKSBS,Female,79,Yes,0,Lakewood,90713,33.847755,-118.112532,2,42,None,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,Stayed,,
7794-JASDG,Male,37,No,0,Winchester,92596,33.657433,-117.04254,0,1,Offer E,Yes,45.77,No,Yes,DSL,20,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.75,50.75,0,0,45.77,96.52,Joined,,
7795-CFOCW,Male,53,No,0,Los Angeles,90004,34.076259,-118.310715,0,45,None,No,,,Yes,DSL,10,Yes,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,42.3,1840.75,0,0,0,1840.75,Stayed,,
7797-EJMDP,Female,34,No,0,Manteca,95336,37.830267,-121.201018,0,8,Offer E,Yes,33.54,No,Yes,DSL,14,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,66.05,574.5,0,0,268.32,842.82,Stayed,,
7798-JVXYM,Female,52,No,0,Herald,95638,38.313447,-121.123886,0,14,Offer D,Yes,37.01,No,Yes,DSL,29,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.65,921.4,0,0,518.14,1439.54,Stayed,,
7799-DSEWS,Male,22,No,0,Hayward,94544,37.639215,-122.037554,0,18,Offer D,Yes,48.68,No,Yes,DSL,48,Yes,No,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,68.35,1299.8,0,0,876.24,2176.04,Stayed,,
7799-LGRDP,Female,42,No,0,Lakewood,90713,33.847755,-118.112532,0,43,None,Yes,25.53,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.7,1188.2,0,0,1097.79,2285.99,Stayed,,
7801-CEDNV,Male,33,Yes,0,Inglewood,90304,33.936827,-118.359824,10,27,None,Yes,9.01,No,Yes,DSL,5,Yes,No,No,No,No,No,No,Yes,One Year,No,Credit Card,48.7,1421.75,0,0,243.27,1665.02,Stayed,,
7801-KICAO,Female,43,No,0,Pasadena,91103,34.167465,-118.165327,0,18,Offer D,Yes,11.36,Yes,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.15,1345.75,0,0,204.48,1550.23,Stayed,,
7802-EFKNY,Male,37,Yes,0,Redlands,92374,34.064073,-117.166158,1,5,Offer E,No,,,Yes,DSL,7,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.95,100.4,0,0,0,100.4,Churned,Competitor,Competitor had better devices
7803-XOCCZ,Female,54,Yes,2,Anza,92539,33.527605,-116.666551,1,52,Offer B,Yes,31.96,No,Yes,Fiber Optic,26,Yes,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.05,4326.8,0,0,1661.92,5988.72,Stayed,,
7808-DVWEP,Male,51,Yes,0,Chico,95926,39.745712,-121.84333,3,3,None,Yes,31.06,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20,49.65,0,0,93.18,142.83,Joined,,
7811-JIVPF,Female,44,No,0,Long Beach,90805,33.864622,-118.179626,0,23,None,Yes,42.26,No,Yes,Cable,2,No,No,Yes,No,No,No,No,No,Month-to-Month,No,Credit Card,49.7,1081.25,0,150,971.98,2203.23,Stayed,,
7812-FZHPE,Female,31,Yes,2,Bradley,93426,35.842889,-121.004862,1,17,Offer D,Yes,18.26,Yes,No,,,,,,,,,,,Month-to-Month,No,Credit Card,24.1,409.9,0,0,310.42,720.32,Churned,Price,Long distance charges
7813-TKCVO,Female,23,Yes,0,Oak Park,91377,34.19225,-118.776874,1,20,None,Yes,27.96,No,No,,,,,,,,,,,One Year,No,Credit Card,20.35,393.15,0,0,559.2,952.35,Stayed,,
7813-ZGGAW,Male,68,No,0,Applegate,95703,38.983388,-120.988814,0,31,Offer C,Yes,15.35,Yes,Yes,Fiber Optic,10,No,No,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,96.6,2877.95,0,0,475.85,3353.8,Stayed,,
7814-LEEVE,Female,60,Yes,0,Grass Valley,95949,39.099204,-121.137962,7,1,None,Yes,6.64,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.3,20.3,0,0,6.64,26.94,Joined,,
7815-PDTHL,Male,64,No,0,Van Nuys,91401,34.178483,-118.431791,0,35,None,Yes,42.8,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.2,684.4,0,0,1498,2182.4,Stayed,,
7816-VGHTO,Female,61,Yes,2,Rio Oso,95674,38.954144,-121.482536,7,6,Offer E,No,,,Yes,Cable,10,No,Yes,Yes,Yes,No,No,No,No,Two Year,No,Credit Card,40.55,217.5,0,50,0,267.5,Stayed,,
7817-BOQPW,Female,32,No,0,Rio Dell,95562,40.485849,-124.163234,0,2,None,Yes,41.37,Yes,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.55,166.3,0,0,82.74,249.04,Churned,Competitor,Competitor made better offer
7817-OMJNA,Male,23,No,0,Mammoth Lakes,93546,37.550074,-118.837167,0,14,Offer D,Yes,36.42,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.4,275.7,0,0,509.88,785.58,Stayed,,
7820-ZYGNY,Male,33,No,0,La Puente,91746,34.038983,-117.991372,0,63,None,Yes,9.21,Yes,Yes,Fiber Optic,28,No,Yes,No,No,No,Yes,Yes,No,One Year,No,Credit Card,90.45,5825.5,0,100,580.23,6505.73,Stayed,,
7821-DPRQE,Male,25,Yes,0,Stockton,95207,38.002125,-121.324979,2,68,Offer A,Yes,24.01,Yes,Yes,Fiber Optic,48,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,107.7,7320.9,0,0,1632.68,8953.58,Stayed,,
7823-JSOAG,Male,39,No,0,Sonoma,95476,38.25485,-122.461799,0,3,None,Yes,6.97,Yes,Yes,Fiber Optic,14,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.5,217.45,0,0,20.91,238.36,Joined,,
7824-PANSQ,Male,52,No,0,Mammoth Lakes,93546,37.550074,-118.837167,0,58,None,Yes,44.67,Yes,Yes,Fiber Optic,8,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.65,4807.35,0,0,2590.86,7398.21,Stayed,,
7825-ECJRF,Female,43,No,1,Santa Clarita,91350,34.502432,-118.41459,0,19,None,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,Churned,Dissatisfaction,Network reliability
7825-GKXMW,Female,41,No,0,San Diego,92121,32.898613,-117.202937,0,1,Offer E,Yes,22.11,No,Yes,DSL,18,No,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,-9,45.8,0,10,22.11,77.91,Churned,Competitor,Competitor made better offer
7826-VVKWT,Female,69,Yes,1,San Diego,92114,32.707892,-117.05512,9,24,None,Yes,20.78,No,Yes,Fiber Optic,23,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,96.55,2263.45,0,0,498.72,2762.17,Stayed,,
7831-QGOXH,Female,27,No,0,Blue Lake,95525,40.94338,-123.831799,0,18,None,Yes,24.4,Yes,Yes,Fiber Optic,71,No,No,No,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.2,1553.9,0,0,439.2,1993.1,Churned,Other,Don't know
7833-PKIHD,Male,59,Yes,0,Palm Desert,92260,33.694501,-116.412711,1,51,None,Yes,31.66,No,Yes,Cable,3,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,76.4,3966.3,0,0,1614.66,5580.96,Stayed,,
7838-LAZFO,Male,38,Yes,0,Hanford,93230,36.29223,-119.622676,6,45,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,Stayed,,
7839-NUIAA,Female,27,Yes,1,Davis Creek,96108,41.750354,-120.403885,1,61,Offer B,Yes,26.7,Yes,Yes,DSL,30,Yes,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,59.8,3641.5,0,100,1628.7,5370.2,Stayed,,
7839-QRKXN,Female,62,No,0,Glendale,91203,34.153338,-118.262974,0,1,Offer E,Yes,48.25,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.2,20.2,0,0,48.25,68.45,Churned,Price,Long distance charges
7841-FCRQD,Female,27,Yes,0,Walnut,91789,34.018354,-117.85492,1,33,None,Yes,15.45,No,Yes,Cable,59,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,53.75,1857.3,0,0,509.85,2367.15,Stayed,,
7841-TZDMQ,Male,19,No,0,Sun Valley,91352,34.231053,-118.338307,0,2,None,Yes,49.81,No,Yes,DSL,41,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,-7,84.5,0,0,99.62,184.12,Churned,Other,Don't know
7845-URHJN,Female,24,Yes,0,Hacienda Heights,91745,33.998471,-117.973758,1,8,None,Yes,11.35,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.15,156.25,0,0,90.8,247.05,Churned,Price,Price too high
7850-THJMU,Female,40,Yes,2,Mill Creek,96061,40.331975,-121.460674,4,26,None,Yes,12.71,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.65,494.9,0,0,330.46,825.36,Stayed,,
7850-VWJUU,Female,37,No,0,Lakewood,90715,33.841027,-118.078097,0,23,None,Yes,24.04,No,Yes,Fiber Optic,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75,1778.5,0,0,552.92,2331.42,Stayed,,
7851-FLGGQ,Male,49,No,0,Wheatland,95692,39.043387,-121.409837,0,1,Offer E,No,,,Yes,Cable,19,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,44.65,44.65,0,0,0,44.65,Churned,Competitor,Competitor had better devices
7851-WZEKY,Female,32,No,0,Stockton,95219,38.029729,-121.387999,0,2,Offer E,Yes,38.51,Yes,Yes,Fiber Optic,25,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.15,196.9,0,0,77.02,273.92,Churned,Competitor,Competitor made better offer
7852-LECYP,Male,79,Yes,0,Los Angeles,90019,34.049841,-118.33846,8,13,Offer D,Yes,48.15,Yes,Yes,Fiber Optic,6,Yes,Yes,No,No,No,Yes,Yes,Yes,Two Year,No,Credit Card,93.8,1261,0,0,625.95,1886.95,Stayed,,
7853-GVUDZ,Female,55,Yes,1,Los Angeles,90004,34.076259,-118.310715,1,1,Offer E,Yes,3.09,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.15,20.15,0,0,3.09,23.24,Churned,Price,Long distance charges
7853-OETYL,Female,40,Yes,0,West Covina,91790,34.066964,-117.937007,2,4,Offer E,No,,,Yes,DSL,13,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,29.05,129.6,0,0,0,129.6,Stayed,,
7853-WNZSY,Male,58,No,0,El Nido,95317,37.127386,-120.506422,0,1,Offer E,Yes,1.61,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.75,19.75,0,0,1.61,21.36,Joined,,
7854-EDSSA,Male,46,No,0,Santa Rosa,95404,38.526941,-122.709096,0,22,Offer D,Yes,49.43,Yes,Yes,Cable,17,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,59,1254.7,0,0,1087.46,2342.16,Churned,Dissatisfaction,Poor expertise of online support
7854-EKTJL,Female,31,No,5,Salinas,93901,36.64152,-121.622188,0,2,None,Yes,29.81,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.6,35.85,0,0,59.62,95.47,Churned,Attitude,Attitude of support person
7854-FOKSF,Male,54,No,0,Rosamond,93560,34.903052,-118.411251,0,1,Offer E,No,,,Yes,Cable,29,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,35.9,35.9,0,0,0,35.9,Churned,Competitor,Competitor offered higher download speeds
7855-DIWPO,Female,60,No,0,Sloughhouse,95683,38.470423,-121.114897,0,21,Offer D,Yes,30.59,No,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,68.65,1493.2,0,0,642.39,2135.59,Stayed,,
7856-GANIL,Male,71,Yes,0,Irvine,92606,33.703976,-117.824172,1,45,Offer B,Yes,2.38,Yes,Yes,Fiber Optic,20,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,98.7,4525.8,0,0,107.1,4632.9,Stayed,,
7858-GTZSP,Female,33,No,0,San Lucas,93954,36.125529,-120.864443,0,12,Offer D,Yes,18.75,Yes,Yes,Fiber Optic,25,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,86.55,1066.9,0,110,225,1401.9,Stayed,,
7860-KSUGX,Male,25,Yes,0,Long Beach,90806,33.802664,-118.179971,1,72,Offer A,Yes,32.67,Yes,Yes,Cable,48,Yes,Yes,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,64.45,4720,0,0,2352.24,7072.24,Stayed,,
7860-UXCRM,Male,22,Yes,2,San Gabriel,91775,34.114772,-118.089431,9,63,None,Yes,42.17,No,Yes,DSL,73,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,74.5,4674.55,0,0,2656.71,7331.26,Stayed,,
7861-UVUFT,Female,36,Yes,0,Sloughhouse,95683,38.470423,-121.114897,1,15,None,Yes,28.3,No,Yes,Cable,28,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.3,1308.4,0,0,424.5,1732.9,Churned,Competitor,Competitor had better devices
7868-BGSZA,Male,30,Yes,0,Riverside,92504,33.9108,-117.398153,7,43,None,Yes,33.97,Yes,Yes,DSL,69,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,80.2,3581.6,0,0,1460.71,5042.31,Stayed,,
7868-TMWMZ,Female,69,Yes,0,Berkeley,94703,37.863843,-122.275684,2,60,None,Yes,24.62,No,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,110,6668.35,0,0,1477.2,8145.55,Stayed,,
7869-ZYDST,Male,33,Yes,0,Hyampom,96046,40.648024,-123.465088,0,31,None,Yes,28.72,Yes,Yes,Cable,21,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,59.05,1882.8,0,0,890.32,2773.12,Stayed,,
7872-BAAZR,Female,49,Yes,1,Norwalk,90650,33.905963,-118.08263,10,53,Offer B,Yes,30.31,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.55,1007.9,0,0,1606.43,2614.33,Stayed,,
7872-RDDLZ,Female,68,No,0,Piercy,95587,39.955587,-123.681175,0,67,None,Yes,48.43,Yes,Yes,DSL,28,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.9,3725.5,0,0,3244.81,6970.31,Stayed,,
7873-CVMAW,Male,61,No,0,Van Nuys,91405,34.202494,-118.448048,0,72,None,Yes,46.1,Yes,Yes,DSL,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,88.55,6362.35,0,0,3319.2,9681.55,Stayed,,
7874-ECPQJ,Female,57,No,2,Wofford Heights,93285,35.690535,-118.552784,0,4,None,Yes,27.37,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.05,85.5,0,0,109.48,194.98,Stayed,,
7876-AEHIG,Female,48,No,0,Daly City,94015,37.680844,-122.48131,0,51,None,No,,,Yes,DSL,10,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,60.15,3077,0,0,0,3077,Stayed,,
7876-BEUTG,Female,34,No,0,San Bruno,94066,37.624436,-122.430661,0,15,Offer D,Yes,26.54,Yes,Yes,DSL,18,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,48.8,720.1,0,0,398.1,1118.2,Stayed,,
7876-DNYAP,Female,29,Yes,2,Washington,95986,39.34128,-120.786867,7,69,Offer A,Yes,8.39,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.8,1436.95,0,0,578.91,2015.86,Stayed,,
7878-JGDKK,Male,38,No,0,Selma,93662,36.545322,-119.642281,0,4,Offer E,Yes,30.07,No,Yes,Cable,29,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.55,220.75,0,0,120.28,341.03,Stayed,,
7878-RTCZG,Female,55,No,0,Inglewood,90302,33.975332,-118.355252,0,1,None,Yes,2.38,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.9,19.9,0,0,2.38,22.28,Joined,,
7879-CGSFV,Male,19,No,0,Sugarloaf,92386,34.243088,-116.830015,0,55,Offer B,Yes,42.19,No,Yes,Fiber Optic,51,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,100.9,5552.05,0,0,2320.45,7872.5,Stayed,,
7880-XSOJX,Male,50,No,0,Garden Grove,92840,33.787165,-117.931889,0,4,None,No,,,Yes,DSL,23,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,42.4,146.4,0,0,0,146.4,Stayed,,
7881-EVUAD,Female,49,No,0,Oroville,95966,39.473896,-121.415927,0,2,Offer E,No,,,Yes,DSL,21,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,42.6,72.4,0,0,0,72.4,Churned,Competitor,Competitor offered more data
7881-INRLC,Male,34,No,0,San Mateo,94403,37.538309,-122.305109,0,45,Offer B,Yes,14.12,Yes,Yes,Fiber Optic,3,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,100.85,4740,0,0,635.4,5375.4,Churned,Competitor,Competitor offered more data
7883-ROJOC,Female,33,Yes,0,Point Reyes Station,94956,38.060264,-122.830646,0,19,Offer D,Yes,34.51,No,Yes,Cable,22,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.9,839.65,0,0,655.69,1495.34,Stayed,,
7890-VYYWG,Male,67,Yes,0,Sutter,95982,39.172777,-121.805845,1,3,Offer E,No,,,Yes,DSL,20,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,36.45,93.7,0,0,0,93.7,Churned,Competitor,Competitor had better devices
7892-POOKP,Female,23,Yes,3,Los Angeles,90010,34.062125,-118.315709,0,28,Offer C,Yes,4.89,Yes,Yes,Fiber Optic,47,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.8,3046.05,0,0,136.92,3182.97,Churned,Other,Moved
7892-QVYKW,Female,25,Yes,1,El Cajon,92020,32.79697,-116.969082,10,23,None,Yes,9.84,Yes,Yes,Fiber Optic,71,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,85.6,1868.4,0,0,226.32,2094.72,Stayed,,
7893-IXHRQ,Male,53,No,0,Sacramento,95826,38.542532,-121.378826,0,1,None,Yes,15.91,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.55,20.55,0,0,15.91,36.46,Churned,Attitude,Attitude of service provider
7895-VONWT,Female,20,No,0,Manhattan Beach,90266,33.889632,-118.39737,0,25,Offer C,No,,,Yes,Cable,59,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,48.25,1293.8,0,0,0,1293.8,Stayed,,
7898-PDWQE,Male,22,Yes,0,Maxwell,95955,39.281194,-122.226568,2,71,Offer A,Yes,18.04,Yes,Yes,DSL,41,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,80.4,5727.15,0,0,1280.84,7007.99,Stayed,,
7901-HXJVA,Male,20,No,0,Chico,95928,39.681488,-121.83721,0,14,None,Yes,18.46,No,Yes,Fiber Optic,26,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,76.45,1117.55,0,0,258.44,1375.99,Stayed,,
7901-IIDQV,Male,28,No,0,San Diego,92119,32.802959,-117.027095,0,24,None,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,Stayed,,
7901-TBKJX,Male,76,No,0,Twentynine Palms,92278,34.457829,-116.139589,0,56,None,Yes,5.19,Yes,Yes,Fiber Optic,16,No,No,Yes,No,Yes,Yes,No,No,Two Year,Yes,Bank Withdrawal,101.05,5594,0,10,290.64,5894.64,Stayed,,
7903-CMPEY,Male,78,Yes,0,Corte Madera,94925,37.924014,-122.511694,1,1,None,Yes,17.51,Yes,Yes,Fiber Optic,21,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.3,80.3,0,0,17.51,97.81,Churned,Competitor,Competitor had better devices
7905-NJMXS,Male,68,Yes,0,Williams,95987,39.117537,-122.284654,2,7,None,Yes,3.19,Yes,Yes,Cable,26,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,64.2,475,0,0,22.33,497.33,Stayed,,
7905-TVXTA,Female,63,No,0,Salinas,93907,36.77462,-121.664714,0,5,Offer E,Yes,8.32,No,Yes,DSL,22,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,64.35,352.65,0,0,41.6,394.25,Stayed,,
7908-QCBCA,Female,47,Yes,0,Atwater,95301,37.321233,-120.656354,1,1,Offer E,Yes,33.46,No,Yes,Fiber Optic,12,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,69.4,69.4,0,10,33.46,112.86,Churned,Competitor,Competitor had better devices
7909-FIOIY,Female,21,Yes,1,Santa Clara,95051,37.348129,-121.98469,4,19,Offer D,No,,,Yes,Cable,85,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,24.85,434.8,0,0,0,434.8,Stayed,,
7912-SYRQT,Female,35,No,0,Los Angeles,90042,34.11572,-118.192754,0,7,Offer E,Yes,18.99,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.1,552.95,0,0,132.93,685.88,Churned,Competitor,Competitor offered more data
7916-VCCPB,Female,58,Yes,1,Parker Dam,92267,34.273872,-114.192901,6,16,Offer D,Yes,40.03,No,Yes,Fiber Optic,20,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,73.25,1195.75,0,0,640.48,1836.23,Stayed,,
7919-ZODZZ,Female,32,Yes,2,Antioch,94509,37.980057,-121.801599,1,10,Offer D,Yes,42,No,Yes,DSL,14,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,65.9,660.05,0,0,420,1080.05,Stayed,,
7921-BEPCI,Female,40,No,0,Rocklin,95765,38.823278,-121.281856,0,72,None,Yes,12.63,Yes,Yes,DSL,23,Yes,Yes,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,59.75,4265,0,0,909.36,5174.36,Stayed,,
7921-LMDFQ,Male,69,No,0,Chula Vista,91910,32.636792,-117.054989,0,51,None,Yes,4.14,No,Yes,Fiber Optic,21,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,94,4905.75,0,0,211.14,5116.89,Stayed,,
7923-IYJWY,Male,68,No,0,Twain Harte,95383,38.107441,-120.230625,0,67,None,Yes,44.56,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Two Year,Yes,Credit Card,116.1,7839.85,0,40,2985.52,10865.37,Stayed,,
7924-GJZFI,Female,75,Yes,0,Jackson,95642,38.336216,-120.76901,7,25,None,Yes,38.59,No,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,69.3,1813.1,0,0,964.75,2777.85,Stayed,,
7925-PNRGI,Female,51,Yes,2,Chula Vista,91914,32.688506,-116.938632,9,45,Offer B,Yes,10.21,Yes,Yes,DSL,11,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,No,Credit Card,81.3,3541.1,0,0,459.45,4000.55,Stayed,,
7926-IJOOU,Male,50,No,0,San Francisco,94116,37.74441,-122.486764,0,1,Offer E,Yes,16.36,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.3,19.3,0,0,16.36,35.66,Joined,,
7927-AUXBZ,Female,45,No,0,Sun City,92586,33.707483,-117.200006,0,30,Offer C,Yes,9.34,No,Yes,Fiber Optic,8,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,85.15,2555.9,0,0,280.2,2836.1,Churned,Attitude,Attitude of support person
7928-VJYAB,Male,44,Yes,1,Lemoore,93245,36.303666,-119.825657,9,11,Offer D,Yes,38.48,No,Yes,Fiber Optic,19,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,90.6,1020.2,0,0,423.28,1443.48,Stayed,,
7929-DMBCV,Female,45,Yes,0,Arroyo Grande,93420,35.176236,-120.483243,6,20,Offer D,Yes,11.39,No,Yes,Fiber Optic,21,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,81,1683.7,0,0,227.8,1911.5,Stayed,,
7929-SKFGK,Male,23,Yes,0,Mentone,92359,34.103578,-117.04054,10,70,Offer A,Yes,21.68,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,114.3,8244.3,0,0,1517.6,9761.9,Stayed,,
7931-PXHFC,Male,46,No,0,Duarte,91010,34.145695,-117.95982,0,38,None,Yes,46.21,No,Yes,Cable,14,No,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,62.3,2354.8,0,0,1755.98,4110.78,Churned,Dissatisfaction,Poor expertise of phone support
7932-WPTDS,Female,77,Yes,0,San Diego,92126,32.886925,-117.152162,1,1,None,No,,,Yes,DSL,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.8,24.8,0,0,0,24.8,Churned,Competitor,Competitor made better offer
7938-OUHIO,Male,28,No,0,Mill Valley,94941,37.901371,-122.572024,0,3,Offer E,Yes,32.76,No,Yes,Fiber Optic,73,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.7,293.65,0,0,98.28,391.93,Churned,Attitude,Attitude of service provider
7940-UQQUG,Female,42,Yes,2,Thousand Oaks,91360,34.214054,-118.88109,4,64,None,Yes,13.95,Yes,Yes,Fiber Optic,11,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.4,6721.6,0,0,892.8,7614.4,Stayed,,
7941-RCJOW,Male,34,No,0,Tehama,96090,40.021787,-122.127576,0,65,Offer B,Yes,44.7,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.55,1218.65,0,0,2905.5,4124.15,Stayed,,
7943-RQCHR,Female,34,No,0,Davis,95616,38.508735,-121.678813,0,9,Offer E,Yes,10.07,Yes,Yes,Fiber Optic,26,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.75,889.9,0,30,90.63,1010.53,Churned,Competitor,Competitor offered more data
7945-HLKEA,Female,29,No,0,Half Moon Bay,94019,37.45567,-122.407992,0,60,None,Yes,37.95,Yes,Yes,DSL,27,Yes,No,Yes,Yes,No,No,No,No,One Year,No,Bank Withdrawal,64.75,4039.5,0,120,2277,6436.5,Stayed,,
7945-PRBVF,Male,47,No,0,Nevada City,95959,39.333737,-120.858667,0,35,None,Yes,17.2,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,21.45,705.45,0,0,602,1307.45,Stayed,,
7950-XWOVN,Male,60,No,0,Oxnard,93035,34.18454,-119.224666,0,11,Offer D,No,,,Yes,DSL,22,No,Yes,Yes,No,No,No,No,No,Month-to-Month,No,Credit Card,34.7,383.55,22.53,150,0,511.02,Stayed,,
7951-QKZPL,Female,21,Yes,0,Saint Helena,94574,38.581354,-122.296283,1,33,None,Yes,35.31,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.5,740.3,35.05,0,1165.23,1870.48,Churned,Price,Long distance charges
7951-VRDVK,Female,26,No,0,Laguna Hills,92653,33.606899,-117.717854,0,36,None,Yes,13.9,No,Yes,Cable,73,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Bank Withdrawal,85.85,3003.55,0,0,500.4,3503.95,Stayed,,
7952-OBOYL,Male,24,No,0,Upland,91786,34.105493,-117.660934,0,3,None,Yes,25.1,No,Yes,Fiber Optic,59,No,No,Yes,Yes,Yes,No,Yes,Yes,Month-to-Month,Yes,Credit Card,89.85,244.45,0,0,75.3,319.75,Joined,,
7954-MLBUN,Male,41,No,0,Santa Barbara,93111,34.460197,-119.802602,0,31,None,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,Stayed,,
7956-XQWGU,Male,43,No,0,Long Beach,90803,33.760458,-118.129725,0,27,None,Yes,2.59,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.4,460.25,29.59,0,69.93,500.59,Stayed,,
7957-RYHQD,Female,65,No,0,Bellflower,90706,33.887676,-118.127289,0,40,Offer B,Yes,44.86,No,Yes,Fiber Optic,4,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.2,3233.85,0,0,1794.4,5028.25,Churned,Price,Price too high
7963-GQRMY,Female,19,Yes,0,Los Angeles,90004,34.076259,-118.310715,1,3,Offer E,Yes,44.46,No,Yes,DSL,51,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,44.3,134.5,0,0,133.38,267.88,Churned,Price,Extra data charges
7963-SHNDT,Female,63,No,0,Redwood City,94062,37.410567,-122.297152,0,52,None,No,,,Yes,DSL,7,Yes,Yes,No,Yes,No,No,No,No,Two Year,No,Credit Card,39.1,1982.1,0,130,0,2112.1,Stayed,,
7964-VEXDG,Male,61,No,2,Anaheim,92802,33.807864,-117.923782,0,21,Offer D,Yes,13.39,Yes,Yes,Fiber Optic,24,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,80.35,1747.2,0,0,281.19,2028.39,Stayed,,
7964-YESJC,Female,21,Yes,0,Moorpark,93021,34.312945,-118.858169,6,24,None,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,Stayed,,
7964-ZRKKG,Male,44,Yes,0,Van Nuys,91411,34.17847,-118.459472,1,67,None,Yes,37.6,Yes,Yes,Fiber Optic,23,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,88.4,5798.3,0,0,2519.2,8317.5,Stayed,,
7966-YOTQW,Male,29,No,0,Nubieber,96068,41.082472,-121.195215,0,10,None,Yes,33.98,Yes,Yes,DSL,59,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.5,568.2,0,0,339.8,908,Stayed,,
7967-HYCDE,Male,26,No,0,Spring Valley,91978,32.730264,-116.950963,0,8,Offer E,Yes,41.93,No,Yes,Fiber Optic,59,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,70.7,553.4,0,0,335.44,888.84,Stayed,,
7968-QUXNS,Male,24,No,0,Dobbins,95935,39.381174,-121.21191,0,6,None,Yes,27.54,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,18.95,110.15,0,0,165.24,275.39,Stayed,,
7969-AULMZ,Female,63,No,0,San Francisco,94104,37.791222,-122.402241,0,21,None,Yes,9.06,Yes,Yes,Fiber Optic,10,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,97.35,2119.5,0,0,190.26,2309.76,Churned,Other,Moved
7969-FFOWG,Male,30,Yes,0,Littlerock,93543,34.505273,-117.955054,2,65,Offer B,Yes,18.07,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.9,1292.6,0,0,1174.55,2467.15,Stayed,,
7971-HLVXI,Male,62,Yes,2,San Bernardino,92404,34.183286,-117.221722,4,72,Offer A,Yes,44,Yes,Yes,Fiber Optic,20,No,No,No,No,No,Yes,Yes,Yes,Two Year,Yes,Credit Card,84.5,6130.85,0,0,3168,9298.85,Stayed,,
7973-DZRKH,Female,20,No,1,Riverside,92507,33.976328,-117.319786,0,66,Offer A,Yes,27.09,Yes,Yes,Fiber Optic,51,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,90.95,5930.05,0,0,1787.94,7717.99,Stayed,,
7975-JMZNT,Male,19,Yes,0,Columbia,95310,38.085839,-120.37855,1,66,Offer A,Yes,23.27,Yes,Yes,DSL,58,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,91.7,6075.9,0,0,1535.82,7611.72,Stayed,,
7975-TZMLR,Male,37,No,0,Reedley,93654,36.636638,-119.421842,0,47,None,Yes,16.64,Yes,Yes,Fiber Optic,8,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.1,4889.3,0,0,782.08,5671.38,Stayed,,
7976-CICYS,Male,49,No,0,Woodland Hills,91367,34.178068,-118.615714,0,4,None,Yes,27.04,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.7,83.75,0,0,108.16,191.91,Stayed,,
7977-HXJKU,Male,45,No,2,Scotia,95565,40.440636,-124.098739,0,21,Offer D,Yes,27.6,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.6,397,0,0,579.6,976.6,Stayed,,
7978-DKUQH,Female,26,Yes,0,Lake Elsinore,92532,33.705836,-117.318204,7,25,None,Yes,37.1,No,Yes,Fiber Optic,82,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.6,1797.75,0,0,927.5,2725.25,Stayed,,
7979-CORPM,Male,40,No,0,Oakdale,95361,37.785033,-120.776141,0,24,None,Yes,35.93,Yes,Yes,Fiber Optic,5,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,90.55,2282.55,0,0,862.32,3144.87,Churned,Other,Don't know
7980-MHFLQ,Female,42,Yes,3,Independence,93526,36.869584,-118.189241,5,72,Offer A,Yes,18.21,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.9,1859.2,0,0,1311.12,3170.32,Stayed,,
7982-VCELR,Female,20,No,0,Ramona,92065,33.044541,-116.833922,0,36,None,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,Stayed,,
7989-AWGEH,Male,24,Yes,2,San Luis Obispo,93405,35.236549,-120.727344,8,49,Offer B,No,,,Yes,DSL,47,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,39.2,1838.15,0,0,0,1838.15,Stayed,,
7989-CHGTL,Male,52,No,0,San Diego,92122,32.85723,-117.209774,0,1,Offer E,Yes,14.17,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.6,19.6,0,0,14.17,33.77,Churned,Competitor,Competitor made better offer
7989-VCQOH,Male,29,Yes,1,Auberry,93602,36.991762,-119.242874,3,18,None,Yes,10.29,No,Yes,DSL,59,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,83.25,1611.15,0,0,185.22,1796.37,Stayed,,
7993-NQLJE,Male,39,Yes,1,Glenn,95943,39.597975,-122.032248,7,15,None,Yes,32.73,No,Yes,Fiber Optic,17,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,75.1,1151.55,0,0,490.95,1642.5,Stayed,,
7993-PYKOF,Male,20,Yes,0,Rio Nido,95471,38.522328,-122.97932,1,8,None,Yes,5.34,No,Yes,Fiber Optic,42,Yes,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,75,632.95,0,0,42.72,675.67,Churned,Dissatisfaction,Network reliability
7994-UYIVZ,Male,62,Yes,0,Miramonte,93641,36.696759,-119.024051,1,8,Offer E,Yes,39.59,Yes,Yes,Fiber Optic,16,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,85.65,659.45,0,70,316.72,1046.17,Stayed,,
7994-XIRTR,Male,79,No,0,Roseville,95747,38.784329,-121.373245,0,54,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,Stayed,,
7995-ZHHNZ,Male,56,Yes,0,Fullerton,92832,33.868316,-117.929029,1,42,Offer B,Yes,20.65,Yes,Yes,DSL,25,Yes,No,No,No,No,No,No,Yes,One Year,No,Credit Card,-7,2386.85,28.83,0,867.3,3225.32,Stayed,,
7996-BPXHY,Female,44,Yes,3,San Francisco,94111,37.801776,-122.402293,5,13,None,Yes,35.19,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,25,332.5,0,0,457.47,789.97,Stayed,,
7996-MHXLW,Female,51,No,0,Ocotillo,92259,32.698964,-115.886656,0,66,Offer A,Yes,20.77,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.15,1683.6,0,0,1370.82,3054.42,Stayed,,
7997-EASSD,Female,56,Yes,0,Redwood City,94061,37.461251,-122.235414,1,63,Offer B,Yes,38.85,Yes,Yes,Fiber Optic,27,No,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,81.2,4965.1,0,0,2447.55,7412.65,Stayed,,
7998-WNZEM,Male,51,No,0,San Francisco,94131,37.746699,-122.442833,0,71,None,Yes,12.27,Yes,Yes,DSL,21,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,80.6,5708.2,0,0,871.17,6579.37,Stayed,,
7998-ZLXWN,Female,21,Yes,0,Larkspur,94939,37.937082,-122.532369,3,15,None,Yes,12.41,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.45,330.8,0,0,186.15,516.95,Stayed,,
8000-REIQB,Female,73,No,0,San Diego,92117,32.825086,-117.199424,0,1,Offer E,Yes,22.5,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,69.95,69.95,0,10,22.5,102.45,Churned,Competitor,Competitor made better offer
8003-EWNDZ,Female,52,No,0,Philo,95466,39.094102,-123.500853,0,10,None,Yes,10.46,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,21.2,222.65,0,0,104.6,327.25,Stayed,,
8006-PYCSW,Female,60,No,0,Los Angeles,90040,33.994524,-118.149953,0,2,None,Yes,35.5,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.1,39.8,0,0,71,110.8,Joined,,
8007-YYPWD,Female,52,No,0,Homeland,92548,33.761894,-117.120868,0,15,None,Yes,40.97,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.05,369.1,0,0,614.55,983.65,Stayed,,
8008-ESFLK,Female,43,Yes,0,Capitola,95010,36.977025,-121.952864,1,53,None,Yes,6.68,No,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,110.5,5835.5,0,0,354.04,6189.54,Stayed,,
8008-HAWED,Male,38,No,0,Los Angeles,90027,34.127194,-118.295647,0,14,Offer D,No,,,Yes,Cable,6,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,50.75,712.75,0,10,0,722.75,Churned,Competitor,Competitor had better devices
8008-OTEZX,Female,30,Yes,2,Villa Park,92861,33.817473,-117.810462,1,35,Offer C,Yes,18.29,No,No,,,,,,,,,,,One Year,No,Credit Card,19.65,708.8,0,0,640.15,1348.95,Stayed,,
8010-EZLOU,Male,75,No,0,San Marino,91108,34.122671,-118.112911,0,15,None,Yes,12.08,Yes,Yes,Fiber Optic,5,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.2,1217.25,0,0,181.2,1398.45,Churned,Competitor,Competitor offered higher download speeds
8012-SOUDQ,Female,65,No,0,Los Angeles,90059,33.927254,-118.249826,0,43,Offer B,Yes,12.58,Yes,Yes,Fiber Optic,26,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,90.25,3838.75,0,0,540.94,4379.69,Stayed,,
8015-IHCGW,Female,53,Yes,1,Garden Grove,92844,33.766476,-117.969795,1,72,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,Stayed,,
8016-NCFVO,Male,70,No,0,Glendale,91203,34.153338,-118.262974,0,55,None,Yes,29.3,Yes,Yes,Fiber Optic,10,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,116.5,6382.55,0,0,1611.5,7994.05,Stayed,,
8016-ZMGMO,Female,73,Yes,0,Colusa,95932,39.273096,-122.050763,0,66,None,Yes,44.01,Yes,Yes,Cable,17,No,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,70.85,4738.85,0,0,2904.66,7643.51,Stayed,,
8017-LXHFA,Female,77,No,0,San Diego,92130,32.957195,-117.202542,0,23,Offer D,Yes,31.17,No,Yes,Fiber Optic,23,No,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.75,2293.6,0,0,716.91,3010.51,Churned,Competitor,Competitor made better offer
8017-UVSZU,Female,62,Yes,0,Calabasas,91302,34.130861,-118.68346,5,40,None,Yes,48.29,Yes,Yes,DSL,23,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,56.6,2379.1,0,0,1931.6,4310.7,Stayed,,
8019-ENHXU,Male,50,Yes,0,Oakland,94601,37.776523,-122.219268,1,42,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,Churned,Dissatisfaction,Network reliability
8020-BWHYL,Female,70,No,0,Montrose,91020,34.2112,-118.230625,0,15,None,Yes,7.99,No,Yes,Fiber Optic,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.3,1147.45,0,0,119.85,1267.3,Churned,Competitor,Competitor offered more data
8022-BECSI,Male,62,No,0,Santa Ysabel,92070,33.174725,-116.743329,0,22,None,Yes,20.46,No,No,,,,,,,,,,,One Year,No,Credit Card,19.6,422.5,0,0,450.12,872.62,Stayed,,
8023-QHAIO,Female,72,Yes,0,Corona,92882,33.819385,-117.600213,7,56,Offer B,Yes,27.56,Yes,Yes,Fiber Optic,29,No,No,No,Yes,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,76.85,4275.75,0,120,1543.36,5939.11,Stayed,,
8024-XNAFQ,Female,66,No,0,Isleton,95641,38.154823,-121.601358,0,72,None,Yes,31.31,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,107.4,7748.75,0,0,2254.32,10003.07,Stayed,,
8028-PNXHQ,Male,40,Yes,0,Downey,90242,33.921793,-118.140588,4,62,Offer B,Yes,48.73,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,24.25,1424.6,0,0,3021.26,4445.86,Stayed,,
8029-XYPWT,Male,72,Yes,0,Anaheim,92806,33.83796,-117.870494,1,71,Offer A,Yes,46.82,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,115.05,8016.6,0,0,3324.22,11340.82,Stayed,,
8033-ATFAS,Female,32,Yes,2,San Mateo,94404,37.556094,-122.272437,4,39,Offer C,Yes,48.14,No,Yes,Cable,23,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,59.85,2341.5,0,0,1877.46,4218.96,Stayed,,
8033-VCZGH,Male,27,Yes,0,Tracy,95376,37.680968,-121.446049,0,50,None,Yes,23.28,Yes,Yes,Fiber Optic,51,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.95,5231.3,0,0,1164,6395.3,Stayed,,
8034-RYTVV,Female,19,No,0,Rancho Santa Margarita,92688,33.624654,-117.611733,0,55,None,Yes,44.85,Yes,Yes,Fiber Optic,48,Yes,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,84.25,4589.85,0,0,2466.75,7056.6,Stayed,,
8035-BUYVG,Male,39,Yes,0,Running Springs,92382,34.186211,-117.07683,1,40,Offer B,No,,,Yes,DSL,21,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,42.35,1716.45,0,0,0,1716.45,Churned,Attitude,Attitude of support person
8035-PWSEV,Female,60,No,0,Hayward,94542,37.656695,-122.048361,0,6,Offer E,Yes,35.88,No,Yes,Fiber Optic,10,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.25,487.05,0,0,215.28,702.33,Stayed,,
8039-ACLPL,Female,29,Yes,0,Mather,95655,38.549822,-121.266725,6,72,Offer A,Yes,12.32,No,Yes,DSL,59,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,No,Credit Card,68.75,4888.2,0,0,887.04,5775.24,Stayed,,
8039-EQPIM,Male,22,Yes,0,Spring Valley,91977,32.726627,-116.994608,7,69,None,No,,,Yes,DSL,59,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,60.25,4055.5,0,120,0,4175.5,Stayed,,
8040-MNRTF,Female,47,No,0,Taft,93268,35.184837,-119.402525,0,1,None,Yes,37.51,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,71.1,71.1,0,0,37.51,108.61,Joined,,
8041-TMEID,Male,73,Yes,0,Corning,96021,39.913777,-122.289984,1,63,None,Yes,37.12,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,108.5,6991.9,0,0,2338.56,9330.46,Stayed,,
8042-JVNFH,Male,23,No,0,Olancha,93549,36.296851,-117.865469,0,1,None,Yes,35.28,No,Yes,Fiber Optic,51,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,71.35,71.35,0,0,35.28,106.63,Churned,Attitude,Attitude of support person
8042-RNLKO,Male,40,No,0,Watsonville,95076,36.931654,-121.752383,0,66,Offer A,Yes,32.22,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,25.45,1699.15,0,0,2126.52,3825.67,Stayed,,
8043-PNYSD,Male,48,Yes,2,Lakehead,96051,40.883853,-122.418258,4,63,Offer B,Yes,10.67,No,No,,,,,,,,,,,Two Year,No,Mailed Check,19.55,1245.6,0,0,672.21,1917.81,Stayed,,
8044-BGWPI,Male,50,Yes,2,Ontario,91764,34.074087,-117.605618,8,12,Offer D,Yes,33.9,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,21.15,306.05,0,0,406.8,712.85,Stayed,,
8046-DNVTL,Male,56,Yes,0,Weott,95571,40.310119,-123.909449,8,62,Offer B,No,,,Yes,Cable,29,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,-10,2345.55,0,0,0,2345.55,Stayed,,
8048-DSDFQ,Male,63,No,0,Midway City,92655,33.744439,-117.98588,0,1,None,Yes,13.08,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.2,20.2,0,0,13.08,33.28,Joined,,
8049-WJCLQ,Male,50,Yes,2,Ducor,93218,35.846067,-119.004073,5,10,Offer D,Yes,19.77,No,Yes,DSL,12,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,60.2,563.5,0,0,197.7,761.2,Stayed,,
8050-DVOJX,Male,67,No,0,Keeler,93530,36.560498,-117.962461,0,49,Offer B,Yes,43.19,Yes,Yes,Cable,10,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,81.35,4060.9,0,0,2116.31,6177.21,Stayed,,
8050-WYBND,Female,55,No,2,Whittier,90606,33.976678,-118.065875,0,22,None,No,,,Yes,DSL,29,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,49.45,1031.4,0,0,0,1031.4,Stayed,,
8050-XGRVL,Female,22,Yes,3,Millville,96062,40.531257,-122.148139,5,62,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,Stayed,,
8051-HJRLT,Female,72,No,0,Wrightwood,92397,34.358321,-117.618263,0,1,Offer E,Yes,18.2,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.55,70.55,0,0,18.2,88.75,Churned,Attitude,Attitude of service provider
8053-WWDRO,Female,62,Yes,0,San Diego,92109,32.787836,-117.232376,1,6,None,Yes,31.7,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.5,146.3,0,0,190.2,336.5,Churned,Competitor,Competitor made better offer
8058-DMYRU,Male,69,No,0,Glendale,91208,34.195386,-118.238508,0,54,None,Yes,18.58,Yes,Yes,Fiber Optic,14,No,Yes,No,No,No,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,-8,4931.8,0,0,1003.32,5935.12,Stayed,,
8058-INTPH,Female,57,No,0,San Diego,92109,32.787836,-117.232376,0,1,None,Yes,22.48,No,Yes,Fiber Optic,5,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.65,79.65,0,0,22.48,102.13,Churned,Competitor,Competitor made better offer
8058-JMEQO,Female,76,No,0,San Diego,92121,32.898613,-117.202937,0,9,Offer E,Yes,12.91,Yes,Yes,Fiber Optic,21,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.45,762.5,0,0,116.19,878.69,Churned,Competitor,Competitor made better offer
8059-UDZFY,Female,73,No,2,Lucerne,95458,39.141934,-122.770679,0,33,Offer C,Yes,12.75,Yes,Yes,Fiber Optic,19,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,105.35,3465.05,0,0,420.75,3885.8,Stayed,,
8060-HIWJJ,Male,35,No,0,Lincoln,95648,38.922812,-121.312005,0,64,Offer B,Yes,14.39,Yes,Yes,DSL,7,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,86.55,5632.55,0,0,920.96,6553.51,Stayed,,
8062-YBDOE,Male,70,No,0,Canyon Country,91351,34.422519,-118.420717,0,1,None,Yes,7.23,No,Yes,Fiber Optic,2,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.65,69.65,0,0,7.23,76.88,Churned,Other,Don't know
8063-GBATB,Female,74,No,0,Cobb,95426,38.838088,-122.73203,0,27,None,Yes,31.17,Yes,Yes,Fiber Optic,25,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.25,2287.25,0,0,841.59,3128.84,Churned,Competitor,Competitor had better devices
8063-RJYNF,Male,27,No,0,Richmond,94804,37.921034,-122.341798,0,16,None,Yes,20.44,No,Yes,Fiber Optic,59,Yes,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.25,1483.25,0,140,327.04,1950.29,Churned,Competitor,Competitor offered higher download speeds
8064-RAVOH,Male,44,No,3,Oxnard,93030,34.223244,-119.18012,0,1,Offer E,Yes,42.55,No,Yes,DSL,25,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.85,49.85,0,0,42.55,92.4,Joined,,
8065-BVEPF,Male,80,No,0,Yorkville,95494,38.888351,-123.239647,0,65,Offer B,Yes,18.23,No,Yes,Fiber Optic,3,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99.1,6496.15,0,0,1184.95,7681.1,Stayed,,
8065-QBYTO,Female,68,No,0,Pomona,91768,34.067932,-117.785168,0,71,Offer A,Yes,3.91,Yes,Yes,Fiber Optic,12,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,99.65,7181.25,0,0,277.61,7458.86,Stayed,,
8065-YKXKD,Female,39,No,0,San Diego,92126,32.886925,-117.152162,0,10,None,Yes,5.63,Yes,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.75,799.65,0,0,56.3,855.95,Churned,Other,Don't know
8066-POXGX,Female,28,No,0,Fresno,93720,36.878709,-119.7645,0,13,Offer D,No,,,Yes,Cable,53,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,-3,446.1,0,0,0,446.1,Churned,Attitude,Attitude of service provider
8067-NIOYM,Female,51,Yes,3,Irvine,92602,33.720359,-117.733655,9,24,Offer C,Yes,20.6,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,21.1,490.65,0,0,494.4,985.05,Stayed,,
8069-RHUXK,Female,55,Yes,0,Fullerton,92832,33.868316,-117.929029,5,67,None,No,,,Yes,Cable,30,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,35.7,2545.7,0,0,0,2545.7,Stayed,,
8069-YQQAJ,Male,63,No,0,Studio City,91604,34.139082,-118.39275,0,14,Offer D,No,,,Yes,Cable,12,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,31.1,419.7,0,0,0,419.7,Stayed,,
8070-AAWZP,Male,68,Yes,0,Sheridan,95681,38.984756,-121.345074,3,24,None,No,,,Yes,Cable,28,No,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,34.25,828.2,0,0,0,828.2,Stayed,,
8071-SBTRN,Female,63,No,0,Canoga Park,91304,34.224377,-118.632656,0,70,None,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,Stayed,,
8073-IJDCM,Female,44,No,0,Rescue,95672,38.724322,-120.991237,0,1,Offer E,Yes,26.37,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,20.3,20.3,0,0,26.37,46.67,Churned,Price,Long distance charges
8075-GXIUB,Male,79,Yes,0,Spring Valley,91978,32.730264,-116.950963,3,9,None,Yes,22.79,No,No,,,,,,,,,,,One Year,No,Credit Card,19.85,183.15,0,0,205.11,388.26,Stayed,,
8076-FEZKJ,Male,58,No,0,Silverado,92676,33.782346,-117.635263,0,10,None,Yes,15.71,No,No,,,,,,,,,,,One Year,No,Credit Card,19.5,225.85,0,0,157.1,382.95,Stayed,,
8079-XRJRS,Male,39,Yes,0,Pleasant Grove,95668,38.833554,-121.498102,5,65,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,Churned,Dissatisfaction,Network reliability
8080-DDEMJ,Male,71,No,0,Glendale,91204,34.136306,-118.26036,0,1,Offer E,Yes,15.28,No,Yes,Cable,14,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.1,45.1,0,0,15.28,60.38,Churned,Attitude,Attitude of support person
8080-POTJR,Female,59,No,0,Rancho Palos Verdes,90275,33.753146,-118.367459,0,30,Offer C,Yes,6.74,Yes,Yes,DSL,18,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,79.3,2427.1,0,0,202.2,2629.3,Stayed,,
8082-GHXOP,Male,20,No,1,Esparto,95627,38.834469,-122.127193,0,13,Offer D,Yes,26.63,No,Yes,DSL,27,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,44,659.35,0,0,346.19,1005.54,Stayed,,
8083-YTZES,Male,52,No,0,San Diego,92113,32.697098,-117.116587,0,4,None,Yes,47.82,Yes,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.35,265.35,0,0,191.28,456.63,Churned,Attitude,Attitude of support person
8084-OIVBS,Female,31,No,0,Clarksburg,95612,38.384648,-121.578701,0,11,Offer D,Yes,46.49,No,No,,,,,,,,,,,One Year,No,Credit Card,20,211.95,0,0,511.39,723.34,Stayed,,
8085-MSNLK,Female,21,Yes,0,San Jose,95124,37.257063,-121.923037,3,62,Offer B,Yes,42.68,Yes,Yes,Fiber Optic,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,113.95,6891.4,0,0,2646.16,9537.56,Stayed,,
8086-OVPWV,Male,58,No,0,San Diego,92117,32.825086,-117.199424,0,2,None,Yes,26.47,No,Yes,Fiber Optic,10,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,80.2,181.1,0,10,52.94,244.04,Churned,Competitor,Competitor made better offer
8087-LGYHQ,Male,40,No,0,Crestline,92325,34.248061,-117.29028,0,9,Offer E,Yes,15.53,No,Yes,Fiber Optic,14,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.05,811.65,0,0,139.77,951.42,Stayed,,
8089-UZWLX,Female,75,No,0,El Nido,95317,37.127386,-120.506422,0,71,Offer A,Yes,47.86,Yes,Yes,Fiber Optic,16,No,No,Yes,No,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,104.05,7413.55,0,0,3398.06,10811.61,Stayed,,
8091-TTVAX,Male,39,Yes,0,Los Angeles,90014,34.043144,-118.251977,7,58,Offer B,Yes,5.69,Yes,Yes,Fiber Optic,10,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,100.35,5681.1,0,0,330.02,6011.12,Stayed,,
8092-NLTGF,Male,25,No,0,Reseda,91335,34.200175,-118.540958,0,72,Offer A,Yes,29.29,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.75,1777.6,0,0,2108.88,3886.48,Stayed,,
8095-WANWK,Female,46,No,0,Kettleman City,93239,35.996923,-120.000951,0,10,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,Stayed,,
8096-LOIST,Female,57,No,0,Stirling City,95978,39.904002,-121.527823,0,19,Offer D,Yes,40.22,No,Yes,Cable,22,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,56.2,1093.4,0,0,764.18,1857.58,Stayed,,
8097-OMULG,Male,63,Yes,2,San Jose,95116,37.350284,-121.852855,1,59,None,Yes,15.94,No,Yes,DSL,19,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,76.75,4541.9,0,0,940.46,5482.36,Stayed,,
8097-VBQTZ,Male,61,No,0,Anaheim,92806,33.83796,-117.870494,0,54,Offer B,Yes,27.62,No,Yes,Cable,24,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,69.9,3883.3,0,0,1491.48,5374.78,Stayed,,
8098-LLAZX,Female,74,No,0,San Diego,92122,32.85723,-117.209774,0,4,Offer E,Yes,31.61,Yes,Yes,Fiber Optic,2,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.45,396.1,0,0,126.44,522.54,Churned,Competitor,Competitor made better offer
8098-TDCBU,Female,55,Yes,0,North Fork,93643,37.244307,-119.470256,9,42,None,Yes,33.63,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.25,1108.2,0,0,1412.46,2520.66,Stayed,,
8099-MZPUJ,Male,49,Yes,2,Carmel,93923,36.460611,-121.852507,10,48,None,Yes,12.57,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,111.8,5443.65,0,0,603.36,6047.01,Stayed,,
8100-HZZLJ,Female,26,No,1,Indio,92201,33.713891,-116.237257,0,43,None,Yes,5.6,No,Yes,Cable,30,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,63.95,2737.05,0,0,240.8,2977.85,Stayed,,
8100-PNJMH,Male,39,Yes,0,Glennville,93226,35.735694,-118.738483,2,68,None,Yes,41.61,Yes,Yes,Cable,14,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,88.85,6132.7,0,0,2829.48,8962.18,Stayed,,
8104-OSKWT,Female,61,No,0,Anaheim,92804,33.818,-117.974404,0,12,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,Stayed,,
8106-GWQOK,Male,47,Yes,0,Warner Springs,92086,33.323705,-116.626907,5,38,None,No,,,Yes,Cable,25,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,60,2193.2,0,0,0,2193.2,Stayed,,
8107-KNCIM,Male,73,Yes,0,San Francisco,94111,37.801776,-122.402293,8,14,None,Yes,45.46,Yes,Yes,Fiber Optic,4,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,75.1,1013.35,0,0,636.44,1649.79,Stayed,,
8107-RZLNV,Male,22,Yes,0,South Gate,90280,33.944624,-118.192615,10,72,None,Yes,15.09,Yes,Yes,Fiber Optic,85,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,106.3,7565.35,0,0,1086.48,8651.83,Stayed,,
8108-UXRQN,Female,23,Yes,1,Lawndale,90260,33.88856,-118.351813,1,11,None,No,,,Yes,Cable,41,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,50.55,565.35,0,0,0,565.35,Stayed,,
8109-YUOHE,Male,58,No,0,Porter Ranch,91326,34.281911,-118.556218,0,17,None,Yes,36.47,No,Yes,Cable,15,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,56.1,946.95,0,0,619.99,1566.94,Stayed,,
8111-BKVDS,Female,31,No,0,Escondido,92027,33.141265,-116.967221,0,10,Offer D,No,,,Yes,DSL,24,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,40.7,449.3,0,0,0,449.3,Stayed,,
8111-RKSPX,Male,20,No,0,Santa Rosa,95401,38.460517,-122.790335,0,4,Offer E,Yes,29.98,Yes,Yes,Fiber Optic,71,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,72.2,305.55,0,0,119.92,425.47,Churned,Dissatisfaction,Service dissatisfaction
8111-SLLHI,Male,65,Yes,0,San Jose,95128,37.316146,-121.936285,1,39,None,Yes,33.25,Yes,Yes,Fiber Optic,26,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.65,4284.8,0,0,1296.75,5581.55,Churned,Attitude,Attitude of support person
8118-LSUEL,Male,74,No,0,Roseville,95678,38.759751,-121.288545,0,23,None,Yes,17.62,Yes,Yes,Fiber Optic,29,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,106.4,2483.5,0,0,405.26,2888.76,Churned,Dissatisfaction,Product dissatisfaction
8118-TJAFG,Male,33,Yes,1,Gardena,90247,33.890853,-118.297967,1,9,None,Yes,36.94,No,Yes,Fiber Optic,16,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.5,906.85,0,0,332.46,1239.31,Stayed,,
8120-JDCAM,Male,42,Yes,1,Vallejo,94589,38.161321,-122.271588,1,4,None,Yes,37.23,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.55,284.9,0,0,148.92,433.82,Stayed,,
8123-QBNAZ,Female,39,Yes,1,Scott Bar,96085,41.737962,-123.07557,4,36,None,Yes,43.7,Yes,Yes,Fiber Optic,26,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,104.5,3684.95,0,0,1573.2,5258.15,Stayed,,
8124-NZVGJ,Female,29,No,0,Baker,92309,35.28952,-116.092214,0,6,None,No,,,Yes,Cable,48,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,49.25,255.6,0,0,0,255.6,Stayed,,
8125-QPFJD,Female,36,Yes,0,Greenview,96037,41.528541,-122.955018,7,72,None,Yes,1.34,Yes,Yes,DSL,19,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.9,6065.3,0,0,96.48,6161.78,Stayed,,
8128-YVJRG,Female,61,No,0,Berkeley,94709,37.878554,-122.26609,0,7,None,Yes,40.32,Yes,Yes,Fiber Optic,18,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.65,604.7,0,0,282.24,886.94,Churned,Attitude,Attitude of support person
8129-GMVGI,Female,58,Yes,3,San Bruno,94066,37.624436,-122.430661,10,56,None,Yes,35.38,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.05,1090.1,0,0,1981.28,3071.38,Stayed,,
8132-YPVBX,Female,28,No,0,Salinas,93907,36.77462,-121.664714,0,6,None,Yes,40.64,No,Yes,Fiber Optic,51,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.95,514.6,0,0,243.84,758.44,Stayed,,
8133-ANHHJ,Female,77,No,0,Ventura,93003,34.279221,-119.221437,0,49,Offer B,Yes,36.47,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,103,5166.2,0,0,1787.03,6953.23,Stayed,,
8138-EALND,Male,35,No,0,Laguna Hills,92653,33.606899,-117.717854,0,15,None,Yes,3.49,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.75,311.6,0,0,52.35,363.95,Stayed,,
8143-ETQTI,Female,24,Yes,3,Bakersfield,93313,35.140938,-119.051348,9,23,Offer D,Yes,1.88,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.65,451.55,0,0,43.24,494.79,Stayed,,
8144-DGHXP,Female,46,No,0,Gridley,95948,39.346898,-121.759537,0,54,None,Yes,36.68,No,Yes,DSL,28,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Bank Withdrawal,80.6,4299.95,0,140,1980.72,6420.67,Stayed,,
8146-QQKZH,Female,25,Yes,0,El Sobrante,94803,37.963995,-122.288296,4,71,Offer A,Yes,6.23,No,Yes,DSL,58,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,81.85,5924.4,0,0,442.33,6366.73,Stayed,,
8148-BPLZQ,Male,34,No,0,Jacumba,91934,32.649787,-116.2237,0,34,None,Yes,4.89,No,Yes,Cable,27,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,49.8,1734.2,0,70,166.26,1970.46,Stayed,,
8148-NLEGT,Female,47,Yes,3,Pinecrest,95364,38.224869,-119.755729,1,42,None,Yes,13.95,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,22.95,1014.25,0,0,585.9,1600.15,Stayed,,
8148-WOCMK,Male,54,Yes,3,Castaic,91384,34.506627,-118.699048,1,8,Offer E,Yes,13.43,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.6,125,0,0,107.44,232.44,Stayed,,
8149-AIQCG,Male,43,No,0,Redondo Beach,90278,33.873395,-118.37019,0,39,Offer C,Yes,8.69,Yes,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,73.15,2730.85,0,0,338.91,3069.76,Stayed,,
8149-RSOUN,Female,49,No,0,Dorris,96023,41.949216,-122.050062,0,1,Offer E,Yes,16.15,Yes,Yes,Fiber Optic,12,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.85,93.85,0,0,16.15,110,Churned,Competitor,Competitor offered more data
8150-QUDFX,Male,27,No,0,Rohnert Park,94928,38.34719,-122.697822,0,2,Offer E,Yes,27.47,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.85,51.6,0,0,54.94,106.54,Joined,,
8152-UOBNY,Female,66,No,0,Mineral,96063,40.408796,-121.579609,0,50,Offer B,Yes,10.6,Yes,Yes,Fiber Optic,14,No,Yes,No,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,106.8,5347.95,0,0,530,5877.95,Stayed,,
8152-VETUR,Female,26,Yes,0,Bishop,93514,37.04584,-118.397236,7,72,Offer A,Yes,28.59,Yes,Yes,Fiber Optic,58,No,Yes,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,97.7,6869.7,0,0,2058.48,8928.18,Stayed,,
8155-IBNHG,Female,55,Yes,0,San Diego,92103,32.747484,-117.166877,1,24,None,Yes,17.73,Yes,Yes,Fiber Optic,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75.4,1747.85,0,0,425.52,2173.37,Churned,Attitude,Attitude of support person
8158-WPEZG,Male,20,No,0,Los Angeles,90061,33.92128,-118.274186,0,11,None,No,,,Yes,DSL,73,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,35.65,425.1,0,0,0,425.1,Stayed,,
8160-HOWOX,Female,30,No,0,San Bernardino,92407,34.250069,-117.393949,0,7,None,Yes,48.16,No,Yes,DSL,85,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,66.85,458.1,0,0,337.12,795.22,Stayed,,
8161-QYMTT,Male,55,No,0,Santa Maria,93454,34.943523,-120.256729,0,7,None,Yes,7.37,Yes,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.1,701.3,0,0,51.59,752.89,Stayed,,
8164-OCKUJ,Female,45,Yes,2,Magalia,95954,39.933852,-121.584371,1,59,Offer B,Yes,2.47,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.6,1286,0,0,145.73,1431.73,Stayed,,
8165-CBKXO,Male,35,Yes,3,Los Angeles,90022,34.02381,-118.156582,4,66,None,No,,,Yes,Cable,25,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,56.75,3708.4,0,0,0,3708.4,Stayed,,
8165-ZJRNM,Female,62,Yes,1,Pittsburg,94565,38.006047,-121.916834,7,72,Offer A,Yes,21.14,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,23.75,1679.25,0,0,1522.08,3201.33,Stayed,,
8166-ORCHU,Male,73,Yes,0,Oakland,94605,37.758019,-122.138678,10,33,None,Yes,44.54,No,Yes,Fiber Optic,18,Yes,Yes,No,Yes,No,Yes,No,Yes,One Year,Yes,Bank Withdrawal,93.55,3055.5,0,0,1469.82,4525.32,Stayed,,
8166-ZZTFS,Female,74,Yes,0,Roseville,95661,38.736685,-121.251984,1,66,None,Yes,21.7,Yes,Yes,Cable,3,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,80.55,5265.1,0,0,1432.2,6697.3,Churned,Attitude,Attitude of support person
8167-GJLRN,Male,19,No,0,La Crescenta,91214,34.239636,-118.245259,0,3,None,No,,,Yes,DSL,59,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,30.4,82.15,0,0,0,82.15,Joined,,
8168-UQWWF,Female,48,No,2,Los Angeles,90042,34.11572,-118.192754,0,11,None,Yes,27.57,Yes,Yes,Cable,18,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,97.85,1105.4,0,0,303.27,1408.67,Churned,Competitor,Competitor offered more data
8169-SAEJD,Male,79,Yes,0,Lancaster,93535,34.712708,-117.889656,10,69,Offer A,No,,,Yes,DSL,12,Yes,Yes,No,No,Yes,Yes,Yes,No,Two Year,No,Credit Card,56.55,3952.65,0,40,0,3992.65,Stayed,,
8173-RXAYP,Female,51,Yes,1,Mcarthur,96056,41.10831,-121.360362,8,24,None,Yes,30.41,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.7,452.55,0,0,729.84,1182.39,Stayed,,
8174-LNWMW,Female,52,No,0,Tustin,92782,33.738543,-117.785046,0,31,None,Yes,26.16,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.9,689.35,0,0,810.96,1500.31,Stayed,,
8174-TBVCF,Female,30,Yes,0,Stanton,90680,33.801869,-117.995068,7,70,Offer A,Yes,26.47,Yes,Yes,DSL,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,94.8,6859.05,0,0,1852.9,8711.95,Stayed,,
8178-EYZUO,Male,48,No,0,San Francisco,94105,37.789168,-122.395009,0,46,None,Yes,15.78,Yes,Yes,Fiber Optic,3,Yes,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.7,4154.8,0,0,725.88,4880.68,Churned,Price,Extra data charges
8180-AKMJV,Female,27,No,0,Litchfield,96117,40.507272,-120.338228,0,1,Offer E,Yes,23.04,No,Yes,Cable,82,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.55,44.55,0,0,23.04,67.59,Joined,,
8181-YHCMF,Female,44,Yes,0,La Mesa,91941,32.759327,-116.99726,8,68,None,No,,,Yes,DSL,15,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,60.3,4109,0,0,0,4109,Stayed,,
8182-BJDSI,Female,56,No,0,Santa Ana,92705,33.766004,-117.786763,0,28,Offer C,Yes,30.28,Yes,Yes,Fiber Optic,30,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.95,2625.55,0,0,847.84,3473.39,Churned,Attitude,Attitude of service provider
8182-PNAGI,Male,50,No,0,Pico Rivera,90660,33.989524,-118.089299,0,12,None,Yes,46.58,No,Yes,DSL,26,No,No,No,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,50.25,593.75,0,120,558.96,1272.71,Churned,Price,Extra data charges
8183-ONMXC,Female,41,No,0,San Diego,92117,32.825086,-117.199424,0,2,None,Yes,5.11,No,Yes,Fiber Optic,6,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,-1,159.45,0,0,10.22,169.67,Churned,Competitor,Competitor made better offer
8184-WMOFI,Male,47,Yes,0,Fresno,93702,36.739385,-119.753649,0,62,None,Yes,14.05,No,Yes,DSL,25,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Credit Card,71.4,4487.3,0,0,871.1,5358.4,Stayed,,
8185-UPYBR,Male,33,Yes,0,Hermosa Beach,90254,33.86532,-118.396336,4,6,None,Yes,21.23,Yes,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.5,438,0,0,127.38,565.38,Churned,Dissatisfaction,Product dissatisfaction
8189-DUKMV,Female,52,Yes,0,Rancho Cordova,95742,38.591134,-121.161585,8,4,None,Yes,44.73,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.5,79.05,0,0,178.92,257.97,Stayed,,
8189-HBVRW,Female,50,No,0,Los Angeles,90005,34.059281,-118.30742,0,53,None,Yes,2.51,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,90.8,4921.2,0,60,133.03,5114.23,Stayed,,
8189-XRIKE,Female,80,No,0,Newark,94560,37.504133,-122.032347,0,32,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,Stayed,,
8190-ZTQFB,Male,50,No,0,Bieber,96009,41.083464,-121.107929,0,41,None,No,,,Yes,Cable,8,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,51.35,2075.1,0,80,0,2155.1,Stayed,,
8191-XWSZG,Female,57,No,0,Los Angeles,90018,34.028735,-118.317236,0,52,Offer B,Yes,22.55,No,No,,,,,,,,,,,One Year,No,Mailed Check,20.65,1022.95,0,0,1172.6,2195.55,Stayed,,
8194-PEEBY,Female,38,Yes,3,Irvine,92604,33.688546,-117.788091,1,24,Offer C,Yes,4.47,No,No,,,,,,,,,,,One Year,No,Credit Card,19.9,533.5,0,0,107.28,640.78,Stayed,,
8197-BFWVU,Female,62,Yes,0,Lake Isabella,93240,35.607875,-118.466318,2,72,Offer A,Yes,1.72,Yes,Yes,Cable,7,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,93.25,6688.95,0,0,123.84,6812.79,Stayed,,
8198-RKSZG,Female,43,Yes,3,El Cerrito,94530,37.924838,-122.289145,8,14,Offer D,Yes,9.77,Yes,Yes,DSL,21,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,80.45,1137.05,0,0,136.78,1273.83,Stayed,,
8199-ZLLSA,Male,53,No,0,Tujunga,91042,34.296574,-118.244839,0,67,None,Yes,22.66,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,118.35,7804.15,0,0,1518.22,9322.37,Churned,Competitor,Competitor had better devices
8200-KLNYW,Female,55,Yes,0,San Geronimo,94963,38.00474,-122.663717,7,21,None,Yes,11.27,No,Yes,DSL,19,Yes,No,Yes,Yes,Yes,Yes,Yes,No,One Year,No,Credit Card,80.9,1714.95,0,60,236.67,2011.62,Stayed,,
8200-LGKSR,Male,47,Yes,0,Azusa,91702,34.174493,-117.87068,6,71,None,Yes,35.09,Yes,Yes,DSL,12,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,83.2,6126.1,0,0,2491.39,8617.49,Stayed,,
8201-AAXCB,Male,55,Yes,3,Ontario,91764,34.074087,-117.605618,1,25,None,Yes,25.87,Yes,Yes,Cable,76,No,No,No,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,60.35,1404.65,0,10,646.75,2061.4,Stayed,,
8203-XJZRC,Male,44,No,0,Chula Vista,91914,32.688506,-116.938632,0,1,Offer E,Yes,40.46,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.25,20.25,0,0,40.46,60.71,Joined,,
8204-TIFGJ,Female,38,No,0,June Lake,93529,37.730269,-119.055813,0,23,None,Yes,16.26,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.3,470.6,0,0,373.98,844.58,Stayed,,
8204-YJCLA,Male,78,Yes,0,San Ysidro,92173,32.555828,-117.040073,1,72,Offer A,No,,,Yes,DSL,24,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,64.8,4732.35,0,0,0,4732.35,Stayed,,
8205-MQUGY,Male,39,Yes,3,Sacramento,95834,38.646209,-121.52446,8,12,Offer D,Yes,9.58,No,Yes,Cable,57,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,49.2,571.15,0,80,114.96,766.11,Stayed,,
8205-OTCHB,Male,51,No,0,Riverside,92506,33.930931,-117.361788,0,22,Offer D,No,,,Yes,DSL,16,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,43.75,903.6,0,0,0,903.6,Churned,Dissatisfaction,Network reliability
8205-VSLRB,Male,22,Yes,0,Greenview,96037,41.528541,-122.955018,2,70,None,Yes,4.8,Yes,Yes,Cable,41,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,77.3,5498.2,26.87,0,336,5807.33,Stayed,,
8207-DMRVL,Male,47,Yes,3,Yorba Linda,92886,33.897253,-117.792202,1,72,None,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,Stayed,,
8207-VVMYB,Female,44,Yes,0,Clayton,94517,37.881842,-121.848111,1,70,None,Yes,14.15,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,26,2006.95,0,0,990.5,2997.45,Stayed,,
8208-EUMTE,Male,45,No,0,Villa Park,92861,33.817473,-117.810462,0,16,None,No,,,Yes,DSL,27,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,54.85,916.15,0,0,0,916.15,Stayed,,
8212-CRQXP,Female,20,Yes,0,Alviso,95002,37.449537,-121.994813,1,22,None,Yes,45.1,No,Yes,Fiber Optic,41,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,80,1706.45,0,50,992.2,2748.65,Stayed,,
8212-DJRCH,Male,33,Yes,1,Newbury Park,91320,34.172071,-118.946262,1,5,None,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,Stayed,,
8213-TAZPM,Female,45,Yes,1,Lemon Grove,91945,32.733564,-117.033713,5,69,Offer A,Yes,46.45,Yes,Yes,Fiber Optic,26,No,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,108.75,7493.05,0,100,3205.05,10798.1,Stayed,,
8215-NGSPE,Female,63,Yes,1,Oxnard,93035,34.18454,-119.224666,3,42,Offer B,Yes,3.14,No,No,,,,,,,,,,,Two Year,No,Credit Card,20,833.55,0,0,131.88,965.43,Stayed,,
8216-AZUUZ,Female,42,Yes,3,San Francisco,94118,37.781304,-122.461522,1,42,None,Yes,12.6,No,Yes,Fiber Optic,26,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,100.4,4303.65,0,0,529.2,4832.85,Stayed,,
8217-QYOHV,Male,27,No,0,Burbank,91505,34.174215,-118.345928,0,5,Offer E,Yes,30.92,No,Yes,Cable,41,Yes,No,No,Yes,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,55.75,266.95,0,0,154.6,421.55,Stayed,,
8218-FFJDS,Female,21,Yes,0,Georgetown,95634,38.9386,-120.785514,6,72,None,Yes,15.35,Yes,Yes,DSL,41,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,86.4,6058.95,0,0,1105.2,7164.15,Stayed,,
8219-VYBVI,Male,52,No,3,Rancho Santa Fe,92067,33.012751,-117.200617,0,39,None,Yes,49.95,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25,1004.35,0,0,1948.05,2952.4,Stayed,,
8220-OCUFY,Female,30,No,0,Perris,92571,33.828289,-117.201666,0,21,None,Yes,7.41,No,Yes,DSL,51,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,60.25,1258.35,0,0,155.61,1413.96,Stayed,,
8221-EQDGL,Male,27,Yes,0,Alleghany,95910,39.467828,-120.841386,4,35,None,Yes,25.32,No,Yes,DSL,30,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,61,2130.45,10.7,0,886.2,3005.95,Stayed,,
8221-HVAYI,Male,60,Yes,0,Gustine,95322,37.147198,-121.120161,0,35,Offer C,Yes,5.06,Yes,Yes,Cable,20,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,69.15,2490.15,0,0,177.1,2667.25,Stayed,,
8224-DWCKX,Male,78,No,0,Burlingame,94010,37.57028,-122.365778,0,12,None,Yes,43.4,Yes,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,73.3,828.05,0,0,520.8,1348.85,Stayed,,
8224-IVVPA,Female,35,No,0,Caliente,93518,35.358953,-118.527064,0,27,None,Yes,25.21,No,Yes,DSL,9,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,56.7,1652.95,0,0,680.67,2333.62,Stayed,,
8224-KDLKN,Male,22,Yes,2,Sacramento,95825,38.590035,-121.412455,3,72,Offer A,Yes,19.04,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25,1738.9,0,0,1370.88,3109.78,Stayed,,
8224-UAXBZ,Female,55,Yes,0,Sacramento,95827,38.549185,-121.328386,7,58,None,No,,,Yes,DSL,29,Yes,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,45.35,2540.1,4.08,0,0,2536.02,Stayed,,
8225-BTJAU,Male,75,No,0,Stinson Beach,94970,37.921137,-122.657562,0,10,Offer D,Yes,7.51,No,Yes,Fiber Optic,18,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.25,793.55,0,0,75.1,868.65,Churned,Competitor,Competitor had better devices
8226-BXGES,Male,30,Yes,0,Gardena,90249,33.90139,-118.315697,5,64,Offer B,Yes,13.8,Yes,Yes,Fiber Optic,48,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,89.45,5692.65,0,0,883.2,6575.85,Stayed,,
8229-BUJHX,Female,60,Yes,1,Chula Vista,91911,32.607964,-117.059459,8,71,None,Yes,11.13,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.5,1500.95,0,0,790.23,2291.18,Stayed,,
8229-MYEJZ,Female,44,No,0,Upland,91786,34.105493,-117.660934,0,10,Offer D,Yes,45.56,No,Yes,DSL,17,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,51.2,498.25,0,0,455.6,953.85,Stayed,,
8229-TNIQA,Female,36,No,0,Pasadena,91105,34.13946,-118.166649,0,4,Offer E,Yes,39.9,No,Yes,Cable,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,45.3,196.95,0,0,159.6,356.55,Churned,Other,Don't know
8231-BSWXX,Male,44,No,0,Mojave,93501,35.097323,-118.171288,0,71,Offer A,Yes,41.34,Yes,Yes,Fiber Optic,10,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Credit Card,79.05,5552.5,0,0,2935.14,8487.64,Stayed,,
8232-CTLKO,Female,58,Yes,2,Ocotillo,92259,32.698964,-115.886656,9,66,Offer A,Yes,8.39,No,Yes,DSL,16,Yes,No,No,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,59.75,3996.8,0,0,553.74,4550.54,Stayed,,
8232-UTFOZ,Male,24,No,0,Glendora,91740,34.119363,-117.855059,0,69,None,Yes,7.18,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.95,1399.35,0,0,495.42,1894.77,Stayed,,
8234-GSZYK,Male,39,No,0,Albion,95410,39.225694,-123.717354,0,43,None,Yes,28.9,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,26.45,1110.05,0,0,1242.7,2352.75,Stayed,,
8237-ULIXL,Female,21,Yes,0,San Francisco,94116,37.74441,-122.486764,1,72,Offer A,Yes,13.27,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.85,1871.85,0,0,955.44,2827.29,Stayed,,
8241-JUIQO,Female,24,No,0,Sunnyvale,94086,37.378541,-122.020456,0,61,Offer B,Yes,25.91,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.45,1336.35,0,0,1580.51,2916.86,Stayed,,
8242-JSVBO,Male,22,No,0,Mountain Ranch,95246,38.264262,-120.515133,0,7,None,Yes,26.76,No,Yes,DSL,46,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.65,322.5,0,0,187.32,509.82,Stayed,,
8242-PDSGJ,Male,47,Yes,0,Chilcoot,96105,39.872961,-120.198876,1,70,None,No,,,Yes,DSL,18,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,39.15,2692.75,0,0,0,2692.75,Stayed,,
8242-SOQUO,Female,73,No,0,Oakland,94619,37.787186,-122.14633,0,5,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,Stayed,,
8245-UMPYT,Female,66,No,0,Lockwood,93932,35.989792,-121.055933,0,16,None,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,Churned,Dissatisfaction,Poor expertise of phone support
8246-SHFGA,Male,24,No,0,Mount Shasta,96067,41.33832,-122.290756,0,17,None,Yes,34.02,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,21.1,385.55,0,0,578.34,963.89,Stayed,,
8249-THVEC,Male,38,Yes,3,Los Angeles,90041,34.137412,-118.207607,3,51,None,Yes,37.63,No,No,,,,,,,,,,,One Year,No,Credit Card,19.4,997.75,0,0,1919.13,2916.88,Stayed,,
8250-ZNGGW,Female,79,No,0,Rio Vista,94571,38.148862,-121.737696,0,5,None,Yes,43.99,No,Yes,DSL,27,Yes,Yes,No,Yes,No,No,No,No,Two Year,No,Credit Card,59.9,287.85,0,20,219.95,527.8,Stayed,,
8257-RZAHR,Female,51,Yes,0,San Jose,95134,37.42765,-121.945416,1,14,Offer D,Yes,20.4,Yes,Yes,DSL,30,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,64.7,941,0,0,285.6,1226.6,Churned,Competitor,Competitor offered more data
8258-GSTJK,Male,74,No,0,San Pedro,90732,33.744119,-118.31448,0,3,None,Yes,48.34,Yes,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,77,237.75,0,0,145.02,382.77,Churned,Competitor,Competitor had better devices
8259-DZLIZ,Female,53,Yes,2,Delhi,95315,37.422961,-120.765493,10,64,Offer B,Yes,17.07,Yes,Yes,DSL,25,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,53.85,3399.85,0,0,1092.48,4492.33,Stayed,,
8259-NFJTV,Female,37,Yes,1,Flournoy,96029,39.84784,-122.544556,8,7,None,No,,,Yes,Cable,17,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,34.65,246.6,0,0,0,246.6,Stayed,,
8260-NGFNY,Female,29,No,0,Phelan,92371,34.441123,-117.537886,0,1,None,No,,,Yes,DSL,73,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Mailed Check,25.2,25.2,0,0,0,25.2,Churned,Other,Don't know
8261-GWDBQ,Female,70,Yes,0,Corona,92880,33.918043,-117.617809,1,60,None,Yes,4.06,Yes,Yes,Fiber Optic,11,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,116.05,6925.9,0,0,243.6,7169.5,Stayed,,
8262-COGGB,Male,53,No,0,Visalia,93277,36.303793,-119.375646,0,1,None,Yes,11.61,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,20.45,20.45,0,0,11.61,32.06,Joined,,
8263-JQAIK,Male,66,No,0,Palmdale,93591,34.598221,-117.79593,0,2,None,No,,,Yes,DSL,6,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,24.45,47.5,0,0,0,47.5,Churned,Competitor,Competitor offered more data
8263-OKETD,Female,44,No,0,Caruthers,93609,36.5276,-119.865999,0,20,None,Yes,22.75,Yes,Yes,Cable,11,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,68.9,1370.35,0,0,455,1825.35,Stayed,,
8263-QMNTJ,Male,46,Yes,0,San Francisco,94104,37.791222,-122.402241,2,72,Offer A,Yes,47.82,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,115.55,8425.3,0,0,3443.04,11868.34,Stayed,,
8265-HKSOW,Female,35,Yes,2,Occidental,95465,38.415003,-122.998726,1,72,None,Yes,17.89,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,107.45,7658.3,0,0,1288.08,8946.38,Stayed,,
8266-VBFQL,Male,55,No,0,Jamul,91935,32.695681,-116.798386,0,4,None,Yes,31.92,No,Yes,Fiber Optic,4,No,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.4,356.65,0,0,127.68,484.33,Stayed,,
8267-KFGYD,Male,53,No,1,Alhambra,91803,34.074736,-118.145959,0,1,None,Yes,10.14,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,21.05,21.05,0,0,10.14,31.19,Joined,,
8267-ZNYVZ,Female,47,Yes,0,Spring Valley,91977,32.726627,-116.994608,1,33,None,Yes,15.66,No,Yes,Fiber Optic,24,Yes,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,103.75,3361.05,0,100,516.78,3977.83,Churned,Attitude,Attitude of service provider
8268-YDIXR,Male,45,Yes,0,Merced,95348,37.40122,-120.514191,1,56,Offer B,Yes,40.33,Yes,Yes,Fiber Optic,9,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,93.15,5253.95,0,0,2258.48,7512.43,Stayed,,
8270-RKSAP,Male,30,No,0,Anaheim,92801,33.844983,-117.952151,0,9,Offer E,Yes,40.71,No,Yes,Fiber Optic,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.5,597.9,0,0,366.39,964.29,Stayed,,
8272-ONJLV,Male,57,No,0,San Diego,92123,32.808814,-117.134694,0,12,Offer D,Yes,49,No,Yes,Fiber Optic,23,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,95.7,1184,0,0,588,1772,Stayed,,
8276-MQBYC,Male,70,No,0,Los Angeles,90028,34.099869,-118.326843,0,51,Offer B,Yes,19.49,Yes,Yes,Fiber Optic,11,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,97.8,4913.3,0,0,993.99,5907.29,Churned,Price,Long distance charges
8277-RVRSV,Female,22,Yes,1,Danville,94506,37.791481,-121.903253,3,33,Offer C,Yes,1.71,Yes,No,,,,,,,,,,,One Year,No,Credit Card,24.15,800.3,0,0,56.43,856.73,Stayed,,
8280-MQRQN,Female,39,No,0,Arnold,95223,38.32153,-120.236358,0,1,Offer E,Yes,23.7,No,Yes,Cable,17,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,50.45,50.45,0,0,23.7,74.15,Churned,Dissatisfaction,Network reliability
8285-ABVLB,Female,34,Yes,0,Santa Barbara,93103,34.438581,-119.685368,0,70,None,Yes,40.91,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.85,1328.35,33.29,0,2863.7,4158.76,Stayed,,
8286-AFUYI,Male,33,No,0,Glendale,91203,34.153338,-118.262974,0,1,Offer E,Yes,46.23,No,Yes,DSL,25,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,47.95,47.95,0,0,46.23,94.18,Joined,,
8290-YWKHZ,Female,69,Yes,0,Fallbrook,92028,33.362575,-117.299644,1,32,None,Yes,33.74,Yes,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,93.2,2931,17.88,0,1079.68,3992.8,Churned,Competitor,Competitor made better offer
8292-FRFZQ,Female,19,No,0,Malibu,90263,34.037037,-118.705803,0,39,Offer C,No,,,Yes,DSL,73,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,41.15,1700.9,0,0,0,1700.9,Stayed,,
8292-ITGYJ,Female,48,Yes,1,Campo Seco,95226,38.233879,-120.861666,7,45,Offer B,Yes,20.11,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,24.65,1138.8,0,0,904.95,2043.75,Stayed,,
8292-TYSPY,Male,55,No,0,Los Angeles,90048,34.072945,-118.37267,0,19,Offer D,Yes,4.3,No,Yes,Cable,23,No,No,Yes,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,55,1046.5,0,30,81.7,1158.2,Churned,Competitor,Competitor offered more data
8294-UIMBA,Female,64,No,0,Northridge,91325,34.236683,-118.517588,0,30,None,Yes,2.67,No,Yes,Fiber Optic,27,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,94.4,2638.1,0,0,80.1,2718.2,Stayed,,
8295-FHIVV,Male,63,No,0,Paicines,95043,36.525703,-120.952122,0,7,None,Yes,9.19,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.4,168.65,0,0,64.33,232.98,Stayed,,
8295-KMENE,Female,33,Yes,1,Newhall,91321,34.370378,-118.504118,0,59,None,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,Stayed,,
8305-VHZBZ,Male,55,No,0,San Diego,92154,32.578103,-117.012975,0,1,None,Yes,13.27,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,20.2,20.2,0,0,13.27,33.47,Churned,Price,Long distance charges
8309-IEYJD,Female,73,No,0,Indian Wells,92210,33.537646,-116.291089,0,1,Offer E,Yes,32.61,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,No,Two Year,Yes,Credit Card,70.6,70.6,0,30,32.61,133.21,Joined,,
8309-PPCED,Female,33,Yes,0,Nipomo,93444,35.050345,-120.489599,1,72,None,Yes,46.23,Yes,Yes,Fiber Optic,18,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,110.45,7982.5,0,0,3328.56,11311.06,Stayed,,
8311-UEUAB,Female,24,Yes,0,Rialto,92376,34.109775,-117.378904,5,67,Offer A,Yes,1.36,Yes,Yes,DSL,82,Yes,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,75.5,5229.45,0,0,91.12,5320.57,Stayed,,
8313-AFGBW,Male,55,Yes,0,Los Angeles,90008,34.008293,-118.346766,10,47,Offer B,Yes,14.14,No,Yes,DSL,28,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,73.6,3522.65,0,0,664.58,4187.23,Stayed,,
8313-KTIHG,Male,54,No,0,Thousand Palms,92276,33.849263,-116.382778,0,4,None,Yes,37.7,No,Yes,DSL,2,No,No,No,Yes,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,61.3,249.4,0,10,150.8,410.2,Stayed,,
8313-NDOIA,Female,48,No,0,Green Valley Lake,92341,34.244411,-117.072654,0,24,None,Yes,38.79,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,104.15,2494.65,0,40,930.96,3465.61,Stayed,,
8314-DPQHL,Male,61,No,0,Auberry,93602,36.991762,-119.242874,0,9,None,No,,,Yes,DSL,14,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Mailed Check,50.8,463.6,0,0,0,463.6,Stayed,,
8314-HTWVE,Female,38,Yes,1,Cypress,90630,33.818477,-118.038307,2,7,Offer E,Yes,35.26,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.85,144.15,0,0,246.82,390.97,Stayed,,
8316-BBQAY,Female,45,No,0,Redwood City,94063,37.499411,-122.196318,0,65,None,No,,,Yes,Cable,22,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,59.95,3921.1,0,0,0,3921.1,Stayed,,
8317-BVKSO,Male,27,No,0,Termo,96132,41.027281,-120.669427,0,14,None,Yes,9.19,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.05,299.3,0,0,128.66,427.96,Stayed,,
8318-LCNBW,Male,53,Yes,0,San Luis Obispo,93405,35.236549,-120.727344,5,35,None,No,,,Yes,DSL,30,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,53.15,1930.9,0,0,0,1930.9,Stayed,,
8319-QBEHW,Male,32,No,3,San Jose,95134,37.42765,-121.945416,0,26,None,No,,,Yes,Cable,58,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,39.95,1023.75,0,0,0,1023.75,Stayed,,
8325-QRPZR,Female,56,No,0,Benicia,94510,38.113533,-122.11926,0,7,None,Yes,30.06,No,Yes,Fiber Optic,10,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,75.15,525,0,10,210.42,745.42,Stayed,,
8327-LZKAS,Female,80,Yes,0,Pomona,91767,34.083086,-117.737997,1,43,None,Yes,13.84,Yes,Yes,Cable,18,No,No,Yes,Yes,Yes,Yes,No,No,One Year,Yes,Bank Withdrawal,107.55,4533.9,0,140,595.12,5269.02,Churned,Dissatisfaction,Service dissatisfaction
8327-WKMIE,Male,36,No,0,Le Grand,95333,37.249377,-120.249581,0,37,None,Yes,34.37,No,No,,,,,,,,,,,One Year,No,Credit Card,20.15,785.75,0,0,1271.69,2057.44,Stayed,,
8328-SKJNO,Male,61,No,1,Seeley,92273,32.790282,-115.689559,0,23,None,No,,,Yes,DSL,19,Yes,Yes,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,40.65,947.4,0,0,0,947.4,Stayed,,
8329-GWVPJ,Female,39,Yes,3,Berkeley,94708,37.897743,-122.263124,8,50,Offer B,Yes,10.21,No,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.75,3557.7,0,0,510.5,4068.2,Stayed,,
8329-IBCTI,Female,50,No,0,Cotati,94931,38.326215,-122.718742,0,1,Offer E,Yes,6.08,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.65,19.65,0,0,6.08,25.73,Churned,Competitor,Competitor made better offer
8329-UTMVM,Male,76,No,0,Bakersfield,93313,35.140938,-119.051348,0,27,Offer C,Yes,34.39,Yes,Yes,Fiber Optic,19,No,Yes,No,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,104.65,2964,0,0,928.53,3892.53,Stayed,,
8331-ZXFOE,Female,56,No,0,Santa Clara,95054,37.393554,-121.965114,0,58,None,Yes,42.33,Yes,Yes,Cable,7,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,71.1,4299.2,0,0,2455.14,6754.34,Stayed,,
8332-OSJDW,Male,54,Yes,0,Los Angeles,90038,34.088017,-118.327168,5,12,None,Yes,45.15,Yes,No,,,,,,,,,,,One Year,No,Mailed Check,26.4,314.95,0,0,541.8,856.75,Stayed,,
8336-TAVKX,Female,68,Yes,0,Berry Creek,95916,39.657228,-121.37778,10,72,None,Yes,15.82,Yes,Yes,DSL,13,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,78.45,5682.25,0,0,1139.04,6821.29,Stayed,,
8337-MSSXB,Female,64,No,0,Trabuco Canyon,92679,33.631119,-117.567346,0,14,None,Yes,29.3,No,Yes,Fiber Optic,26,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,86.3,1180.95,0,10,410.2,1601.15,Churned,Attitude,Attitude of service provider
8337-UPOAQ,Male,71,Yes,0,Wrightwood,92397,34.358321,-117.618263,0,10,None,Yes,16.88,Yes,Yes,Fiber Optic,24,No,No,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.8,914.3,0,0,168.8,1083.1,Churned,Competitor,Competitor made better offer
8338-QIUNR,Male,23,Yes,0,Bakersfield,93304,35.339796,-119.023552,8,72,None,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,Stayed,,
8344-WFMFH,Male,34,No,2,Los Angeles,90008,34.008293,-118.346766,0,9,Offer E,Yes,27.64,No,Yes,Cable,29,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.1,484.05,0,0,248.76,732.81,Stayed,,
8345-MVDYC,Female,57,No,0,Gardena,90248,33.876482,-118.284077,0,45,Offer B,Yes,37.39,No,Yes,DSL,30,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,81.65,3618.7,0,0,1682.55,5301.25,Stayed,,
8347-GDTMP,Female,25,Yes,0,Ripon,95366,37.750778,-121.13238,4,64,None,Yes,14.78,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.45,1225.65,0,0,945.92,2171.57,Stayed,,
8348-HFYIV,Male,21,No,0,Oakland,94601,37.776523,-122.219268,0,2,Offer E,No,,,Yes,DSL,51,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.25,90.35,0,0,0,90.35,Churned,Dissatisfaction,Limited range of services
8348-JLBUG,Male,77,Yes,0,North San Juan,95960,39.423046,-120.984472,5,64,None,Yes,14.87,No,Yes,Fiber Optic,16,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,80.3,5017.7,0,0,951.68,5969.38,Stayed,,
8350-NYMVI,Female,35,No,0,Chico,95973,39.903272,-121.843567,0,39,None,No,,,Yes,DSL,8,No,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,41.1,1597.05,0,0,0,1597.05,Stayed,,
8356-WUAOJ,Female,25,Yes,0,Glendale,91205,34.13658,-118.245839,7,1,Offer E,Yes,40.63,No,Yes,DSL,52,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,45,45,0,10,40.63,95.63,Joined,,
8357-EQXFO,Female,46,No,0,Union City,94587,37.59485,-122.051521,0,7,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,Churned,Competitor,Competitor made better offer
8361-LBRDI,Female,31,No,0,Saint Helena,94574,38.581354,-122.296283,0,58,Offer B,Yes,38.62,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.35,1423.85,0,0,2239.96,3663.81,Stayed,,
8361-LTMKD,Male,75,Yes,0,Fallbrook,92028,33.362575,-117.299644,0,4,None,Yes,10.61,Yes,Yes,Fiber Optic,8,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,74.4,306.6,0,20,42.44,369.04,Churned,Competitor,Competitor made better offer
8364-TRMMK,Female,51,No,0,San Jose,95132,37.424655,-121.74841,0,3,Offer E,Yes,22.56,Yes,Yes,Cable,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,50.65,151.3,0,0,67.68,218.98,Churned,Dissatisfaction,Lack of self-service on Website
8372-JUXUI,Male,32,No,0,San Bernardino,92410,34.106922,-117.297553,0,1,None,Yes,14.02,Yes,Yes,Fiber Optic,2,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.35,74.35,0,0,14.02,88.37,Churned,Competitor,Competitor had better devices
8374-UULRV,Male,22,No,0,Carmel By The Sea,93921,36.554618,-121.922239,0,72,None,Yes,48.36,Yes,Yes,DSL,71,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,86.05,6309.65,0,20,3481.92,9811.57,Stayed,,
8374-XGEJJ,Male,68,Yes,0,Temecula,92590,33.475493,-117.219551,8,43,Offer B,Yes,31.25,Yes,Yes,Fiber Optic,20,No,Yes,No,No,Yes,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,101,4388.4,0,150,1343.75,5882.15,Churned,Dissatisfaction,Product dissatisfaction
8375-DKEBR,Female,72,No,0,Hermosa Beach,90254,33.86532,-118.396336,0,1,Offer E,Yes,34.51,No,Yes,Fiber Optic,15,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.6,69.6,0,0,34.51,104.11,Churned,Competitor,Competitor had better devices
8375-KVTHK,Male,43,Yes,0,Fort Bragg,95437,39.455555,-123.683979,1,68,None,Yes,49.51,No,Yes,Fiber Optic,3,No,Yes,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,100.3,6754.35,0,90,3366.68,10211.03,Stayed,,
8378-LKJAF,Male,34,Yes,1,Santa Ana,92704,33.719869,-117.907063,9,38,None,Yes,24.22,Yes,Yes,Fiber Optic,14,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,101.15,3956.7,0,0,920.36,4877.06,Stayed,,
8380-MQINP,Female,62,Yes,1,Los Angeles,90035,34.051809,-118.383843,3,55,None,Yes,3.18,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.3,1079.05,0,0,174.9,1253.95,Stayed,,
8380-PEFPE,Male,60,No,0,Avalon,90704,33.391181,-118.421305,0,1,None,Yes,17.54,No,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71.65,71.65,0,0,17.54,89.19,Churned,Competitor,Competitor had better devices
8382-SHQEH,Female,58,Yes,0,Rancho Cucamonga,91739,34.133809,-117.523724,1,8,None,Yes,29,Yes,Yes,Fiber Optic,30,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,84.9,764.95,0,0,232,996.95,Churned,Price,Long distance charges
8383-SGHJU,Female,41,No,0,Lake Arrowhead,92352,34.2565,-117.19335,0,33,None,Yes,10.28,Yes,Yes,Cable,7,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,59.4,1952.8,0,0,339.24,2292.04,Stayed,,
8384-FZBJK,Female,37,Yes,3,San Mateo,94404,37.556094,-122.272437,1,57,None,Yes,32.37,Yes,Yes,Fiber Optic,28,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.6,5611.7,0,0,1845.09,7456.79,Stayed,,
8387-MOJJT,Female,53,Yes,0,Nubieber,96068,41.082472,-121.195215,1,42,None,Yes,34.02,No,Yes,Fiber Optic,18,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,77.95,3384,0,0,1428.84,4812.84,Churned,Competitor,Competitor made better offer
8387-UGUSU,Female,57,Yes,1,Irvine,92614,33.680302,-117.833296,3,15,None,Yes,37.9,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,284.3,0,0,568.5,852.8,Stayed,,
8388-DMKAE,Female,41,No,0,Los Angeles,90016,34.028331,-118.354338,0,8,Offer E,Yes,15.86,No,No,,,,,,,,,,,Two Year,No,Mailed Check,20.25,174.65,0,0,126.88,301.53,Stayed,,
8388-FYNPZ,Male,26,No,0,Pleasant Hill,94523,37.95338,-122.076886,0,4,Offer E,Yes,34.69,No,Yes,DSL,47,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,56.75,245.15,0,0,138.76,383.91,Stayed,,
8390-FESFV,Female,60,No,0,Sebastopol,95472,38.398815,-122.861923,0,62,None,Yes,6.05,Yes,Yes,DSL,22,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,84.5,5193.2,0,0,375.1,5568.3,Stayed,,
8393-DLHGA,Male,55,No,0,Palermo,95968,39.435756,-121.552071,0,25,None,Yes,5.27,No,Yes,Fiber Optic,4,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.9,2448.75,0,0,131.75,2580.5,Churned,Competitor,Competitor offered more data
8393-JMVMB,Male,34,No,0,Thousand Oaks,91360,34.214054,-118.88109,0,1,Offer E,Yes,29.15,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.45,19.45,0,0,29.15,48.6,Joined,,
8395-ETZKQ,Male,73,Yes,1,Sacramento,95841,38.660442,-121.346321,8,68,None,Yes,35.14,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.5,1193.55,0,0,2389.52,3583.07,Stayed,,
8397-MVTAZ,Male,22,Yes,0,Sun City,92587,33.69887,-117.25071,2,34,Offer C,Yes,23.09,Yes,Yes,Fiber Optic,52,No,No,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,100.05,3480,0,20,785.06,4285.06,Churned,Dissatisfaction,Poor expertise of online support
8398-TBIYD,Female,45,No,0,Castro Valley,94552,37.722727,-122.02157,0,72,Offer A,Yes,8.48,Yes,Yes,Fiber Optic,22,Yes,No,No,Yes,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,84.7,6185.15,0,0,610.56,6795.71,Stayed,,
8399-YNDCH,Male,80,No,0,Columbia,95310,38.085839,-120.37855,0,21,None,Yes,34.62,No,Yes,DSL,14,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,60.05,1236.15,0,0,727.02,1963.17,Churned,Competitor,Competitor had better devices
8400-WZICQ,Female,49,Yes,2,Long Beach,90813,33.781086,-118.199049,9,55,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,Stayed,,
8401-EMUWF,Male,64,Yes,1,Paramount,90723,33.897122,-118.164432,10,42,Offer B,Yes,16.67,Yes,Yes,Cable,17,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.4,3058.3,0,0,700.14,3758.44,Stayed,,
8402-EIVQS,Male,40,Yes,0,Frazier Park,93222,34.907911,-119.234281,8,67,Offer A,Yes,31.41,No,Yes,Fiber Optic,23,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,100.9,6733.15,0,0,2104.47,8837.62,Stayed,,
8402-OOOHJ,Female,53,No,0,Buena Park,90620,33.845706,-118.012204,0,41,None,Yes,31.62,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.65,835.15,0,0,1296.42,2131.57,Stayed,,
8404-FYDIB,Male,19,No,0,Los Angeles,90012,34.065875,-118.238728,0,26,Offer C,Yes,49.87,Yes,Yes,Fiber Optic,48,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,86.65,2208.75,0,0,1296.62,3505.37,Stayed,,
8404-GFGCZ,Male,49,Yes,0,Millville,96062,40.531257,-122.148139,7,4,Offer E,Yes,10.13,Yes,Yes,DSL,3,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,65.6,250.1,0,0,40.52,290.62,Stayed,,
8404-VIOMB,Female,52,No,0,Lakehead,96051,40.883853,-122.418258,0,66,None,No,,,Yes,DSL,15,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,62.5,4136.4,0,0,0,4136.4,Stayed,,
8404-VLQFB,Female,21,Yes,1,California Hot Springs,93207,35.865795,-118.69759,1,15,None,Yes,29.55,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,25.25,394.85,0,0,443.25,838.1,Stayed,,
8405-IGQFX,Female,41,No,0,Bridgeport,93517,38.184583,-119.286558,0,63,Offer B,Yes,40.34,No,Yes,Fiber Optic,8,No,No,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,90.05,5817,0,0,2541.42,8358.42,Stayed,,
8406-LNMHF,Male,75,Yes,0,Temecula,92592,33.507255,-117.029473,10,59,None,Yes,4.21,No,Yes,Fiber Optic,21,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,82.95,4903.15,0,0,248.39,5151.54,Stayed,,
8409-WQJUX,Female,37,No,0,Arcata,95521,40.839958,-124.003757,0,25,Offer C,No,,,Yes,Cable,29,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,54.2,1423.15,0,0,0,1423.15,Stayed,,
8410-BGQXN,Male,26,No,0,Angels Camp,95222,38.071327,-120.632221,0,4,None,Yes,22.54,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.4,93.4,0,0,90.16,183.56,Stayed,,
8413-VONUO,Male,34,No,0,Grimes,95950,39.033058,-121.895718,0,2,None,Yes,16.76,No,Yes,Fiber Optic,27,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,95.65,167.3,0,0,33.52,200.82,Churned,Dissatisfaction,Limited range of services
8413-YNHNV,Male,42,No,0,Oakland,94603,37.739113,-122.175602,0,69,None,Yes,47.43,Yes,Yes,DSL,22,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,90.65,6322.1,0,0,3272.67,9594.77,Stayed,,
8414-MYSHR,Male,79,No,0,Arcadia,91007,34.128284,-118.047732,0,5,None,Yes,4.59,No,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.4,449.75,0,0,22.95,472.7,Churned,Dissatisfaction,Network reliability
8414-OOEEL,Male,48,No,2,Oakland,94606,37.792489,-122.244314,0,66,Offer A,Yes,12.48,No,Yes,DSL,23,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,79.5,5196.1,0,0,823.68,6019.78,Stayed,,
8417-FMLZI,Male,47,Yes,0,Santa Cruz,95060,36.993451,-122.098858,1,6,None,Yes,26.91,No,Yes,Fiber Optic,6,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,83.55,477.55,0,0,161.46,639.01,Churned,Dissatisfaction,Product dissatisfaction
8417-GSODA,Male,37,Yes,3,Rancho Cucamonga,91737,34.245289,-117.642503,1,28,None,Yes,13.19,Yes,Yes,Fiber Optic,30,No,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,92.2,2568.15,0,0,369.32,2937.47,Stayed,,
8421-WZOOW,Female,75,Yes,1,Rio Vista,94571,38.148862,-121.737696,8,57,None,Yes,28.25,No,Yes,Fiber Optic,15,No,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,95.3,5567.45,0,0,1610.25,7177.7,Stayed,,
8429-XIBUM,Male,44,No,0,Oakland,94618,37.84551,-122.235181,0,22,Offer D,Yes,10.33,Yes,Yes,Fiber Optic,19,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.35,2317.1,0,0,227.26,2544.36,Churned,Price,Extra data charges
8430-TWCBX,Female,62,Yes,0,Novato,94947,38.112166,-122.634384,0,49,None,Yes,29.18,No,No,,,,,,,,,,,One Year,No,Credit Card,20.7,1032.05,0,0,1429.82,2461.87,Stayed,,
8433-WPJTV,Female,76,Yes,3,French Camp,95231,37.873283,-121.292034,8,65,Offer B,Yes,1.58,Yes,Yes,Fiber Optic,27,No,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,103.9,6767.1,0,0,102.7,6869.8,Stayed,,
8433-WXGNA,Male,55,No,0,Salinas,93906,36.722898,-121.633648,0,2,None,Yes,42.16,No,Yes,Cable,2,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.7,189.2,0,0,84.32,273.52,Churned,Other,Don't know
8434-PNQZX,Female,56,No,0,Marina Del Rey,90292,33.977468,-118.445475,0,42,Offer B,Yes,20.27,Yes,Yes,DSL,15,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,78.45,3373.4,0,0,851.34,4224.74,Stayed,,
8434-VGEQQ,Male,24,Yes,0,Guadalupe,93434,34.936,-120.594655,0,61,Offer B,Yes,46.76,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.55,1305.95,0,0,2852.36,4158.31,Stayed,,
8436-BJUMM,Male,62,Yes,0,Albany,94706,37.890274,-122.295192,1,26,Offer C,Yes,35.9,Yes,Yes,Cable,26,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.75,2070.6,0,0,933.4,3004,Churned,Competitor,Competitor offered higher download speeds
8439-LTUGF,Male,51,No,0,Lake Forest,92630,33.644849,-117.684254,0,10,Offer D,Yes,19.1,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20,198.6,0,0,191,389.6,Stayed,,
8441-SHIPE,Female,53,No,0,Glendale,91204,34.136306,-118.26036,0,67,None,Yes,16.72,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,25.6,1790.35,46.06,0,1120.24,2864.53,Stayed,,
8443-WVPSS,Male,58,Yes,0,Galt,95632,38.274451,-121.259201,5,10,None,Yes,43.28,No,Yes,Fiber Optic,12,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.85,990.9,0,0,432.8,1423.7,Churned,Dissatisfaction,Service dissatisfaction
8443-ZRDBZ,Male,62,No,0,Fontana,92336,34.136367,-117.460803,0,4,None,Yes,42.44,Yes,Yes,Fiber Optic,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.05,318.9,0,0,169.76,488.66,Churned,Price,Long distance charges
8444-WRIDW,Female,72,No,0,Thousand Oaks,91362,34.191842,-118.822796,0,66,None,Yes,45.59,Yes,Yes,Fiber Optic,24,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,80.45,5224.35,0,140,3008.94,8373.29,Churned,Attitude,Attitude of support person
8445-DNBAE,Male,24,No,3,Sacramento,95814,38.584505,-121.491956,0,1,Offer E,Yes,43.05,Yes,Yes,DSL,69,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.05,50.05,0,0,43.05,93.1,Joined,,
8450-JOVAH,Male,62,Yes,3,Agoura Hills,91301,34.129058,-118.759788,1,2,None,Yes,5.67,Yes,Yes,DSL,53,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,56.7,113.55,0,0,11.34,124.89,Churned,Competitor,Competitor offered higher download speeds
8450-LUGUK,Female,40,Yes,1,San Diego,92103,32.747484,-117.166877,5,37,None,Yes,44.68,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,24.1,861.85,0,0,1653.16,2515.01,Stayed,,
8450-UYIBU,Female,77,No,0,Fresno,93703,36.768774,-119.762633,0,35,None,No,,,Yes,Cable,26,No,No,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,39.85,1434.6,0,0,0,1434.6,Stayed,,
8454-AATJP,Female,41,No,0,Oakland,94607,37.80707,-122.297401,0,72,Offer A,Yes,19.6,Yes,Yes,Fiber Optic,15,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,115.05,8405,0,0,1411.2,9816.2,Stayed,,
8455-HIRAQ,Female,56,No,0,Carmichael,95608,38.626128,-121.328011,0,8,None,Yes,10.91,No,Yes,DSL,16,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,44.45,369.3,0,0,87.28,456.58,Stayed,,
8456-QDAVC,Male,57,No,0,Winterhaven,92283,32.852947,-114.850784,0,19,None,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,Stayed,,
8457-XIGKN,Male,46,No,0,Norco,92860,33.925833,-117.559639,0,20,Offer D,Yes,29.12,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.6,356.15,0,0,582.4,938.55,Stayed,,
8461-EFQYM,Female,36,No,0,San Jose,95119,37.233226,-121.78809,0,38,None,Yes,46.18,Yes,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,24.25,914.4,35.61,0,1754.84,2633.63,Stayed,,
8464-EETCQ,Male,45,No,0,Salinas,93905,36.667794,-121.601306,0,57,None,Yes,19.69,No,No,,,,,,,,,,,Two Year,No,Credit Card,18.8,1094.35,0,0,1122.33,2216.68,Stayed,,
8465-SBRXP,Male,32,Yes,2,Baldwin Park,91706,34.098275,-117.967399,1,38,None,Yes,25.84,Yes,Yes,Fiber Optic,19,No,No,Yes,Yes,Yes,No,No,No,Two Year,Yes,Bank Withdrawal,94.9,3616.25,0,0,981.92,4598.17,Stayed,,
8466-PZBLH,Male,32,Yes,3,Descanso,91916,32.912664,-116.635387,10,67,None,Yes,11.31,Yes,Yes,Fiber Optic,57,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,104.6,6885.75,0,0,757.77,7643.52,Stayed,,
8467-WYNSR,Male,62,No,0,Clayton,94517,37.881842,-121.848111,0,22,None,Yes,37.11,No,Yes,DSL,15,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,55.1,1253.15,0,0,816.42,2069.57,Stayed,,
8468-EHYJA,Female,32,Yes,0,Palo Verde,92266,33.3249,-114.758334,0,57,Offer B,Yes,12.19,Yes,Yes,Fiber Optic,16,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,-3,5497.05,0,0,694.83,6191.88,Stayed,,
8468-FZTOE,Female,61,Yes,3,San Diego,92126,32.886925,-117.152162,8,72,Offer A,Yes,17.21,No,Yes,Cable,53,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,74.35,5237.4,0,50,1239.12,6526.52,Stayed,,
8469-SNFFH,Male,40,Yes,0,San Pedro,90731,33.736387,-118.284363,0,70,None,Yes,43.46,Yes,Yes,DSL,21,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,79.4,5528.9,0,0,3042.2,8571.1,Stayed,,
8473-VUVJN,Male,80,No,0,Temecula,92590,33.475493,-117.219551,0,1,None,Yes,39.88,Yes,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.65,73.65,0,0,39.88,113.53,Churned,Attitude,Attitude of service provider
8474-UMLNT,Female,36,No,0,Fresno,93710,36.822715,-119.761826,0,13,Offer D,Yes,28.45,No,Yes,DSL,30,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,67.8,842.25,0,0,369.85,1212.1,Stayed,,
8480-PPONV,Male,56,Yes,3,Guerneville,95446,38.52576,-123.013347,3,62,None,Yes,40.66,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,115.55,7159.05,0,0,2520.92,9679.97,Stayed,,
8481-YYXWG,Female,30,No,0,Hume,93628,36.807595,-118.901544,0,5,Offer E,Yes,10.11,No,Yes,Fiber Optic,69,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.35,461.7,0,0,50.55,512.25,Churned,Dissatisfaction,Network reliability
8485-GJCDN,Female,71,No,0,San Diego,92109,32.787836,-117.232376,0,5,None,Yes,30.05,No,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,69.05,318.5,0,0,150.25,468.75,Churned,Competitor,Competitor made better offer
8486-AYEQH,Female,30,No,0,Guatay,91931,32.857946,-116.561917,0,31,None,Yes,38.78,Yes,Yes,Fiber Optic,59,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.05,2227.8,0,0,1202.18,3429.98,Stayed,,
8490-BXHEO,Male,67,No,0,Lucerne Valley,92356,34.508417,-116.856103,0,18,None,Yes,38.79,Yes,Yes,Fiber Optic,14,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,80.55,1411.65,0,0,698.22,2109.87,Stayed,,
8495-LJDFO,Female,76,No,0,Rancho Santa Margarita,92688,33.624654,-117.611733,0,64,None,Yes,22.86,Yes,Yes,Fiber Optic,24,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,108.95,7111.3,0,0,1463.04,8574.34,Stayed,,
8495-PRWFH,Female,66,No,0,Waterford,95386,37.669516,-120.626964,0,42,None,Yes,27,Yes,Yes,Cable,30,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55.65,2421.75,0,0,1134,3555.75,Stayed,,
8496-DMZUK,Male,62,No,0,Soulsbyville,95372,37.990574,-120.261821,0,30,Offer C,Yes,7.19,Yes,Yes,Fiber Optic,18,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,90.4,2820.65,0,0,215.7,3036.35,Stayed,,
8496-EJAUI,Male,47,No,0,Tujunga,91042,34.296574,-118.244839,0,19,Offer D,Yes,1.79,No,Yes,Fiber Optic,14,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,73.85,1424.5,0,130,34.01,1588.51,Churned,Attitude,Attitude of support person
8498-XXGWA,Female,63,Yes,0,Malibu,90265,34.074572,-118.831181,7,65,None,Yes,19.99,No,Yes,DSL,26,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,55.15,3673.15,0,0,1299.35,4972.5,Stayed,,
8499-BRXTD,Male,28,No,0,Kernville,93238,35.852892,-118.397782,0,18,Offer D,Yes,38.73,No,No,,,,,,,,,,,One Year,No,Credit Card,20.1,401.85,0,0,697.14,1098.99,Stayed,,
8510-AWCXC,Female,69,No,0,Novato,94945,38.135897,-122.563683,0,13,Offer D,Yes,7.22,Yes,Yes,Fiber Optic,28,Yes,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,100.8,1308.1,0,0,93.86,1401.96,Churned,Attitude,Attitude of support person
8510-BBWMU,Female,40,No,0,Stonyford,95979,39.288127,-122.415841,0,41,None,Yes,37.46,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.75,806.95,0,0,1535.86,2342.81,Stayed,,
8510-TMWYB,Female,61,Yes,3,Sacramento,95814,38.584505,-121.491956,9,54,None,Yes,23.02,Yes,Yes,Cable,21,No,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,59.8,3246.45,0,0,1243.08,4489.53,Stayed,,
8512-WIWYV,Male,20,No,0,Kirkwood,95646,38.631489,-120.015167,0,32,None,Yes,36.78,No,No,,,,,,,,,,,One Year,No,Credit Card,-6,707.5,0,0,1176.96,1884.46,Stayed,,
8513-OLYGY,Male,50,Yes,0,Fortuna,95540,40.584991,-124.121504,8,72,None,Yes,27.59,Yes,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,115.8,8332.15,0,0,1986.48,10318.63,Stayed,,
8514-VZHEB,Male,35,Yes,2,Travis Afb,94535,38.265899,-121.939461,10,59,Offer B,Yes,18.75,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.5,1147.85,0,0,1106.25,2254.1,Stayed,,
8515-OCTJS,Female,61,No,0,Lemoore,93245,36.303666,-119.825657,0,25,Offer C,Yes,19.75,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.75,692.1,0,0,493.75,1185.85,Churned,Competitor,Competitor made better offer
8519-IMDHU,Male,74,Yes,0,Alderpoint,95511,40.166028,-123.584144,1,15,None,Yes,45.25,Yes,Yes,Cable,22,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,85.6,1345.55,0,0,678.75,2024.3,Churned,Competitor,Competitor had better devices
8519-QJGJD,Female,42,No,0,Twain,95984,40.022184,-121.062384,0,14,Offer D,Yes,18.74,No,Yes,Cable,20,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.35,1025.95,0,0,262.36,1288.31,Churned,Attitude,Attitude of service provider
8532-UEFWH,Male,61,Yes,2,Huntington Beach,92649,33.721917,-118.043237,6,52,Offer B,Yes,49.51,Yes,No,,,,,,,,,,,Two Year,No,Mailed Check,25.75,1345.85,0,0,2574.52,3920.37,Stayed,,
8535-SFUTN,Male,21,No,0,Moreno Valley,92555,33.907361,-117.109972,0,61,Offer B,Yes,36.05,Yes,Yes,Fiber Optic,73,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,106.45,6300.15,0,0,2199.05,8499.2,Stayed,,
8540-ZQGEA,Female,58,Yes,0,Playa Del Rey,90293,33.947305,-118.439841,1,54,Offer B,Yes,32.72,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.05,1102.4,0,0,1766.88,2869.28,Stayed,,
8541-QVFKM,Female,22,No,0,Long Beach,90807,33.830099,-118.182239,0,8,None,Yes,17.3,Yes,Yes,Fiber Optic,41,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.5,632.2,0,0,138.4,770.6,Stayed,,
8543-MSDMF,Male,36,No,0,Coachella,92236,33.680031,-116.171678,0,3,Offer E,Yes,44.42,No,Yes,Cable,6,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,77.4,206.15,0,0,133.26,339.41,Joined,,
8544-GOQSH,Female,51,No,0,Pacoima,91331,34.255442,-118.421314,0,14,Offer D,Yes,1.69,No,Yes,Fiber Optic,21,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,80.05,1112.3,0,0,23.66,1135.96,Stayed,,
8544-JNBOX,Male,31,No,0,Weimar,95736,39.00978,-120.978273,0,72,Offer A,Yes,23.43,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.8,1521.2,0,0,1686.96,3208.16,Stayed,,
8547-NSBBO,Male,62,No,0,San Pedro,90731,33.736387,-118.284363,0,35,Offer C,Yes,39.87,Yes,Yes,Fiber Optic,23,Yes,Yes,Yes,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,96.75,3403.4,0,130,1395.45,4928.85,Stayed,,
8548-AWOFC,Male,21,Yes,0,Huntington Beach,92647,33.723579,-118.005441,4,66,None,Yes,7.67,Yes,Yes,DSL,69,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,63.85,4264.6,0,0,506.22,4770.82,Stayed,,
8550-XSXUQ,Male,41,Yes,0,Cottonwood,96022,40.336392,-122.448533,7,48,Offer B,Yes,38.82,Yes,Yes,Cable,8,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Credit Card,70.55,3420.5,0,0,1863.36,5283.86,Stayed,,
8552-OBVRU,Female,79,Yes,3,Ivanhoe,93235,36.385818,-119.224243,6,48,None,Yes,13.4,No,Yes,Fiber Optic,75,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,104.5,5068.05,0,0,643.2,5711.25,Stayed,,
8559-CIZFV,Male,34,Yes,0,Annapolis,95412,38.731055,-123.316553,1,21,Offer D,Yes,17.57,Yes,Yes,Cable,14,Yes,Yes,No,Yes,Yes,No,No,No,One Year,No,Mailed Check,77.5,1625,18.39,80,368.97,2055.58,Churned,Other,Don't know
8559-WNQZS,Male,37,No,0,Atwater,95301,37.321233,-120.656354,0,1,Offer E,Yes,43.82,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.45,20.45,0,0,43.82,64.27,Joined,,
8561-NMTBD,Female,20,Yes,3,Lawndale,90260,33.88856,-118.351813,3,67,None,Yes,20.41,Yes,Yes,Fiber Optic,52,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,112.35,7388.45,0,0,1367.47,8755.92,Stayed,,
8562-GHPPI,Female,50,No,0,San Leandro,94577,37.717196,-122.159338,0,1,None,Yes,11.96,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.8,19.8,0,0,11.96,31.76,Joined,,
8563-IIOXK,Male,24,Yes,0,Duarte,91010,34.145695,-117.95982,4,7,Offer E,Yes,36.14,No,Yes,DSL,85,Yes,No,No,No,No,No,Yes,Yes,One Year,Yes,Bank Withdrawal,49.75,331.3,0,0,252.98,584.28,Churned,Competitor,Competitor offered higher download speeds
8563-OYMQY,Male,49,No,0,Covina,91722,34.097345,-117.906736,0,17,Offer D,Yes,34.98,No,Yes,Fiber Optic,21,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,90.95,1612.2,0,0,594.66,2206.86,Stayed,,
8564-LDKFL,Male,37,Yes,0,Big Bar,96010,40.775272,-123.287414,1,40,Offer B,Yes,29.46,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106,4178.65,47.02,0,1178.4,5310.03,Stayed,,
8565-CLBZW,Male,23,No,0,San Diego,92117,32.825086,-117.199424,0,24,None,Yes,27.97,Yes,Yes,Fiber Optic,58,No,No,Yes,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Mailed Check,89.85,2165.05,0,0,671.28,2836.33,Churned,Competitor,Competitor made better offer
8565-HBFNN,Male,51,Yes,0,Los Altos,94024,37.352911,-122.093002,8,69,Offer A,Yes,33.37,Yes,Yes,Fiber Optic,24,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,107.2,7317.1,0,0,2302.53,9619.63,Stayed,,
8565-WUXZU,Male,77,Yes,0,Vina,96092,39.955164,-122.018567,7,72,None,Yes,5.51,No,Yes,Fiber Optic,2,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,84.8,6141.65,0,0,396.72,6538.37,Stayed,,
8566-YPRGL,Female,57,No,0,Long Beach,90806,33.802664,-118.179971,0,1,Offer E,Yes,33.02,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.5,19.5,0,0,33.02,52.52,Joined,,
8570-KLJYJ,Female,40,No,0,Arroyo Grande,93420,35.176236,-120.483243,0,36,None,Yes,25.95,Yes,Yes,DSL,21,Yes,No,No,No,No,No,No,Yes,One Year,No,Credit Card,54.45,1893.5,0,0,934.2,2827.7,Stayed,,
8571-ZCMCX,Female,37,Yes,2,Fresno,93706,36.654614,-119.903674,1,47,None,No,,,Yes,DSL,25,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,60,2768.65,0,0,0,2768.65,Stayed,,
8573-CGOCC,Male,48,No,0,Stockton,95215,37.946282,-121.139499,0,16,None,Yes,24.79,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.75,294.9,0,0,396.64,691.54,Stayed,,
8573-JGCZW,Male,27,No,0,Idyllwild,92549,33.755039,-116.741796,0,17,None,Yes,47.79,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.65,351.55,0,0,812.43,1163.98,Stayed,,
8577-QSOCG,Female,54,Yes,1,Berkeley,94703,37.863843,-122.275684,9,38,None,Yes,26.84,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.2,746.05,0,0,1019.92,1765.97,Stayed,,
8580-AECUZ,Male,65,No,0,San Diego,92130,32.957195,-117.202542,0,1,None,Yes,42.3,No,Yes,Fiber Optic,16,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.1,79.1,0,0,42.3,121.4,Churned,Competitor,Competitor made better offer
8580-QVLOC,Female,78,Yes,0,Merced,95348,37.40122,-120.514191,0,72,None,Yes,25.77,Yes,Yes,DSL,6,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,No,Credit Card,92.45,6440.25,0,0,1855.44,8295.69,Churned,Competitor,Competitor made better offer
8582-KRHPJ,Male,51,No,0,Moraga,94556,37.827946,-122.107185,0,50,Offer B,No,,,Yes,DSL,20,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,35,1782.4,0,0,0,1782.4,Stayed,,
8584-KMVXD,Female,64,No,0,Calistoga,94515,38.629618,-122.593216,0,8,Offer E,Yes,11.2,No,Yes,Fiber Optic,17,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,75.6,535.55,0,10,89.6,635.15,Stayed,,
8587-XYZSF,Male,60,No,0,Bellflower,90706,33.887676,-118.127289,0,67,Offer A,Yes,32.58,No,Yes,DSL,8,No,No,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,50.55,3260.1,0,0,2182.86,5442.96,Stayed,,
8590-OHDIW,Female,52,Yes,3,Garden Grove,92843,33.764018,-117.931507,1,38,Offer C,Yes,44.32,No,No,,,,,,,,,,,One Year,No,Credit Card,20.3,749.35,10.65,0,1684.16,2422.86,Stayed,,
8590-YFFQO,Male,24,Yes,0,Morgan Hill,95037,37.161544,-121.649371,1,70,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,Stayed,,
8591-NXRCV,Female,47,No,0,Malibu,90265,34.074572,-118.831181,0,41,Offer B,Yes,31.08,Yes,Yes,DSL,12,Yes,No,Yes,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,74.65,3090.65,0,100,1274.28,4464.93,Stayed,,
8591-TKMZH,Male,40,Yes,3,Claremont,91711,34.127621,-117.717863,1,59,Offer B,Yes,46.1,Yes,Yes,Fiber Optic,57,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,111.1,6555.2,0,0,2719.9,9275.1,Stayed,,
8592-PLTMQ,Female,53,No,0,Fontana,92335,34.087558,-117.464096,0,64,Offer B,Yes,4.03,Yes,No,,,,,,,,,,,One Year,No,Mailed Check,24.7,1642.75,0,0,257.92,1900.67,Stayed,,
8593-WHYHV,Male,46,No,0,Los Angeles,90047,33.958149,-118.308441,0,3,Offer E,Yes,14.28,Yes,Yes,Fiber Optic,21,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.3,264.8,0,0,42.84,307.64,Churned,Other,Don't know
8595-SIZNC,Female,69,Yes,0,Los Angeles,90026,34.078991,-118.263804,5,22,Offer D,Yes,15.27,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,25.6,548.8,0,0,335.94,884.74,Stayed,,
8597-CTXVJ,Male,31,No,1,Jenner,95450,38.505995,-123.187019,0,70,None,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,Stayed,,
8597-CWYHH,Male,50,No,0,Torrance,90502,33.833181,-118.292062,0,43,None,Yes,41.22,Yes,Yes,Fiber Optic,7,No,No,No,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,94.35,3921.3,0,0,1772.46,5693.76,Stayed,,
8601-QACRS,Female,54,No,0,Fallbrook,92028,33.362575,-117.299644,0,5,Offer E,Yes,37.1,Yes,Yes,Cable,2,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,50.6,249.95,0,20,185.5,455.45,Churned,Competitor,Competitor made better offer
8603-IJWDN,Male,41,No,0,Pinole,94564,37.996462,-122.293716,0,1,Offer E,Yes,5.43,Yes,Yes,Fiber Optic,18,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86.6,86.6,0,0,5.43,92.03,Churned,Competitor,Competitor offered higher download speeds
8605-ITULD,Female,21,No,0,Crescent Mills,95934,40.080342,-120.957805,0,1,None,Yes,5.1,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.55,19.55,0,0,5.1,24.65,Joined,,
8606-CIQUL,Male,77,Yes,1,Temecula,92591,33.540604,-117.10909,1,72,Offer A,Yes,30.78,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Two Year,Yes,Credit Card,115.75,8399.15,0,110,2216.16,10725.31,Stayed,,
8606-OEGQZ,Female,45,No,2,Escalon,95320,37.818543,-121.006907,0,18,Offer D,Yes,30.22,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.3,454.65,0,0,543.96,998.61,Stayed,,
8608-OZTLB,Male,59,Yes,3,Applegate,95703,38.983388,-120.988814,4,38,None,Yes,31.45,No,Yes,DSL,76,Yes,Yes,Yes,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,74.05,2802.3,0,0,1195.1,3997.4,Stayed,,
8610-WFCJF,Female,53,Yes,0,Palo Alto,94303,37.45809,-122.115398,2,49,None,Yes,49.63,Yes,Yes,Fiber Optic,9,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.6,4783.5,0,0,2431.87,7215.37,Churned,Competitor,Competitor offered higher download speeds
8610-ZIKJJ,Female,57,Yes,2,Tujunga,91042,34.296574,-118.244839,2,2,None,Yes,35.42,No,No,,,,,,,,,,,One Year,No,Credit Card,20.3,31.9,0,0,70.84,102.74,Joined,,
8612-GXIDD,Male,55,Yes,3,San Bernardino,92404,34.183286,-117.221722,8,12,Offer D,Yes,44.12,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,25.4,313,0,0,529.44,842.44,Stayed,,
8614-VGMMV,Female,33,No,0,Riverside,92503,33.890046,-117.455583,0,15,None,Yes,9.71,Yes,Yes,DSL,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.1,679.55,0,0,145.65,825.2,Churned,Competitor,Competitor had better devices
8617-ENBDS,Male,29,No,0,Helendale,92342,34.757783,-117.33997,0,3,None,Yes,27.34,No,Yes,Fiber Optic,71,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Credit Card,73.6,232.5,0,10,82.02,324.52,Joined,,
8619-IJNDK,Female,64,Yes,0,Santa Ana,92703,33.748635,-117.906125,10,71,None,Yes,4.71,No,Yes,DSL,29,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,-10,4492.9,0,0,334.41,4827.31,Stayed,,
8620-RJPZN,Female,27,No,0,Los Altos,94022,37.349546,-122.134356,0,1,None,Yes,45.86,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.7,20.7,0,0,45.86,66.56,Joined,,
8621-MNIHH,Female,75,Yes,0,Madison,95653,38.674276,-121.961866,1,34,None,Yes,2.88,Yes,Yes,Fiber Optic,4,No,Yes,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.25,3217.55,0,0,97.92,3315.47,Churned,Competitor,Competitor had better devices
8622-ZLFKO,Female,56,Yes,0,Fresno,93710,36.822715,-119.761826,1,6,None,Yes,23.35,Yes,Yes,Fiber Optic,8,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.75,512.25,0,0,140.1,652.35,Stayed,,
8623-TMRBY,Male,80,Yes,0,Chula Vista,91915,32.605012,-116.97595,2,51,Offer B,Yes,43.58,Yes,Yes,Cable,22,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.2,4146.05,0,0,2222.58,6368.63,Churned,Competitor,Competitor offered more data
8623-ULFNQ,Female,79,No,0,Cerritos,90703,33.8681,-118.067402,0,26,None,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,Stayed,,
8624-GIOUT,Female,40,No,0,Seeley,92273,32.790282,-115.689559,0,49,Offer B,Yes,35.87,Yes,Yes,DSL,30,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,59.75,2934.3,0,0,1757.63,4691.93,Churned,Other,Don't know
8625-AZYZY,Male,51,Yes,0,Anza,92539,33.527605,-116.666551,2,24,Offer C,Yes,3,Yes,Yes,Fiber Optic,15,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.65,2542.45,0,0,72,2614.45,Churned,Competitor,Competitor made better offer
8626-PTQGE,Male,62,No,0,Escondido,92026,33.21846,-117.116916,0,69,None,No,,,Yes,Cable,18,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,60.05,4176.7,41.21,0,0,4135.49,Stayed,,
8626-XHBIE,Male,48,No,3,Riverdale,93656,36.452211,-119.94575,0,56,Offer B,Yes,22.47,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.8,1424.2,0,0,1258.32,2682.52,Stayed,,
8627-EHGIP,Male,38,No,0,Sacramento,95838,38.646096,-121.442433,0,44,Offer B,No,,,Yes,Cable,4,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,53.95,2375.4,0,0,0,2375.4,Churned,Competitor,Competitor offered more data
8627-ZYGSZ,Male,32,Yes,0,Compton,90220,33.88151,-118.234451,8,47,Offer B,Yes,39.52,Yes,Yes,Fiber Optic,30,No,Yes,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,78.9,3650.35,0,0,1857.44,5507.79,Stayed,,
8628-MFKAX,Female,79,Yes,0,San Pablo,94806,37.980269,-122.342635,6,72,Offer A,Yes,14.75,Yes,Yes,Fiber Optic,16,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,116.75,8277.05,0,0,1062,9339.05,Stayed,,
8630-FJLIB,Female,35,No,0,San Jose,95130,37.277592,-121.986477,0,18,Offer D,Yes,34.12,No,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.8,1221.65,0,0,614.16,1835.81,Stayed,,
8630-QSGXK,Male,39,Yes,0,Pinon Hills,92372,34.459322,-117.629729,10,51,Offer B,Yes,9.99,Yes,Yes,DSL,5,No,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,75.2,3901.25,0,0,509.49,4410.74,Stayed,,
8631-NBHFZ,Male,71,Yes,0,Running Springs,92382,34.186211,-117.07683,1,66,None,Yes,30.03,Yes,Yes,DSL,15,Yes,Yes,Yes,Yes,Yes,No,No,No,Two Year,No,Credit Card,79.4,5154.6,0,150,1981.98,7286.58,Churned,Competitor,Competitor offered higher download speeds
8631-WUXGY,Female,26,No,2,Magalia,95954,39.933852,-121.584371,0,46,None,Yes,17.51,No,Yes,Fiber Optic,85,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.8,4391.25,0,0,805.46,5196.71,Stayed,,
8631-XVRZL,Male,40,No,0,Kyburz,95720,38.766036,-120.209673,0,9,Offer E,Yes,48.61,No,No,,,,,,,,,,,One Year,Yes,Mailed Check,20.15,163.7,0,0,437.49,601.19,Stayed,,
8634-CILSZ,Male,52,No,0,San Diego,92109,32.787836,-117.232376,0,69,Offer A,Yes,20.44,Yes,Yes,Fiber Optic,3,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.7,7220.35,0,0,1410.36,8630.71,Churned,Competitor,Competitor made better offer
8634-MPHTR,Male,68,Yes,0,Forbestown,95941,39.531028,-121.24807,1,47,None,Yes,8.97,Yes,Yes,Fiber Optic,19,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,100.05,4871.05,0,0,421.59,5292.64,Churned,Attitude,Attitude of support person
8637-XJIVR,Female,34,No,3,Marina Del Rey,90292,33.977468,-118.445475,0,12,None,Yes,25.34,Yes,Yes,Fiber Optic,56,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,78.95,927.35,0,80,304.08,1311.43,Churned,Attitude,Attitude of support person
8639-NHQEI,Female,26,Yes,3,Seiad Valley,96086,41.924174,-123.260788,9,72,None,Yes,11.85,Yes,Yes,Fiber Optic,59,Yes,Yes,No,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,95.9,6954.15,0,0,853.2,7807.35,Stayed,,
8640-SDGKB,Male,39,No,0,Los Angeles,90066,34.002028,-118.430656,0,4,None,Yes,28.89,No,Yes,DSL,3,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,74.4,299.7,0,0,115.56,415.26,Churned,Attitude,Attitude of support person
8642-GVWRF,Female,25,Yes,0,Capitola,95010,36.977025,-121.952864,1,2,None,Yes,28.86,No,Yes,Fiber Optic,26,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,79.7,165,0,0,57.72,222.72,Churned,Competitor,Competitor had better devices
8644-XLFBW,Male,65,No,0,Lake Elsinore,92532,33.705836,-117.318204,0,1,Offer E,Yes,28.46,No,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,71.65,71.65,0,0,28.46,100.11,Churned,Competitor,Competitor offered more data
8644-XYTSV,Male,37,Yes,0,Ballico,95303,37.4695,-120.672724,1,42,Offer B,No,,,Yes,DSL,7,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,40.15,1626.05,0,0,0,1626.05,Stayed,,
8645-KOMJQ,Male,20,Yes,2,Orosi,93647,36.600185,-119.175655,1,69,Offer A,Yes,49.16,Yes,Yes,DSL,48,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,81.95,5601.4,0,0,3392.04,8993.44,Stayed,,
8645-KWHJO,Male,47,No,0,San Gabriel,91776,34.089927,-118.095645,0,14,Offer D,No,,,Yes,DSL,4,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55,771.95,0,0,0,771.95,Stayed,,
8646-JCOMS,Female,43,Yes,0,Maywood,90270,33.988572,-118.186565,6,66,Offer A,Yes,11.72,Yes,Yes,Fiber Optic,20,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,90.55,6130.95,0,0,773.52,6904.47,Stayed,,
8647-SDTWQ,Male,59,Yes,2,Hood,95639,38.375325,-121.507935,4,57,Offer B,Yes,49.95,Yes,Yes,Fiber Optic,22,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,74.3,4018.35,0,70,2847.15,6935.5,Stayed,,
8648-PFRMP,Female,71,No,0,Ferndale,95536,40.4785,-124.301372,0,14,None,No,,,Yes,Cable,5,No,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,46.35,672.7,0,0,0,672.7,Stayed,,
8650-RHRKE,Male,27,No,0,Oakdale,95361,37.785033,-120.776141,0,4,Offer E,No,,,Yes,DSL,48,No,No,Yes,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,29.65,118.5,0,0,0,118.5,Churned,Dissatisfaction,Limited range of services
8651-ENBZX,Female,68,No,0,Grizzly Flats,95636,38.636102,-120.522149,0,60,None,Yes,34.39,Yes,Yes,Fiber Optic,17,No,No,Yes,Yes,Yes,Yes,No,No,One Year,Yes,Bank Withdrawal,106,6441.4,0,110,2063.4,8614.8,Churned,Price,Long distance charges
8652-YHIYU,Female,30,No,3,San Jose,95125,37.294926,-121.894763,0,16,Offer D,Yes,27.23,Yes,Yes,Fiber Optic,69,No,No,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,79.5,1264.2,0,0,435.68,1699.88,Stayed,,
8654-DHAOW,Female,47,No,0,Burson,95225,38.183918,-120.898817,0,2,Offer E,Yes,21.3,Yes,Yes,DSL,7,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Credit Card,54.15,101.65,0,10,42.6,154.25,Joined,,
8659-HDIYE,Female,68,No,0,Los Angeles,90067,34.057496,-118.413959,0,64,None,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,Stayed,,
8659-IOOPU,Female,25,Yes,2,Moss Landing,95039,36.863303,-121.781632,4,71,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,Stayed,,
8660-BUETV,Female,37,No,0,Riverside,92501,33.994676,-117.372498,0,3,None,Yes,34.89,No,Yes,Cable,13,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,44.75,148.05,0,10,104.67,262.72,Joined,,
8661-BOYNW,Female,38,Yes,0,Tollhouse,93667,36.993666,-119.348267,1,72,Offer A,Yes,5.25,Yes,Yes,DSL,28,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,84.4,6096.45,0,0,378,6474.45,Stayed,,
8663-UPDGF,Female,54,No,0,Whittier,90605,33.960891,-118.032222,0,26,Offer C,Yes,25.4,Yes,Yes,DSL,10,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.5,1800.05,0,0,660.4,2460.45,Stayed,,
8665-UTDHZ,Male,27,Yes,0,Los Angeles,90029,34.089953,-118.294824,1,1,None,No,,,Yes,DSL,58,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,30.2,30.2,0,0,0,30.2,Churned,Competitor,Competitor had better devices
8668-KNZTI,Male,42,No,0,Sacramento,95834,38.646209,-121.52446,0,52,None,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,Stayed,,
8670-ERCJH,Male,33,No,0,Portola Valley,94028,37.369709,-122.215844,0,72,Offer A,Yes,2.56,Yes,Yes,Fiber Optic,25,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,113.4,8164.1,0,0,184.32,8348.42,Stayed,,
8670-MEFCP,Female,23,Yes,2,Tranquillity,93668,36.635661,-120.288644,7,36,None,Yes,40.54,Yes,Yes,Cable,59,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,92.9,3379.25,0,0,1459.44,4838.69,Stayed,,
8671-KKKOS,Female,50,Yes,0,Newman,95360,37.343846,-121.039391,3,46,Offer B,No,,,Yes,DSL,30,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,45.55,2062.15,0,0,0,2062.15,Stayed,,
8672-OAUPW,Male,48,No,0,Corona,92883,33.762351,-117.488725,0,51,None,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,Stayed,,
8676-OOQEJ,Male,52,No,0,Amboy,92304,34.559882,-115.637164,0,4,None,No,,,Yes,Cable,22,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,30.5,118.4,0,0,0,118.4,Stayed,,
8676-TRMJS,Male,27,No,0,Torrance,90504,33.867257,-118.330794,0,3,None,Yes,34.49,Yes,Yes,Fiber Optic,52,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,75,209.1,0,0,103.47,312.57,Churned,Dissatisfaction,Limited range of services
8677-HDZEE,Female,42,No,0,Mountain Center,92561,33.638645,-116.55783,0,56,Offer B,Yes,2.5,Yes,Yes,Fiber Optic,3,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.45,5916.95,0,0,140,6056.95,Stayed,,
8679-JOEVF,Female,75,No,0,Sacramento,95838,38.646096,-121.442433,0,16,None,Yes,36.83,No,Yes,DSL,16,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,59.4,1023.9,0,0,589.28,1613.18,Churned,Price,Price too high
8679-LZBMD,Male,30,Yes,0,North Fork,93643,37.244307,-119.470256,7,44,None,Yes,23.75,No,Yes,Fiber Optic,53,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,90.65,3974.15,0,0,1045,5019.15,Stayed,,
8680-CGLTP,Male,35,No,0,Nicasio,94946,38.065359,-122.665566,0,29,Offer C,Yes,8,No,Yes,DSL,9,Yes,Yes,No,Yes,No,No,No,No,One Year,Yes,Bank Withdrawal,58.75,1696.2,0,50,232,1978.2,Stayed,,
8681-ICONS,Male,20,Yes,1,Sacramento,95822,38.512569,-121.495184,5,29,None,Yes,24.64,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,20.65,654.85,0,0,714.56,1369.41,Stayed,,
8685-WHQPW,Female,79,No,0,San Diego,92110,32.76501,-117.19938,0,22,None,Yes,5.09,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,74.4,1692.6,0,0,111.98,1804.58,Churned,Competitor,Competitor had better devices
8687-BAFGU,Male,34,No,0,Clovis,93612,36.814539,-119.711868,0,1,Offer E,Yes,23.7,No,Yes,Fiber Optic,25,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74,74,0,0,23.7,97.7,Joined,,
8690-UPCZI,Male,26,Yes,2,Los Angeles,90004,34.076259,-118.310715,5,29,Offer C,Yes,36.7,Yes,Yes,DSL,69,Yes,No,No,Yes,Yes,No,No,No,One Year,No,Bank Withdrawal,69.05,1958.45,0,40,1064.3,3062.75,Stayed,,
8690-ZVLCL,Female,49,Yes,1,Los Angeles,90038,34.088017,-118.327168,10,68,None,Yes,43.51,Yes,Yes,DSL,22,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,No,Credit Card,88,6161.9,0,40,2958.68,9160.58,Stayed,,
8695-ARGXZ,Male,66,Yes,0,Fresno,93722,36.78979,-119.929894,1,34,None,Yes,2.07,Yes,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.55,2425.4,0,0,70.38,2495.78,Stayed,,
8695-WDYEA,Male,32,No,0,Chico,95928,39.681488,-121.83721,0,1,None,Yes,39.3,No,Yes,DSL,26,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,51.25,51.25,0,0,39.3,90.55,Joined,,
8696-JKZNU,Female,78,No,0,Anderson,96007,40.448632,-122.306657,0,37,Offer C,Yes,26.95,Yes,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,76.25,2841.55,0,0,997.15,3838.7,Churned,Other,Don't know
8699-ASUFO,Male,72,Yes,0,Nuevo,92567,33.82769,-117.102244,1,7,None,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,Churned,Attitude,Attitude of service provider
8701-DGLVH,Male,36,No,0,Elk Grove,95624,38.434138,-121.30587,0,51,None,Yes,47.43,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.45,1042.65,0,0,2418.93,3461.58,Stayed,,
8705-DWKTI,Male,58,No,0,Gasquet,95543,41.867908,-123.794144,0,52,None,Yes,5.92,No,Yes,Fiber Optic,23,No,No,Yes,No,No,Yes,Yes,No,Month-to-Month,Yes,Credit Card,83.8,4331.4,0,70,307.84,4709.24,Stayed,,
8705-WZCYL,Male,40,No,0,Encinitas,92024,33.054579,-117.25665,0,1,Offer E,Yes,27.46,No,Yes,DSL,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.8,44.8,0,0,27.46,72.26,Joined,,
8706-HRADD,Male,29,No,0,Sunnyvale,94087,37.3511,-122.037311,0,21,Offer D,No,,,Yes,DSL,26,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,43.55,1011.5,0,0,0,1011.5,Stayed,,
8707-HOEDG,Female,26,Yes,3,Palmdale,93552,34.557711,-118.029441,4,70,None,Yes,5.51,Yes,Yes,Fiber Optic,85,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,110.2,7689.8,0,150,385.7,8225.5,Stayed,,
8707-RMEZH,Female,67,Yes,0,Tecate,91980,32.587557,-116.636816,6,69,None,Yes,34.55,No,Yes,Fiber Optic,19,Yes,Yes,No,No,No,Yes,No,Yes,One Year,No,Credit Card,87.3,6055.55,0,0,2383.95,8439.5,Stayed,,
8708-XPXHZ,Female,25,Yes,0,Castella,96017,41.121108,-122.336613,1,42,None,Yes,6.84,Yes,Yes,Fiber Optic,27,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.2,4186.3,0,0,287.28,4473.58,Churned,Competitor,Competitor had better devices
8709-KRDVL,Female,44,No,0,Scott Bar,96085,41.737962,-123.07557,0,33,None,Yes,16.57,Yes,Yes,Fiber Optic,30,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100,3320.6,0,0,546.81,3867.41,Stayed,,
8710-YGLWG,Male,44,No,0,North Hills,91343,34.238802,-118.482296,0,1,Offer E,Yes,15.76,No,Yes,DSL,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.9,44.9,0,0,15.76,60.66,Joined,,
8711-LOBKY,Male,50,Yes,1,Navarro,95463,39.182916,-123.552571,2,59,None,Yes,41.19,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.85,1188.25,0,0,2430.21,3618.46,Stayed,,
8713-IGZSO,Male,50,No,0,Salinas,93906,36.722898,-121.633648,0,2,Offer E,Yes,40.25,Yes,No,,,,,,,,,,,Month-to-Month,No,Credit Card,24.85,62,0,0,80.5,142.5,Joined,,
8714-CTZJW,Female,24,No,0,Pilot Hill,95664,38.803731,-121.043799,0,4,Offer E,Yes,19.84,No,Yes,Fiber Optic,73,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,82.85,319.6,0,0,79.36,398.96,Stayed,,
8714-EUHJO,Female,39,Yes,0,Castella,96017,41.121108,-122.336613,1,31,None,Yes,38.67,Yes,Yes,Cable,13,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,91.15,2995.45,0,0,1198.77,4194.22,Churned,Dissatisfaction,Poor expertise of online support
8715-KKTFG,Female,63,Yes,0,Roseville,95661,38.736685,-121.251984,6,61,Offer B,Yes,18.03,Yes,Yes,Fiber Optic,22,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,103.3,6518.35,0,0,1099.83,7618.18,Stayed,,
8717-VCTXJ,Male,32,No,0,Santa Cruz,95065,37.031404,-121.981865,0,42,None,Yes,48.41,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.55,839.4,12.16,0,2033.22,2860.46,Stayed,,
8718-PTMEZ,Female,46,No,0,Lake Elsinore,92530,33.655421,-117.391751,0,13,None,No,,,Yes,Cable,16,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,31.05,347.25,0,0,0,347.25,Churned,Other,Don't know
8720-RQSBJ,Male,69,No,0,Armona,93202,36.315979,-119.710852,0,1,Offer E,Yes,28.67,No,Yes,DSL,4,No,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,44,44,0,0,28.67,72.67,Joined,,
8722-NGNBH,Male,25,No,0,Walnut,91789,34.018354,-117.85492,0,5,None,No,,,Yes,Cable,59,Yes,No,Yes,Yes,No,No,Yes,Yes,Month-to-Month,No,Credit Card,40,223.45,0,0,0,223.45,Churned,Competitor,Competitor had better devices
8722-PRFDV,Female,21,Yes,3,Los Angeles,90042,34.11572,-118.192754,10,71,Offer A,Yes,48.76,No,Yes,Cable,71,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,77.55,5574.35,0,0,3461.96,9036.31,Stayed,,
8725-JEDFD,Male,26,No,0,Calabasas,91302,34.130861,-118.68346,0,27,None,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,Stayed,,
8727-JQFHV,Male,60,Yes,2,Dunsmuir,96025,41.212695,-122.392067,8,57,None,Yes,29.64,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.75,1123.15,0,0,1689.48,2812.63,Stayed,,
8727-XDPUD,Male,51,No,0,Sacramento,95829,38.486502,-121.334051,0,37,None,No,,,Yes,DSL,25,No,No,No,No,Yes,No,No,No,Two Year,No,Credit Card,35.8,1316.9,0,100,0,1416.9,Stayed,,
8728-SKJLR,Male,45,No,0,Olancha,93549,36.296851,-117.865469,0,41,Offer B,Yes,1.08,No,Yes,Fiber Optic,6,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.25,3089.1,0,0,44.28,3133.38,Stayed,,
8731-WBBMB,Female,26,Yes,0,San Diego,92117,32.825086,-117.199424,7,26,None,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,Stayed,,
8734-DKSTZ,Female,20,Yes,2,Winterhaven,92283,32.852947,-114.850784,0,10,Offer D,Yes,6.5,Yes,Yes,Fiber Optic,76,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,85.95,858.6,0,0,65,923.6,Stayed,,
8734-FNWVH,Male,21,Yes,1,West Covina,91792,34.024405,-117.898722,6,31,None,Yes,30.67,Yes,Yes,DSL,59,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,59.7,1825.5,0,0,950.77,2776.27,Stayed,,
8735-DCXNF,Male,34,Yes,0,Pilot Hill,95664,38.803731,-121.043799,9,10,Offer D,Yes,21.85,No,Yes,DSL,9,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.95,568.85,0,0,218.5,787.35,Stayed,,
8735-IJJEG,Male,27,Yes,0,Guatay,91931,32.857946,-116.561917,6,14,None,Yes,4.05,No,Yes,DSL,59,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.2,668.85,0,0,56.7,725.55,Stayed,,
8735-NBLWT,Male,34,No,2,Foresthill,95631,39.031876,-120.811141,0,9,Offer E,Yes,45.83,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.4,184.1,0,0,412.47,596.57,Stayed,,
8735-SDUFN,Female,65,Yes,0,Salinas,93908,36.624338,-121.615669,5,72,Offer A,Yes,8.68,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,24.3,1778.7,0,0,624.96,2403.66,Stayed,,
8738-JOKAR,Female,55,No,0,Covina,91722,34.097345,-117.906736,0,42,None,Yes,39.32,No,Yes,Cable,20,Yes,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,67.7,2882.25,0,0,1651.44,4533.69,Stayed,,
8739-QOTTN,Female,35,Yes,0,Avalon,90704,33.391181,-118.421305,3,2,Offer E,Yes,5.42,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.35,41.85,0,0,10.84,52.69,Joined,,
8739-WWKDU,Male,69,No,0,San Diego,92109,32.787836,-117.232376,0,25,None,Yes,18.46,Yes,Yes,Fiber Optic,3,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.5,2196.15,0,0,461.5,2657.65,Churned,Competitor,Competitor had better devices
8739-XNIKG,Female,29,No,0,Bakersfield,93301,35.383937,-119.020428,0,5,None,Yes,48.49,Yes,Yes,Fiber Optic,85,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84,424.75,0,0,242.45,667.2,Stayed,,
8740-CRYFY,Male,62,No,0,Sacramento,95823,38.475465,-121.443625,0,1,Offer E,Yes,23.96,No,Yes,Fiber Optic,22,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.95,78.95,0,0,23.96,102.91,Churned,Competitor,Competitor offered higher download speeds
8740-XLHDR,Male,30,No,0,Greenwood,95635,38.921333,-120.897718,0,5,None,No,,,Yes,Cable,59,Yes,Yes,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,43.25,219,0,0,0,219,Churned,Dissatisfaction,Network reliability
8741-LQOBK,Female,27,Yes,2,Elmira,95625,38.349195,-121.902943,9,46,None,No,,,Yes,DSL,52,Yes,Yes,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,35.05,1620.25,0,0,0,1620.25,Stayed,,
8745-PVESG,Female,44,No,0,Rancho Santa Fe,92067,33.012751,-117.200617,0,57,None,No,,,Yes,DSL,24,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,41.1,2258.25,0,0,0,2258.25,Stayed,,
8746-BFOAJ,Male,79,No,0,Garden Grove,92845,33.782955,-118.026456,0,21,None,Yes,23.23,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.5,429.55,0,0,487.83,917.38,Stayed,,
8746-OQQRW,Male,64,No,0,Hopland,95449,38.93706,-123.118111,0,4,Offer E,Yes,3.69,Yes,No,,,,,,,,,,,Month-to-Month,No,Credit Card,25.25,101.9,0,0,14.76,116.66,Stayed,,
8747-UDCOI,Female,29,Yes,0,Sun City,92587,33.69887,-117.25071,7,65,Offer B,Yes,48.66,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.35,1319.95,0,0,3162.9,4482.85,Stayed,,
8748-HFWBO,Male,49,Yes,3,Camino,95709,38.748316,-120.675512,2,19,Offer D,Yes,32.47,No,No,,,,,,,,,,,One Year,No,Credit Card,19.9,357.7,0,0,616.93,974.63,Stayed,,
8749-CLJXC,Male,56,No,0,Ahwahnee,93601,37.375816,-119.739935,0,1,None,Yes,13.51,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,20.05,0,0,13.51,33.56,Joined,,
8749-JMNKX,Male,80,Yes,0,Montebello,90640,34.015217,-118.109962,1,51,Offer B,Yes,22.14,Yes,Yes,Fiber Optic,30,Yes,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,93.8,4750.95,0,0,1129.14,5880.09,Churned,Dissatisfaction,Limited range of services
8749-TZYEC,Male,38,Yes,0,Yorba Linda,92887,33.884073,-117.732197,1,72,None,Yes,13.72,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.8,1874.3,16.26,0,987.84,2845.88,Stayed,,
8750-QWZAJ,Female,38,Yes,2,Orange,92867,33.81859,-117.821288,1,70,Offer A,Yes,48.44,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.8,1378.75,0,0,3390.8,4769.55,Stayed,,
8751-EDEKA,Female,56,Yes,0,Rancho Santa Fe,92091,32.99356,-117.207121,7,28,None,Yes,33.09,No,Yes,Fiber Optic,19,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,89.9,2433.5,0,0,926.52,3360.02,Stayed,,
8752-GHJFU,Male,70,Yes,0,Applegate,95703,38.983388,-120.988814,7,71,None,Yes,36.6,Yes,Yes,Fiber Optic,10,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,92,6585.2,0,0,2598.6,9183.8,Stayed,,
8752-IMQOS,Male,28,Yes,0,Fullerton,92832,33.868316,-117.929029,1,5,None,Yes,5.2,No,No,,,,,,,,,,,One Year,No,Credit Card,20.1,85.1,0,0,26,111.1,Stayed,,
8752-STIVR,Female,61,No,0,Elmira,95625,38.349195,-121.902943,0,4,None,Yes,27.57,No,Yes,Fiber Optic,27,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79,303.15,0,0,110.28,413.43,Churned,Dissatisfaction,Limited range of services
8755-IWJHN,Male,73,Yes,0,Honeydew,95545,40.342928,-124.063329,5,69,None,Yes,49.91,Yes,Yes,Fiber Optic,13,No,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,95.35,6382,0,0,3443.79,9825.79,Stayed,,
8755-OGKNA,Female,33,Yes,3,Laton,93242,36.444232,-119.718285,5,57,Offer B,Yes,42.14,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.5,1167.6,19.89,0,2401.98,3549.69,Stayed,,
8756-RDDLT,Female,53,No,0,San Leandro,94577,37.717196,-122.159338,0,68,None,No,,,Yes,Cable,13,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,44.95,3085.35,0,0,0,3085.35,Stayed,,
8757-TFHHJ,Male,55,No,0,San Jose,95128,37.316146,-121.936285,0,1,None,Yes,38.21,No,Yes,Cable,13,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.8,49.8,0,0,38.21,88.01,Joined,,
8760-ZRHKE,Female,80,Yes,1,Berry Creek,95916,39.657228,-121.37778,7,71,None,Yes,48.59,Yes,Yes,DSL,15,Yes,Yes,No,No,Yes,No,No,Yes,One Year,No,Bank Withdrawal,69.2,4982.5,0,0,3449.89,8432.39,Stayed,,
8761-NSOBC,Male,41,No,0,Gridley,95948,39.346898,-121.759537,0,44,None,Yes,42.92,No,Yes,Fiber Optic,23,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,100.55,4398.15,0,0,1888.48,6286.63,Churned,Dissatisfaction,Network reliability
8763-KIAFH,Female,37,Yes,0,Whittier,90603,33.945318,-117.992066,10,27,None,Yes,20.96,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.55,583.3,0,0,565.92,1149.22,Stayed,,
8766-PAFNE,Male,21,Yes,0,Hayward,94545,37.62984,-122.120843,6,71,Offer A,Yes,28.02,No,Yes,DSL,27,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,79.1,5564.85,0,0,1989.42,7554.27,Stayed,,
8769-KKTPH,Female,44,Yes,0,Los Angeles,90066,34.002028,-118.430656,2,63,Offer B,Yes,1.43,Yes,Yes,Fiber Optic,16,Yes,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,99.65,6311.2,0,0,90.09,6401.29,Stayed,,
8773-HHUOZ,Female,20,No,0,Los Angeles,90032,34.078821,-118.177576,0,17,None,Yes,40.55,No,Yes,Cable,41,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,64.7,1093.1,0,0,689.35,1782.45,Churned,Competitor,Competitor offered higher download speeds
8774-GSBUN,Male,40,Yes,0,Compton,90222,33.912246,-118.236773,8,72,None,Yes,4.15,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.4,1797.1,0,0,298.8,2095.9,Stayed,,
8775-CEBBJ,Female,40,No,0,Seeley,92273,32.790282,-115.689559,0,9,None,Yes,41.92,No,Yes,Cable,29,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.2,403.35,0,0,377.28,780.63,Churned,Competitor,Competitor offered higher download speeds
8775-ERLNB,Male,76,Yes,0,Indio,92203,33.752938,-116.230055,7,1,None,Yes,17.84,Yes,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,74.3,74.3,0,0,17.84,92.14,Joined,,
8775-LHDJH,Female,77,Yes,0,San Jose,95136,37.270938,-121.851046,1,1,Offer E,Yes,13.02,Yes,Yes,Fiber Optic,30,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.6,90.6,0,0,13.02,103.62,Churned,Other,Don't know
8777-MBMTS,Female,65,Yes,0,West Covina,91791,34.061634,-117.893169,10,65,Offer B,Yes,36.49,No,Yes,Fiber Optic,9,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,105.85,6725.5,0,0,2371.85,9097.35,Stayed,,
8777-PVYGU,Female,36,Yes,0,Burson,95225,38.183918,-120.898817,0,52,Offer B,Yes,4.22,No,Yes,DSL,18,Yes,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Mailed Check,64.3,3410.6,0,0,219.44,3630.04,Stayed,,
8778-LMWTJ,Female,28,No,0,River Pines,95675,38.545775,-120.743325,0,9,None,Yes,13.05,No,Yes,Fiber Optic,73,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.85,708.2,0,0,117.45,825.65,Stayed,,
8779-QRDMV,Male,78,No,0,Los Angeles,90022,34.02381,-118.156582,0,1,None,No,,,Yes,DSL,8,No,No,Yes,No,No,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,39.65,39.65,0,20,0,59.65,Churned,Competitor,Competitor offered more data
8779-YIQQA,Male,38,Yes,1,Pico Rivera,90660,33.989524,-118.089299,10,21,None,Yes,18,No,No,,,,,,,,,,,One Year,No,Credit Card,19.8,350.1,0,0,378,728.1,Stayed,,
8780-IHCRN,Male,23,Yes,2,Healdsburg,95448,38.618347,-122.908422,5,63,None,Yes,28.92,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.65,1574.5,0,0,1821.96,3396.46,Stayed,,
8780-IXSTS,Female,53,No,0,San Diego,92109,32.787836,-117.232376,0,6,None,Yes,1.15,Yes,Yes,Fiber Optic,3,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,90.1,521.3,0,0,6.9,528.2,Churned,Competitor,Competitor made better offer
8780-RSYYU,Female,42,No,0,Dixon,95620,38.392821,-121.799917,0,25,Offer C,Yes,6,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.2,532.1,0,0,150,682.1,Stayed,,
8780-YRMTT,Female,64,No,0,Yountville,94599,38.421458,-122.365048,0,66,Offer A,No,,,Yes,DSL,29,Yes,Yes,Yes,Yes,No,No,No,No,Two Year,Yes,Mailed Check,47.4,3177.25,0,0,0,3177.25,Stayed,,
8782-LKFPK,Male,50,No,0,Beaumont,92223,33.946982,-116.977672,0,44,None,Yes,44.92,Yes,Yes,Fiber Optic,16,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,90.4,4063,0,0,1976.48,6039.48,Stayed,,
8782-NUUOL,Male,62,No,0,Crescent Mills,95934,40.080342,-120.957805,0,60,None,Yes,35.13,No,Yes,DSL,3,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,79,4801.1,0,0,2107.8,6908.9,Stayed,,
8784-CGILN,Female,34,No,0,Tarzana,91356,34.157137,-118.548511,0,18,None,Yes,36.49,Yes,Yes,Fiber Optic,3,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.85,1776.95,0,0,656.82,2433.77,Churned,Dissatisfaction,Product dissatisfaction
8785-CJSHH,Female,22,Yes,0,West Sacramento,95691,38.627951,-121.593287,9,60,None,Yes,34.48,Yes,Yes,Fiber Optic,51,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.8,5985.75,0,0,2068.8,8054.55,Stayed,,
8785-EPNCG,Male,42,No,0,Sacramento,95815,38.608405,-121.449942,0,11,None,Yes,30.91,Yes,No,,,,,,,,,,,Month-to-Month,No,Credit Card,23.15,245.2,0,0,340.01,585.21,Churned,Competitor,Competitor made better offer
8788-DOXSU,Male,46,No,0,Frazier Park,93225,34.827662,-118.999073,0,59,None,Yes,9.7,No,Yes,DSL,6,No,No,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,61.35,3645.5,0,0,572.3,4217.8,Stayed,,
8791-GFXLZ,Male,58,No,0,San Jose,95127,37.375156,-121.795867,0,12,None,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,Stayed,,
8792-AOROI,Female,23,Yes,0,Glendora,91741,34.14649,-117.849815,1,8,Offer E,Yes,23.68,No,Yes,DSL,41,Yes,No,No,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,65.5,564.35,0,0,189.44,753.79,Stayed,,
8799-OXZMD,Female,35,No,0,Los Angeles,90048,34.072945,-118.37267,0,28,Offer C,No,,,Yes,DSL,14,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,29.75,790.7,0,0,0,790.7,Stayed,,
8800-JOOCF,Female,56,No,1,Fallbrook,92028,33.362575,-117.299644,0,12,None,Yes,17.85,Yes,Yes,Fiber Optic,19,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.05,966.55,0,0,214.2,1180.75,Stayed,,
8800-ZKRFW,Female,62,Yes,2,Philo,95466,39.094102,-123.500853,9,30,None,Yes,24.56,Yes,Yes,Fiber Optic,18,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,107.5,3242.5,0,0,736.8,3979.3,Stayed,,
8802-UNOJF,Male,65,No,0,Philo,95466,39.094102,-123.500853,0,12,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,Churned,Competitor,Competitor had better devices
8805-JNRAZ,Female,44,No,0,Huntington Beach,92646,33.666301,-117.969501,0,2,Offer E,Yes,29.28,No,Yes,Cable,4,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,49.2,103.7,0,0,58.56,162.26,Joined,,
8806-EAGWC,Male,25,No,0,Old Station,96071,40.656287,-121.428965,0,3,Offer E,Yes,22.77,No,Yes,DSL,51,No,No,No,No,Yes,No,Yes,Yes,Month-to-Month,No,Credit Card,55.15,159.15,0,0,68.31,227.46,Churned,Dissatisfaction,Network reliability
8807-ARQET,Female,59,No,0,Angels Camp,95222,38.071327,-120.632221,0,41,Offer B,No,,,Yes,Cable,21,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,40.35,1677.85,0,0,0,1677.85,Stayed,,
8807-OPMBM,Female,36,Yes,3,Newbury Park,91320,34.172071,-118.946262,1,55,Offer B,Yes,1.44,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.65,1388,0,0,79.2,1467.2,Stayed,,
8808-ELEHO,Male,66,No,0,Modesto,95356,37.716186,-121.025836,0,8,None,Yes,5.02,Yes,Yes,Fiber Optic,26,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.25,585.95,0,0,40.16,626.11,Churned,Price,Price too high
8809-RIHDD,Male,47,Yes,0,Sacramento,95827,38.549185,-121.328386,1,72,None,Yes,3.07,Yes,Yes,Fiber Optic,23,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,103.4,7372.65,0,0,221.04,7593.69,Churned,Price,Lack of affordable download/upload speed
8809-XKHMD,Male,62,Yes,0,Sacramento,95828,38.486938,-121.395805,5,72,Offer A,Yes,43.84,Yes,Yes,Fiber Optic,15,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,100.55,7325.1,0,0,3156.48,10481.58,Stayed,,
8812-ZRHFP,Female,53,Yes,3,San Francisco,94133,37.802071,-122.411004,0,30,Offer C,Yes,48.43,No,Yes,Fiber Optic,58,No,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,86.45,2538.05,0,0,1452.9,3990.95,Stayed,,
8815-LMFLX,Male,61,Yes,4,Martinez,94553,38.014457,-122.115432,8,25,Offer C,Yes,19.56,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,-8,546.85,0,0,489,1035.85,Stayed,,
8816-VXNZD,Female,36,No,0,Coronado,92118,32.68674,-117.186612,0,1,None,Yes,5.94,Yes,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.1,75.1,0,0,5.94,81.04,Churned,Dissatisfaction,Lack of self-service on Website
8818-DOPVL,Female,65,No,0,El Cerrito,94530,37.924838,-122.289145,0,46,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,Stayed,,
8818-XYFCQ,Male,39,Yes,0,Walnut Creek,94598,37.916648,-122.008483,1,32,Offer C,Yes,33.57,Yes,Yes,Fiber Optic,26,Yes,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,-8,3204.65,35.82,110,1074.24,4353.07,Churned,Competitor,Competitor made better offer
8819-IMISP,Male,43,No,0,Redlands,92373,34.003243,-117.138286,0,31,None,Yes,37.07,Yes,Yes,Fiber Optic,23,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.45,2429.1,0,0,1149.17,3578.27,Stayed,,
8819-WFGGJ,Male,42,Yes,0,Grimes,95950,39.033058,-121.895718,7,68,Offer A,No,,,Yes,Cable,16,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,54.1,3794.5,0,0,0,3794.5,Stayed,,
8819-ZBYNA,Female,51,Yes,0,Murrieta,92562,33.548869,-117.334165,6,58,None,Yes,37.15,Yes,Yes,Fiber Optic,7,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,109.1,6393.65,0,0,2154.7,8548.35,Stayed,,
8821-KVZKQ,Female,52,Yes,2,Fort Bragg,95437,39.455555,-123.683979,1,70,Offer A,No,,,Yes,Cable,19,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,58.4,4113.15,32.53,0,0,4080.62,Stayed,,
8821-XNHVZ,Female,53,Yes,0,San Diego,92109,32.787836,-117.232376,1,1,None,Yes,39.79,No,Yes,Fiber Optic,7,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,80.05,80.05,0,0,39.79,119.84,Churned,Competitor,Competitor made better offer
8822-KNBHV,Female,30,No,0,Los Angeles,90011,34.00709,-118.258681,0,48,None,Yes,45.51,Yes,Yes,DSL,27,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,83.45,3887.85,0,0,2184.48,6072.33,Stayed,,
8823-RLPWL,Female,24,Yes,0,Rosamond,93560,34.903052,-118.411251,5,72,Offer A,Yes,41.21,Yes,Yes,Fiber Optic,73,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,110.65,8065.65,0,0,2967.12,11032.77,Stayed,,
8824-RWFXJ,Male,21,Yes,0,Santa Cruz,95062,36.974575,-121.991149,1,3,Offer E,Yes,29.29,No,Yes,Cable,52,No,Yes,Yes,No,No,No,Yes,Yes,Month-to-Month,Yes,Mailed Check,56.15,168.15,0,0,87.87,256.02,Churned,Competitor,Competitor had better devices
8835-VSDSE,Female,28,Yes,0,San Diego,92129,32.961064,-117.134917,1,2,Offer E,Yes,9.76,No,Yes,Cable,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.7,141.45,0,0,19.52,160.97,Churned,Competitor,Competitor made better offer
8837-VVWLQ,Female,35,No,0,Capistrano Beach,92624,33.458754,-117.665104,0,8,None,Yes,32.31,No,Yes,Fiber Optic,6,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,84.95,668.4,0,0,258.48,926.88,Churned,Other,Moved
8838-GPHZP,Female,25,No,0,Orange,92866,33.784597,-117.844535,0,63,None,Yes,16.57,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.6,1298.7,0,0,1043.91,2342.61,Stayed,,
8840-DQLGN,Female,65,Yes,0,Burbank,91502,34.177267,-118.31003,1,35,None,Yes,15.98,Yes,Yes,Cable,22,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,100.5,3653.35,0,0,559.3,4212.65,Churned,Attitude,Attitude of support person
8844-TONUD,Male,54,Yes,0,Acampo,95220,38.200231,-121.235034,4,13,Offer D,Yes,45.6,No,Yes,Fiber Optic,11,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Mailed Check,96.65,1162.85,0,0,592.8,1755.65,Churned,Competitor,Competitor had better devices
8845-LWKGE,Female,56,Yes,1,El Dorado,95623,38.63153,-120.842609,4,30,Offer C,Yes,36.74,No,Yes,Cable,18,No,No,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,64.5,1985.15,0,0,1102.2,3087.35,Stayed,,
8847-GEOOQ,Male,34,Yes,0,Fontana,92337,34.049671,-117.468896,10,60,Offer B,No,,,Yes,DSL,2,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,60.2,3582.4,0,0,0,3582.4,Stayed,,
8849-AYPTR,Male,55,Yes,0,Sacramento,95819,38.567594,-121.437507,1,33,Offer C,Yes,26.8,No,Yes,Fiber Optic,17,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,91.25,2964.05,0,130,884.4,3978.45,Stayed,,
8849-GYOKR,Female,59,Yes,0,Mineral,96063,40.408796,-121.579609,2,54,None,Yes,8.83,Yes,Yes,Fiber Optic,21,Yes,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,106.55,5763.3,0,0,476.82,6240.12,Churned,Dissatisfaction,Product dissatisfaction
8849-PRIQJ,Female,53,Yes,2,Simi Valley,93063,34.296813,-118.685703,7,67,None,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,Stayed,,
8851-RAGOV,Female,25,Yes,0,Simi Valley,93065,34.269449,-118.768471,10,25,None,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,Stayed,,
8853-TZDGH,Female,42,No,0,Palo Cedro,96073,40.582399,-122.195512,0,72,None,Yes,24.19,Yes,Yes,Fiber Optic,13,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,111.6,8012.75,0,0,1741.68,9754.43,Stayed,,
8854-CCVSQ,Male,58,No,0,Browns Valley,95918,39.292334,-121.320597,0,18,None,Yes,38.87,Yes,Yes,Fiber Optic,7,No,Yes,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,80.65,1451.9,0,30,699.66,2181.56,Churned,Competitor,Competitor offered more data
8857-CUPFQ,Male,57,Yes,0,Wallace,95254,38.192608,-120.957842,9,63,Offer B,Yes,17.38,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.25,1237.65,0,0,1094.94,2332.59,Stayed,,
8859-AXJZP,Male,39,Yes,0,Helm,93627,36.520537,-120.118055,7,39,None,Yes,29.56,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,23.8,903.8,0,0,1152.84,2056.64,Stayed,,
8859-DZTGQ,Male,21,No,0,Petaluma,94952,38.237018,-122.77872,0,33,None,Yes,14.48,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.35,689.75,0,0,477.84,1167.59,Stayed,,
8859-YSTWS,Male,43,No,0,Port Hueneme,93041,34.110124,-119.100972,0,48,Offer B,Yes,11.02,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.95,1004.5,0,0,528.96,1533.46,Stayed,,
8861-HGGKB,Female,57,No,0,San Diego,92117,32.825086,-117.199424,0,10,None,Yes,17.65,Yes,Yes,Fiber Optic,20,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,86.45,830.85,0,0,176.5,1007.35,Churned,Competitor,Competitor made better offer
8865-TNMNX,Male,53,Yes,0,Los Angeles,90043,33.988543,-118.334081,6,10,Offer D,Yes,26.17,No,Yes,DSL,7,No,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,49.55,475.7,0,0,261.7,737.4,Stayed,,
8868-GAGIO,Male,49,Yes,0,Sunnyvale,94089,37.421633,-122.009613,8,45,None,Yes,22.8,Yes,Yes,Fiber Optic,15,Yes,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,84.55,3713.95,0,0,1026,4739.95,Stayed,,
8868-WOZGU,Male,33,No,0,Porterville,93257,36.008958,-118.891593,0,28,Offer C,Yes,30.48,Yes,Yes,Fiber Optic,13,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,105.7,2979.5,0,80,853.44,3912.94,Churned,Dissatisfaction,Service dissatisfaction
8869-LIHMK,Female,51,No,0,King City,93930,36.220761,-120.980777,0,64,None,Yes,44.31,Yes,Yes,Fiber Optic,4,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,115.1,7334.05,0,0,2835.84,10169.89,Stayed,,
8869-TORSS,Female,51,No,0,Santa Rosa,95405,38.439696,-122.668817,0,48,None,Yes,33.91,No,Yes,DSL,13,Yes,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,60.35,2896.4,0,0,1627.68,4524.08,Churned,Dissatisfaction,Poor expertise of phone support
8871-JLMHM,Female,27,Yes,0,Los Angeles,90061,33.92128,-118.274186,3,68,Offer A,Yes,3.41,Yes,Yes,Fiber Optic,26,No,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,90.2,6297.65,0,0,231.88,6529.53,Stayed,,
8873-GLDMH,Female,45,No,0,Courtland,95615,38.311609,-121.554034,0,6,None,Yes,27.69,Yes,Yes,Fiber Optic,9,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,73.85,401.3,0,0,166.14,567.44,Stayed,,
8873-TMKGR,Male,40,No,0,Sugarloaf,92386,34.243088,-116.830015,0,29,Offer C,Yes,49.52,No,No,,,,,,,,,,,One Year,No,Credit Card,19.1,529.5,0,0,1436.08,1965.58,Stayed,,
8874-EJNSR,Male,64,Yes,2,Salinas,93908,36.624338,-121.615669,8,39,None,Yes,20.49,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.2,987.95,0,0,799.11,1787.06,Stayed,,
8875-AKBYH,Male,78,No,0,Mineral,96063,40.408796,-121.579609,0,20,Offer D,Yes,25.51,Yes,Yes,Fiber Optic,9,No,No,No,No,Yes,No,No,No,Two Year,Yes,Bank Withdrawal,84.35,1745.2,0,10,510.2,2265.4,Stayed,,
8878-HMWBV,Male,47,No,0,Nice,95464,39.12334,-122.838198,0,3,Offer E,Yes,40.79,No,Yes,DSL,29,No,No,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,49.15,169.05,0,10,122.37,301.42,Churned,Competitor,Competitor had better devices
8878-RYUKI,Female,30,No,0,Long Beach,90803,33.760458,-118.129725,0,52,None,Yes,9.37,No,Yes,DSL,59,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,59.45,3043.7,0,0,487.24,3530.94,Stayed,,
8879-XUAHX,Male,42,Yes,0,Irvine,92614,33.680302,-117.833296,4,71,None,Yes,6.19,Yes,Yes,Fiber Optic,9,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,116.25,8564.75,0,0,439.49,9004.24,Stayed,,
8879-ZKJOF,Female,57,No,0,Gardena,90249,33.90139,-118.315697,0,41,None,Yes,38.21,No,Yes,DSL,5,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,79.85,3320.75,0,0,1566.61,4887.36,Stayed,,
8882-TLVRW,Male,52,Yes,1,Big Creek,93605,37.17277,-119.2997,3,69,None,No,,,Yes,DSL,11,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,39.1,2779.5,0,0,0,2779.5,Stayed,,
8883-ANODQ,Female,44,Yes,1,Termo,96132,41.027281,-120.669427,3,68,None,Yes,24.94,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,No,No,No,Yes,Two Year,Yes,Credit Card,84.4,5746.75,0,0,1695.92,7442.67,Stayed,,
8883-GRDWQ,Male,68,No,0,Stinson Beach,94970,37.921137,-122.657562,0,20,None,Yes,22.31,No,Yes,DSL,21,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Credit Card,54,1055.9,0,0,446.2,1502.1,Stayed,,
8884-ADFVN,Male,65,Yes,0,Roseville,95678,38.759751,-121.288545,2,7,None,Yes,34.66,Yes,Yes,Fiber Optic,3,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.95,700.85,0,0,242.62,943.47,Churned,Other,Don't know
8884-FEEWR,Male,22,No,0,El Dorado Hills,95762,38.684437,-121.055634,0,35,Offer C,Yes,42.02,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.6,754,0,0,1470.7,2224.7,Stayed,,
8884-MRNSU,Male,61,Yes,0,Caruthers,93609,36.5276,-119.865999,8,17,Offer D,Yes,14.69,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,19.9,329.75,0,0,249.73,579.48,Stayed,,
8885-QSQBX,Female,45,No,0,Forest Falls,92339,34.067699,-116.903891,0,1,None,Yes,10.83,No,Yes,DSL,15,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,49.55,49.55,0,0,10.83,60.38,Joined,,
8887-IPQNC,Female,61,Yes,0,Manhattan Beach,90266,33.889632,-118.39737,4,7,None,Yes,31.43,No,Yes,DSL,24,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,44.25,313.45,0,0,220.01,533.46,Stayed,,
8894-JVDCV,Female,39,No,0,Riverside,92505,33.920907,-117.489426,0,62,Offer B,Yes,36.84,Yes,Yes,Fiber Optic,13,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,115.05,7133.45,0,0,2284.08,9417.53,Stayed,,
8896-BQTTI,Male,41,No,0,Cool,95614,38.880622,-120.973865,0,1,Offer E,Yes,3.39,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,25,25,0,0,3.39,28.39,Joined,,
8896-RAZCR,Female,42,No,0,Oro Grande,92368,34.647959,-117.296957,0,44,Offer B,Yes,13.45,No,No,,,,,,,,,,,Two Year,No,Mailed Check,19.9,868.1,0,0,591.8,1459.9,Stayed,,
8898-KASCD,Male,41,No,0,Biggs,95917,39.457388,-121.818201,0,39,None,No,,,Yes,DSL,14,No,No,Yes,Yes,No,No,No,Yes,One Year,No,Credit Card,35.55,1309.15,0,0,0,1309.15,Stayed,,
8901-HJXTF,Female,46,Yes,0,San Diego,92117,32.825086,-117.199424,1,12,None,No,,,Yes,DSL,27,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,29.2,309.1,0,0,0,309.1,Churned,Competitor,Competitor made better offer
8901-UPRHR,Female,40,Yes,1,La Grange,95329,37.666587,-120.411517,4,72,Offer A,Yes,44.03,Yes,Yes,Fiber Optic,14,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.2,7711.45,0,0,3170.16,10881.61,Stayed,,
8902-ZEOVF,Male,28,Yes,1,Chilcoot,96105,39.872961,-120.198876,9,47,Offer B,Yes,6.51,No,No,,,,,,,,,,,One Year,No,Credit Card,20.05,951.55,0,0,305.97,1257.52,Stayed,,
8903-WMRNW,Female,55,Yes,0,Durham,95938,39.607831,-121.777959,8,15,None,Yes,24.12,No,Yes,Fiber Optic,13,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,101.75,1669.4,0,0,361.8,2031.2,Stayed,,
8903-XEBGX,Male,22,No,1,Lancaster,93534,34.727529,-118.153098,0,2,Offer E,Yes,43.93,No,Yes,DSL,59,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,55.3,108.65,0,0,87.86,196.51,Joined,,
8904-OPDCK,Male,76,Yes,0,Citrus Heights,95621,38.69549,-121.307864,4,54,Offer B,No,,,Yes,DSL,4,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,24.95,1364.75,0,0,0,1364.75,Stayed,,
8905-IAZPF,Female,32,Yes,0,Capistrano Beach,92624,33.458754,-117.665104,4,69,None,Yes,46.87,No,Yes,Fiber Optic,11,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,95.65,6744.2,0,0,3234.03,9978.23,Stayed,,
8908-NMQTX,Male,36,No,0,Walnut Creek,94595,37.862128,-122.075197,0,72,None,No,,,Yes,Cable,9,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,65.6,4566.5,0,0,0,4566.5,Stayed,,
8908-SLFCJ,Female,40,No,0,Oroville,95966,39.473896,-121.415927,0,21,Offer D,Yes,22.29,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.85,435.25,1.31,0,468.09,902.03,Stayed,,
8909-BOLNL,Male,40,No,0,San Francisco,94123,37.800254,-122.436975,0,3,None,Yes,12.05,No,No,,,,,,,,,,,One Year,No,Credit Card,21.2,52.05,0,0,36.15,88.2,Joined,,
8910-ICHIU,Female,27,No,0,Essex,92332,34.9436,-115.287901,0,46,Offer B,Yes,30.6,No,Yes,Fiber Optic,59,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,95.65,4664.2,0,0,1407.6,6071.8,Stayed,,
8910-LEDAG,Male,72,Yes,0,Prather,93651,37.007238,-119.505661,2,34,None,Yes,12.98,No,Yes,Fiber Optic,8,No,No,No,No,No,No,No,Yes,Two Year,No,Credit Card,71.55,2427.35,0,0,441.32,2868.67,Stayed,,
8914-RBTSB,Male,62,Yes,0,Valley Village,91607,34.165783,-118.399795,1,31,None,Yes,2.12,Yes,Yes,Fiber Optic,17,No,Yes,Yes,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,93.8,3019.5,0,50,65.72,3135.22,Churned,Other,Don't know
8915-NNTRC,Male,29,Yes,1,Lake Isabella,93240,35.607875,-118.466318,4,72,None,Yes,41.94,Yes,Yes,Fiber Optic,85,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,107.7,7919.8,0,0,3019.68,10939.48,Stayed,,
8917-FAEMR,Female,28,No,0,Vallejo,94590,38.104705,-122.247387,0,37,None,Yes,26.49,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.85,784.25,0,0,980.13,1764.38,Stayed,,
8917-SZTTJ,Male,31,Yes,1,Los Angeles,90042,34.11572,-118.192754,7,60,None,Yes,21.98,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.65,1161.75,0,0,1318.8,2480.55,Stayed,,
8919-FYFQZ,Male,73,Yes,0,Livermore,94550,37.571748,-121.659562,2,44,None,No,,,Yes,Cable,28,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,30.35,1359.7,0,0,0,1359.7,Churned,Competitor,Competitor had better devices
8920-NAVAY,Male,66,No,0,Los Angeles,90045,33.954017,-118.402447,0,62,None,Yes,47.8,Yes,Yes,Fiber Optic,8,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,110.75,7053.35,0,0,2963.6,10016.95,Stayed,,
8922-LIEGH,Female,72,No,0,Jolon,93928,35.930782,-121.189757,0,25,None,Yes,36.36,Yes,Yes,Fiber Optic,6,No,Yes,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,-1,2187.55,23.33,0,909,3073.22,Churned,Dissatisfaction,Poor expertise of online support
8922-NPKBJ,Male,63,Yes,2,Manteca,95336,37.830267,-121.201018,10,42,None,Yes,34.33,No,No,,,,,,,,,,,Two Year,No,Mailed Check,19.35,867.3,0,0,1441.86,2309.16,Stayed,,
8929-KSWIH,Male,21,No,0,San Jose,95111,37.284265,-121.827673,0,25,Offer C,Yes,4.94,No,Yes,Fiber Optic,51,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,99.3,2513.5,0,0,123.5,2637,Stayed,,
8930-XOTDP,Female,33,Yes,4,North Hollywood,91606,34.187599,-118.387125,1,18,None,Yes,18.47,No,Yes,DSL,30,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,55.95,1082.8,0,0,332.46,1415.26,Stayed,,
8931-GJJIQ,Female,46,No,0,Burlingame,94010,37.57028,-122.365778,0,9,None,Yes,29.7,Yes,Yes,Fiber Optic,17,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,83.3,803.3,0,0,267.3,1070.6,Churned,Attitude,Attitude of support person
8932-CZHRQ,Male,40,No,0,Bell,90201,33.970343,-118.171368,0,68,Offer A,Yes,20.29,Yes,Yes,DSL,29,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,76.75,5233.25,0,0,1379.72,6612.97,Stayed,,
8937-RDTHP,Male,40,No,1,Burbank,91504,34.213049,-118.317651,0,1,None,Yes,26.85,No,Yes,Fiber Optic,11,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,84.6,84.6,0,0,26.85,111.45,Churned,Dissatisfaction,Poor expertise of phone support
8938-UMKPI,Female,42,No,0,Corona,92882,33.819385,-117.600213,0,47,Offer B,Yes,35.97,Yes,Yes,Fiber Optic,25,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,106.4,5127.95,0,0,1690.59,6818.54,Churned,Competitor,Competitor had better devices
8942-DBMHZ,Male,26,No,0,San Francisco,94122,37.760412,-122.484966,0,12,None,Yes,41.11,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.45,255.35,0,0,493.32,748.67,Stayed,,
8943-URTMR,Female,56,No,0,Lawndale,90260,33.88856,-118.351813,0,2,Offer E,Yes,29.04,No,Yes,Fiber Optic,21,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Mailed Check,79.65,152.7,0,0,58.08,210.78,Churned,Price,Lack of affordable download/upload speed
8944-AILEF,Male,26,Yes,0,Keyes,95328,37.555631,-120.911653,1,15,Offer D,Yes,39.84,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.45,340.85,0,0,597.6,938.45,Stayed,,
8945-GRKHX,Female,41,No,0,Santa Barbara,93110,34.437945,-119.77191,0,1,Offer E,Yes,46.09,No,Yes,Fiber Optic,10,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,78.65,78.65,0,0,46.09,124.74,Churned,Competitor,Competitor had better devices
8945-MUQUF,Male,22,No,0,Fallbrook,92028,33.362575,-117.299644,0,51,Offer B,Yes,44.77,Yes,Yes,Fiber Optic,58,Yes,Yes,No,No,Yes,No,Yes,Yes,One Year,Yes,Bank Withdrawal,94.8,4837.6,0,0,2283.27,7120.87,Churned,Competitor,Competitor made better offer
8946-BFWSG,Male,19,Yes,3,Davis,95618,38.544002,-121.685559,8,63,Offer B,Yes,24.5,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.25,1573.05,0,0,1543.5,3116.55,Stayed,,
8947-YRTDV,Male,42,Yes,3,Hoopa,95546,41.163637,-123.704841,1,32,None,Yes,43.37,No,Yes,Fiber Optic,76,Yes,Yes,Yes,No,No,Yes,Yes,No,One Year,No,Credit Card,94.8,3131.55,0,40,1387.84,4559.39,Stayed,,
8949-JTMAY,Female,49,No,0,Mc Kittrick,93251,35.38381,-119.730885,0,29,Offer C,Yes,27.75,Yes,Yes,Fiber Optic,2,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,98.6,2933.2,0,0,804.75,3737.95,Churned,Competitor,Competitor had better devices
8950-MTZNV,Male,61,No,0,Carson,90746,33.859171,-118.252272,0,1,Offer E,Yes,13.63,No,Yes,DSL,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,44.95,44.95,0,0,13.63,58.58,Joined,,
8952-WCVCD,Female,45,Yes,0,South Gate,90280,33.944624,-118.192615,2,41,Offer B,Yes,9.85,No,Yes,Fiber Optic,14,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,104.45,4162.05,0,0,403.85,4565.9,Stayed,,
8957-THMOA,Female,40,No,3,Big Bear City,92314,34.278967,-116.773825,0,50,None,Yes,18.95,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.15,970.85,0,0,947.5,1918.35,Stayed,,
8958-JPTRR,Female,23,Yes,0,Calabasas,91302,34.130861,-118.68346,7,56,None,Yes,21.21,Yes,No,,,,,,,,,,,One Year,No,Bank Withdrawal,24.3,1261.7,0,0,1187.76,2449.46,Stayed,,
8961-QDZZJ,Female,35,Yes,2,Lake Arrowhead,92352,34.2565,-117.19335,3,57,Offer B,Yes,42.18,No,Yes,Fiber Optic,22,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,95,5535.8,0,0,2404.26,7940.06,Stayed,,
8963-JLGJT,Male,20,No,1,Santa Barbara,93105,34.037342,-119.80079,0,3,Offer E,Yes,33.28,No,Yes,Cable,69,Yes,No,Yes,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,55.9,157.55,0,0,99.84,257.39,Joined,,
8963-MQVYN,Female,28,No,2,Lost Hills,93249,35.637715,-119.893068,0,22,Offer D,Yes,43.97,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,20.55,469.85,0,0,967.34,1437.19,Stayed,,
8966-KZXXA,Male,48,Yes,1,Long Beach,90807,33.830099,-118.182239,9,36,None,Yes,34.79,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.1,930.95,0,0,1252.44,2183.39,Stayed,,
8966-OIQHG,Female,49,Yes,2,Stanton,90680,33.801869,-117.995068,8,22,None,Yes,45.35,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.75,452.35,0,0,997.7,1450.05,Stayed,,
8966-SNIZF,Female,26,Yes,0,Vista,92083,33.17494,-117.242761,9,70,None,Yes,23.52,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.45,1303.5,14.49,0,1646.4,2935.41,Stayed,,
8967-SZQAS,Female,25,No,0,Hornitos,95325,37.479926,-120.230424,0,14,Offer D,Yes,39.22,No,Yes,DSL,48,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,50.45,765.45,0,140,549.08,1454.53,Stayed,,
8969-PRHFK,Male,32,No,0,Red Bluff,96080,40.186772,-122.388361,0,18,Offer D,Yes,1.42,No,No,,,,,,,,,,,One Year,No,Credit Card,19.65,411.25,0,0,25.56,436.81,Stayed,,
8970-ANWXO,Female,37,No,0,Sacramento,95835,38.685069,-121.543709,0,23,Offer D,Yes,35.03,Yes,Yes,DSL,3,No,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,73.75,1756.6,0,0,805.69,2562.29,Stayed,,
8972-HJWNV,Female,75,Yes,0,Huron,93234,36.217864,-120.080117,1,7,Offer E,Yes,21.43,Yes,Yes,Fiber Optic,12,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.55,646.85,0,0,150.01,796.86,Churned,Competitor,Competitor made better offer
8974-OVACP,Female,40,No,0,Yermo,92398,35.013299,-116.834092,0,1,None,Yes,27.59,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,20.15,20.15,0,0,27.59,47.74,Joined,,
8975-SKGRX,Male,29,Yes,0,Redwood City,94063,37.499411,-122.196318,1,71,None,Yes,33.83,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,116.1,8310.55,0,130,2401.93,10842.48,Stayed,,
8976-OQHGT,Female,38,Yes,3,Lomita,90717,33.794209,-118.317354,5,4,None,Yes,42.71,No,Yes,DSL,56,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,56.5,235.1,0,0,170.84,405.94,Churned,Dissatisfaction,Lack of self-service on Website
8979-CAMGB,Male,67,No,0,Vacaville,95687,38.333133,-121.920151,0,64,None,Yes,10.07,Yes,Yes,Fiber Optic,26,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,102.1,6688.1,0,0,644.48,7332.58,Stayed,,
8980-WQFWL,Female,61,No,0,Ontario,91761,34.035602,-117.591528,0,35,None,Yes,2.15,No,Yes,DSL,7,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,62.1,2096.1,0,0,75.25,2171.35,Stayed,,
8981-FJGLA,Male,63,No,2,Hemet,92545,33.734933,-117.044145,0,11,Offer D,Yes,47.12,Yes,Yes,Fiber Optic,23,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,78,851.8,0,0,518.32,1370.12,Stayed,,
8982-NHAVY,Male,23,No,0,Littlerock,93543,34.505273,-117.955054,0,27,Offer C,Yes,8.86,Yes,Yes,Fiber Optic,73,No,No,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,100.5,2673.45,0,70,239.22,2982.67,Stayed,,
8984-EYLLL,Male,29,Yes,0,San Diego,92107,32.741852,-117.243453,5,64,None,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,Stayed,,
8984-HPEMB,Female,58,No,0,Lytle Creek,92358,34.238162,-117.534306,0,71,Offer A,Yes,17.9,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,118.65,8477.6,0,0,1270.9,9748.5,Stayed,,
8985-OOPOS,Female,54,No,0,Occidental,95465,38.415003,-122.998726,0,1,None,Yes,36.05,No,Yes,DSL,30,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Credit Card,74.1,74.1,0,0,36.05,110.15,Joined,,
8988-ECPJR,Female,79,Yes,0,Van Nuys,91411,34.17847,-118.459472,1,34,Offer C,Yes,25.84,Yes,Yes,Fiber Optic,15,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,79.6,2718.3,0,0,878.56,3596.86,Churned,Dissatisfaction,Product dissatisfaction
8990-YOZLV,Female,46,No,0,Hickman,95323,37.605926,-120.69955,0,69,Offer A,Yes,13.91,Yes,Yes,Cable,7,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,66.9,4577.9,0,0,959.79,5537.69,Stayed,,
8990-ZXLSU,Female,63,No,0,Sun City,92586,33.707483,-117.200006,0,9,Offer E,Yes,29.87,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.05,651.5,0,0,268.83,920.33,Stayed,,
8992-CEUEN,Female,59,No,0,Arnold,95223,38.32153,-120.236358,0,1,None,Yes,7.8,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,18.85,18.85,0,0,7.8,26.65,Joined,,
8992-JQYUN,Male,40,Yes,0,San Fernando,91340,34.286131,-118.435969,1,1,Offer E,No,,,Yes,DSL,20,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.35,50.35,0,0,0,50.35,Churned,Competitor,Competitor offered more data
8992-OBVDG,Male,25,No,0,Desert Hot Springs,92240,33.948558,-116.516976,0,21,Offer D,Yes,39.85,No,Yes,DSL,52,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,61.65,1393.6,0,0,836.85,2230.45,Stayed,,
8992-VONJD,Female,63,No,1,Long Beach,90822,33.778436,-118.118648,0,13,None,Yes,27.04,No,Yes,DSL,10,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,56,764.55,0,0,351.52,1116.07,Stayed,,
8993-IZEUX,Male,54,No,0,Adin,96006,41.171578,-120.913161,0,7,None,Yes,21.12,No,Yes,Fiber Optic,7,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,69.15,488.65,0,0,147.84,636.49,Stayed,,
8993-PHFWD,Female,62,No,0,Old Station,96071,40.656287,-121.428965,0,3,None,No,,,Yes,DSL,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.25,58.9,0,0,0,58.9,Churned,Competitor,Competitor had better devices
8996-ZROXE,Male,78,No,0,Miranda,95553,40.210895,-123.86,0,57,Offer B,Yes,28.44,No,Yes,DSL,24,No,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,53.5,3035.8,0,0,1621.08,4656.88,Stayed,,
8999-BOHSE,Female,68,No,0,Gilroy,95020,37.03889,-121.528955,0,11,None,Yes,3.96,No,Yes,Fiber Optic,27,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,No,Bank Withdrawal,89.7,1047.7,0,0,43.56,1091.26,Churned,Attitude,Attitude of support person
8999-EXMNO,Female,48,Yes,3,Dos Rios,95429,39.756049,-123.358701,1,19,Offer D,Yes,31.85,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.15,387.7,2.97,0,605.15,989.88,Stayed,,
8999-XXGNS,Female,70,Yes,0,Healdsburg,95448,38.618347,-122.908422,7,72,Offer A,Yes,18.15,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,105.75,7629.85,0,80,1306.8,9016.65,Stayed,,
8999-YPYBV,Male,63,Yes,0,Garden Valley,95633,38.852544,-120.837669,3,45,Offer B,Yes,30.8,No,Yes,Cable,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,84.35,3858.05,0,0,1386,5244.05,Stayed,,
9000-PLFUZ,Female,70,Yes,0,Merced,95340,37.255637,-120.493537,3,60,None,No,,,Yes,DSL,22,No,Yes,No,No,Yes,Yes,No,No,Two Year,Yes,Credit Card,49.45,2907.55,0,40,0,2947.55,Stayed,,
9003-CPATH,Male,53,No,0,Carson,90745,33.822295,-118.26411,0,42,None,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,Stayed,,
9013-AQORL,Female,26,No,2,Ramona,92065,33.044541,-116.833922,0,48,Offer B,No,,,Yes,DSL,48,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,45.55,2108.35,0,0,0,2108.35,Stayed,,
9018-PCIOK,Female,63,No,0,Newark,94560,37.504133,-122.032347,0,55,Offer B,Yes,27,No,Yes,Cable,20,No,Yes,Yes,No,No,Yes,Yes,Yes,Two Year,Yes,Mailed Check,64.75,3617.1,0,0,1485,5102.1,Stayed,,
9019-QVLZD,Female,58,No,0,Oakland,94602,37.803883,-122.208417,0,1,None,Yes,32.13,No,Yes,Fiber Optic,15,No,No,No,No,Yes,No,No,No,Month-to-Month,No,Bank Withdrawal,79.55,79.55,0,10,32.13,121.68,Churned,Competitor,Competitor made better offer
9025-AOMKI,Female,42,No,0,Carpinteria,93013,34.441398,-119.513163,0,6,Offer E,Yes,43.8,Yes,Yes,Fiber Optic,5,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.55,536.4,0,0,262.8,799.2,Churned,Other,Moved
9025-ZRPVR,Male,59,No,0,Pacific Grove,93950,36.618337,-121.926417,0,9,Offer E,Yes,49.74,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,18.95,185.6,0,0,447.66,633.26,Churned,Attitude,Attitude of support person
9026-LHEVG,Female,45,No,0,Boulevard,91905,32.677097,-116.304991,0,9,Offer E,No,,,Yes,DSL,21,No,Yes,No,No,No,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,40.75,359.4,0,20,0,379.4,Stayed,,
9026-RNUJS,Male,73,No,0,Van Nuys,91401,34.178483,-118.431791,0,5,None,Yes,18.69,No,Yes,DSL,28,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.35,237.25,0,0,93.45,330.7,Churned,Dissatisfaction,Product dissatisfaction
9027-TMATR,Female,42,Yes,0,Warner Springs,92086,33.323705,-116.626907,1,43,None,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,Stayed,,
9027-YFHQJ,Male,26,No,0,San Francisco,94112,37.720498,-122.443119,0,7,Offer E,Yes,45.13,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,25.05,152.95,0,0,315.91,468.86,Stayed,,
9028-LIHRP,Male,22,Yes,1,Burbank,91506,34.169706,-118.323548,1,71,None,Yes,33.69,No,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,100.2,7209,0,0,2391.99,9600.99,Stayed,,
9029-FEGVJ,Female,68,Yes,0,Escondido,92027,33.141265,-116.967221,2,32,Offer C,Yes,2.17,Yes,Yes,Fiber Optic,11,No,No,Yes,No,No,No,No,Yes,Two Year,No,Mailed Check,79.3,2570,0,0,69.44,2639.44,Stayed,,
9030-QGZNL,Female,31,No,0,Corona,92883,33.762351,-117.488725,0,8,None,Yes,11.46,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.85,161.65,0,0,91.68,253.33,Stayed,,
9031-ZVQPT,Male,21,Yes,0,San Francisco,94109,37.794487,-122.42227,10,72,None,Yes,14.19,Yes,Yes,Fiber Optic,71,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,108.2,7840.6,0,0,1021.68,8862.28,Stayed,,
9033-EOXWV,Female,57,No,0,Oakland,94603,37.739113,-122.175602,0,12,None,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,Churned,Other,Don't know
9036-CSKBW,Female,62,No,0,Los Gatos,95033,37.160194,-121.945611,0,51,None,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,Stayed,,
9039-RBEEE,Male,27,No,0,Santa Clara,95050,37.351214,-121.952417,0,39,None,No,,,Yes,Cable,48,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,48.95,1880.85,0,0,0,1880.85,Churned,Price,Price too high
9039-ZVJDC,Male,49,No,0,Pauma Valley,92061,33.313828,-116.940501,0,3,None,Yes,16.32,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.1,53.05,0,0,48.96,102.01,Joined,,
9040-KZVWO,Male,59,No,0,Big Bear Lake,92315,34.242058,-116.89802,0,26,Offer C,Yes,39.63,No,Yes,Fiber Optic,29,No,Yes,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,75.5,2018.1,0,0,1030.38,3048.48,Stayed,,
9046-DQMTP,Male,49,No,0,Kyburz,95720,38.766036,-120.209673,0,35,None,Yes,17.92,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.75,739.9,0,0,627.2,1367.1,Stayed,,
9046-JBFWA,Male,20,No,2,Port Costa,94569,38.035707,-122.196821,0,27,None,Yes,30.36,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.15,537.35,0,0,819.72,1357.07,Stayed,,
9048-JVYVF,Male,48,No,0,Fallbrook,92028,33.362575,-117.299644,0,3,None,Yes,35.64,No,Yes,Cable,6,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,69.35,191.35,0,0,106.92,298.27,Churned,Other,Don't know
9050-IKDZA,Female,66,No,0,Clovis,93611,36.917652,-119.593757,0,2,None,Yes,24.95,No,Yes,Fiber Optic,22,No,No,No,No,Yes,No,No,Yes,Two Year,No,Credit Card,81.5,162.55,0,0,49.9,212.45,Joined,,
9050-QLROH,Male,26,No,0,San Diego,92126,32.886925,-117.152162,0,18,None,Yes,28.59,Yes,Yes,Fiber Optic,26,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,90.7,1597.25,0,0,514.62,2111.87,Churned,Competitor,Competitor made better offer
9052-DHNKM,Male,23,No,0,Redondo Beach,90277,33.830453,-118.384565,0,26,None,Yes,38.04,Yes,Yes,DSL,73,Yes,Yes,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,61.55,1581.95,0,0,989.04,2570.99,Stayed,,
9052-VKDUW,Female,68,Yes,0,Pollock Pines,95726,38.733908,-120.453416,8,65,Offer B,Yes,15.3,Yes,Yes,Fiber Optic,29,Yes,Yes,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Credit Card,109.4,7227.45,0,0,994.5,8221.95,Stayed,,
9053-EJUNL,Male,35,No,0,Mecca,92254,33.543835,-115.993906,0,41,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,Stayed,,
9053-JZFKV,Male,25,No,0,Redway,95560,40.142256,-123.852927,0,67,Offer A,Yes,33.88,Yes,Yes,Fiber Optic,71,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,116.2,7752.3,0,0,2269.96,10022.26,Churned,Other,Don't know
9054-FOWNV,Male,53,Yes,3,Brentwood,94513,37.908242,-121.682472,1,22,Offer D,Yes,11.39,Yes,Yes,Fiber Optic,56,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.75,1885.15,0,0,250.58,2135.73,Stayed,,
9055-MOJJJ,Female,39,Yes,2,Douglas City,96024,40.586588,-122.903677,5,64,Offer B,Yes,26.7,No,Yes,Cable,17,Yes,No,No,Yes,Yes,No,No,No,One Year,No,Mailed Check,65.8,4068,27.79,20,1708.8,5769.01,Stayed,,
9057-MSWCO,Male,71,Yes,0,San Diego,92122,32.85723,-117.209774,0,27,None,No,,,Yes,Cable,13,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,30.75,805.1,0,140,0,945.1,Churned,Competitor,Competitor made better offer
9057-SIHCH,Female,48,No,0,Twentynine Palms,92278,34.457829,-116.139589,0,3,Offer E,Yes,9.95,Yes,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.6,291.9,0,0,29.85,321.75,Churned,Price,Price too high
9058-CBREO,Female,69,No,0,Winton,95388,37.421299,-120.599587,0,1,None,Yes,22.56,Yes,Yes,Cable,2,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.55,50.55,0,0,22.56,73.11,Churned,Dissatisfaction,Product dissatisfaction
9058-HRZSV,Female,77,Yes,0,Baldwin Park,91706,34.098275,-117.967399,2,65,None,Yes,38.32,No,Yes,Fiber Optic,25,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,94.4,6126.15,0,0,2490.8,8616.95,Stayed,,
9058-MJLZC,Female,37,No,0,Yuba City,95991,39.02741,-121.614982,0,24,None,Yes,35.56,No,Yes,Fiber Optic,3,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.6,2283.15,0,0,853.44,3136.59,Stayed,,
9060-HJJRW,Female,52,No,0,Culver City,90232,34.019323,-118.391902,0,51,None,No,,,Yes,DSL,24,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,56.4,2928.5,0,0,0,2928.5,Stayed,,
9061-TIHDA,Male,67,Yes,0,Murrieta,92563,33.581045,-117.14719,1,13,None,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,Churned,Competitor,Competitor had better devices
9063-ZGTUY,Female,22,Yes,0,Adelanto,92301,34.667815,-117.536183,3,61,None,Yes,46.27,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.4,1182.55,0,0,2822.47,4005.02,Churned,Price,Long distance charges
9065-ZCPQX,Male,24,Yes,0,San Jacinto,92582,33.806708,-117.02007,2,72,Offer A,Yes,39.61,Yes,Yes,DSL,85,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,78.85,5763.15,0,0,2851.92,8615.07,Stayed,,
9066-QRSDU,Female,23,Yes,0,Marina,93933,36.689582,-121.758398,7,69,Offer A,Yes,22.08,Yes,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,26.3,1763.55,0,0,1523.52,3287.07,Stayed,,
9067-SQTNS,Male,37,Yes,2,Salinas,93905,36.667794,-121.601306,1,44,None,Yes,34.94,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.6,926,0,0,1537.36,2463.36,Stayed,,
9067-YGSCA,Female,35,No,0,Salinas,93901,36.64152,-121.622188,0,70,None,Yes,31.33,Yes,No,,,,,,,,,,,One Year,No,Credit Card,26.05,1856.4,0,0,2193.1,4049.5,Stayed,,
9068-FHQHD,Female,42,Yes,3,Petrolia,95558,40.274302,-124.210902,1,40,None,Yes,3.01,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.15,777.35,0,0,120.4,897.75,Stayed,,
9068-VPWQQ,Male,21,Yes,0,Tracy,95376,37.680968,-121.446049,10,61,None,Yes,28.8,Yes,Yes,Cable,52,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,75.35,4729.3,0,0,1756.8,6486.1,Stayed,,
9069-LGEUL,Male,25,Yes,0,San Diego,92117,32.825086,-117.199424,5,23,None,Yes,3.67,No,Yes,DSL,69,Yes,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,59.95,1406,26.55,140,84.41,1603.86,Stayed,,
9070-BCKQP,Female,20,Yes,0,Wilmington,90744,33.782068,-118.262263,5,72,Offer A,Yes,23.7,Yes,Yes,Fiber Optic,85,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,110.15,7881.2,0,0,1706.4,9587.6,Stayed,,
9073-ZZIAY,Male,51,Yes,0,Long Beach,90806,33.802664,-118.179971,2,62,None,Yes,43.2,No,Yes,DSL,23,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,86.1,5215.25,0,0,2678.4,7893.65,Stayed,,
9074-KGVOX,Male,44,Yes,3,Westport,95488,39.724433,-123.767578,10,50,None,No,,,Yes,DSL,23,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,39.45,2021.35,0,0,0,2021.35,Stayed,,
9076-AXYIK,Male,66,Yes,0,Nipton,92364,35.478736,-115.516984,2,64,None,Yes,20.19,Yes,Yes,Fiber Optic,8,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,102.1,6538.45,0,0,1292.16,7830.61,Stayed,,
9079-LWTFD,Male,50,No,0,Pioneertown,92268,34.201108,-116.593456,0,47,None,Yes,47.73,Yes,Yes,Fiber Optic,25,Yes,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Credit Card,100.75,4669.2,0,0,2243.31,6912.51,Stayed,,
9079-YEXQJ,Female,56,No,0,Chino,91710,33.990646,-117.663025,0,54,None,Yes,46.74,Yes,Yes,Fiber Optic,16,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,111.1,6014.85,0,50,2523.96,8588.81,Churned,Dissatisfaction,Product dissatisfaction
9081-WWXKP,Female,64,Yes,1,Soledad,93960,36.414216,-121.360597,8,47,None,Yes,37.35,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.25,873.4,0,0,1755.45,2628.85,Stayed,,
9084-OAYKL,Male,29,No,0,Little River,95456,39.245911,-123.77214,0,58,Offer B,Yes,49.02,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.8,1212.25,0,0,2843.16,4055.41,Stayed,,
9086-YJYXS,Male,23,Yes,1,San Martin,95046,37.084697,-121.606417,0,34,Offer C,Yes,5.39,Yes,Yes,Cable,52,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,77.2,2753.8,0,0,183.26,2937.06,Stayed,,
9087-EYCPR,Female,63,No,0,Manteca,95336,37.830267,-121.201018,0,60,Offer B,Yes,39.41,Yes,No,,,,,,,,,,,Two Year,No,Mailed Check,25,1505.05,0,0,2364.6,3869.65,Stayed,,
9089-UOWJG,Female,51,Yes,3,Lotus,95651,38.815515,-120.916997,2,12,None,Yes,7.97,No,Yes,DSL,52,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,58.35,740.55,0,0,95.64,836.19,Stayed,,
9090-SGQXL,Male,70,Yes,0,Ben Lomond,95005,37.078873,-122.090386,1,68,None,Yes,47.17,Yes,Yes,Fiber Optic,29,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,105.3,7299.65,0,0,3207.56,10507.21,Churned,Competitor,Competitor offered more data
9091-WTUUY,Male,30,Yes,0,Ripon,95366,37.750778,-121.13238,4,64,None,Yes,25.74,No,Yes,DSL,51,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Mailed Check,69.25,4447.75,0,0,1647.36,6095.11,Stayed,,
9092-GDZKO,Male,49,No,0,New Cuyama,93254,34.956577,-119.750142,0,22,Offer D,Yes,22.97,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,24.85,493.4,21.32,0,505.34,977.42,Stayed,,
9093-FPDLG,Female,54,No,0,Hilmar,95324,37.394536,-120.890747,0,11,None,Yes,9.52,No,Yes,Fiber Optic,4,No,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.2,999.9,0,0,104.72,1104.62,Stayed,,
9094-AZPHK,Female,64,No,0,San Bernardino,92405,34.142747,-117.300864,0,15,Offer D,Yes,32.07,Yes,Yes,Fiber Optic,28,No,Yes,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,100.15,1415,0,0,481.05,1896.05,Stayed,,
9095-HFAFX,Female,61,No,0,San Diego,92126,32.886925,-117.152162,0,5,Offer E,Yes,20.2,No,Yes,Fiber Optic,23,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,81,389.6,0,10,101,500.6,Churned,Competitor,Competitor made better offer
9097-ZUBYC,Male,39,Yes,0,North San Juan,95960,39.423046,-120.984472,4,14,Offer D,Yes,21.34,No,Yes,DSL,24,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,48.8,664.4,0,0,298.76,963.16,Stayed,,
9099-FTUHS,Female,40,No,0,Grass Valley,95945,39.194539,-120.988066,0,23,None,Yes,48.63,Yes,Yes,Cable,11,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.4,1249.25,0,0,1118.49,2367.74,Stayed,,
9101-BWFSS,Female,58,Yes,0,Tollhouse,93667,36.993666,-119.348267,1,50,Offer B,Yes,29.43,Yes,Yes,Fiber Optic,14,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,108.55,5610.7,0,0,1471.5,7082.2,Churned,Other,Moved
9101-NTIXF,Male,32,No,0,Lompoc,93436,34.601055,-120.382917,0,2,Offer E,Yes,15.16,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.4,50.6,0,0,30.32,80.92,Joined,,
9102-IAYHT,Female,29,Yes,0,Salinas,93908,36.624338,-121.615669,1,17,None,Yes,47.76,Yes,Yes,Fiber Optic,26,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.45,1451.6,0,0,811.92,2263.52,Churned,Attitude,Attitude of support person
9102-OXKFY,Male,35,No,0,Camptonville,95922,39.432127,-121.099287,0,59,Offer B,Yes,49.48,Yes,Yes,Cable,9,No,No,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,54.15,3116.15,0,0,2919.32,6035.47,Stayed,,
9103-CXVOK,Male,31,Yes,2,Grover Beach,93433,35.120833,-120.61843,8,1,None,Yes,30.38,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.75,19.75,0,0,30.38,50.13,Joined,,
9103-TCIHJ,Female,60,No,0,Los Angeles,90059,33.927254,-118.249826,0,15,Offer D,Yes,40.66,Yes,Yes,DSL,8,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,55.7,899.8,0,0,609.9,1509.7,Churned,Price,Price too high
9107-UKCKY,Male,36,Yes,0,Carpinteria,93013,34.441398,-119.513163,7,61,Offer B,Yes,27.88,Yes,Yes,DSL,5,No,Yes,Yes,No,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,79.8,4914.8,0,70,1700.68,6685.48,Stayed,,
9108-EJFJP,Female,21,Yes,0,Jacumba,91934,32.649787,-116.2237,6,1,Offer E,Yes,16.06,No,Yes,DSL,59,Yes,Yes,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,53.55,53.55,0,0,16.06,69.61,Joined,,
9108-EQPNQ,Female,27,Yes,2,San Leandro,94577,37.717196,-122.159338,10,10,Offer D,Yes,18.57,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,26.1,225.55,0,0,185.7,411.25,Stayed,,
9110-HSGTV,Female,46,No,0,San Diego,92102,32.716007,-117.117462,0,69,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,Stayed,,
9112-WSNPU,Female,65,No,0,Monterey,93940,36.362741,-121.869685,0,35,None,Yes,16.91,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.55,2419,0,0,591.85,3010.85,Stayed,,
9114-AAFQH,Female,27,Yes,0,North Highlands,95660,38.671295,-121.388251,6,48,Offer B,Yes,49.88,No,Yes,DSL,42,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,65.65,3094.65,0,0,2394.24,5488.89,Stayed,,
9114-DPSIA,Male,22,Yes,3,Stockton,95205,37.965695,-121.260051,8,72,None,Yes,2.73,Yes,Yes,DSL,59,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,81,5750,0,0,196.56,5946.56,Stayed,,
9114-VEPUF,Male,19,Yes,0,Redwood City,94065,37.527497,-122.230941,4,62,Offer B,Yes,30.51,Yes,Yes,Fiber Optic,41,Yes,Yes,No,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,96.1,6001.45,0,0,1891.62,7893.07,Stayed,,
9115-YQHGA,Male,26,No,0,Lemoore,93245,36.303666,-119.825657,0,40,Offer B,Yes,34.49,No,Yes,DSL,73,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,51.1,2092.9,0,0,1379.6,3472.5,Stayed,,
9117-SHLZX,Male,36,No,0,Fremont,94538,37.505768,-121.962472,0,1,None,Yes,10.41,No,Yes,DSL,17,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,45.7,45.7,0,0,10.41,56.11,Churned,Dissatisfaction,Poor expertise of phone support
9121-PHQSR,Male,69,Yes,0,Stratford,93266,36.175255,-119.813805,6,16,Offer D,Yes,48.41,Yes,Yes,Fiber Optic,6,No,No,No,No,Yes,No,No,Yes,Two Year,Yes,Credit Card,85.05,1391.15,0,0,774.56,2165.71,Stayed,,
9122-UMROB,Male,29,No,0,Los Angeles,90010,34.062125,-118.315709,0,1,None,Yes,10.84,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.3,20.3,0,0,10.84,31.14,Joined,,
9124-LHCJQ,Female,22,No,0,Los Angeles,90057,34.061918,-118.277939,0,1,None,Yes,31.03,Yes,Yes,Fiber Optic,27,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,85.45,85.45,0,0,31.03,116.48,Churned,Price,Price too high
9127-FHJBZ,Male,60,Yes,3,Vallecito,95251,38.055562,-120.456298,1,72,None,Yes,32.47,Yes,Yes,Fiber Optic,76,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,114,8093.15,0,0,2337.84,10430.99,Stayed,,
9127-QRZMH,Male,39,Yes,0,Santa Ana,92706,33.765893,-117.881533,1,44,None,Yes,17.61,No,Yes,DSL,24,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,-9,2603.95,0,0,774.84,3378.79,Stayed,,
9128-CPXKI,Female,36,No,0,Nicolaus,95659,38.788898,-121.608624,0,59,None,Yes,30.44,No,Yes,Fiber Optic,30,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,95.8,5655.45,0,0,1795.96,7451.41,Stayed,,
9129-UXERG,Female,65,No,0,Van Nuys,91405,34.202494,-118.448048,0,18,None,Yes,1.27,Yes,Yes,Fiber Optic,3,No,Yes,No,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Credit Card,103.6,1806.35,0,10,22.86,1839.21,Stayed,,
9133-AYJZG,Female,40,No,0,Mill Valley,94941,37.901371,-122.572024,0,23,None,Yes,14.45,Yes,Yes,Fiber Optic,19,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,98.7,2249.1,0,0,332.35,2581.45,Stayed,,
9134-CEQMF,Male,75,Yes,0,Nice,95464,39.12334,-122.838198,1,7,Offer E,Yes,13.63,No,Yes,Fiber Optic,27,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.5,676.7,0,0,95.41,772.11,Churned,Dissatisfaction,Network reliability
9134-WYRVP,Male,51,No,0,Suisun City,94585,38.197907,-122.017258,0,51,Offer B,Yes,27.3,No,Yes,Fiber Optic,13,Yes,No,No,No,Yes,No,No,Yes,One Year,No,Credit Card,86.35,4267.15,0,0,1392.3,5659.45,Stayed,,
9135-HSWOC,Male,28,Yes,1,Fremont,94555,37.555473,-122.080312,3,64,Offer B,Yes,14.93,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,19.7,1274.05,0,0,955.52,2229.57,Stayed,,
9135-MGVPY,Male,41,Yes,0,Sanger,93657,36.819628,-119.440414,10,69,None,Yes,48.37,No,Yes,DSL,7,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,84.7,5878.9,0,0,3337.53,9216.43,Stayed,,
9136-ALYBR,Male,44,No,0,Fontana,92337,34.049671,-117.468896,0,1,None,No,,,Yes,Cable,2,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,24.45,24.45,0,0,0,24.45,Churned,Price,Extra data charges
9137-NOQKA,Male,80,No,0,South San Francisco,94080,37.654436,-122.426468,0,2,None,Yes,7.03,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.2,37.2,0,0,14.06,51.26,Joined,,
9137-UIYPG,Female,33,Yes,3,Butte City,95920,39.449794,-121.936372,1,35,None,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,Stayed,,
9138-EFSMO,Male,54,Yes,3,Orosi,93647,36.600185,-119.175655,3,26,None,Yes,24.17,No,Yes,Fiber Optic,75,No,No,No,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,78.95,2034.25,0,0,628.42,2662.67,Stayed,,
9139-TWBAS,Female,34,Yes,0,Los Angeles,90014,34.043144,-118.251977,10,26,None,No,,,Yes,Cable,28,Yes,Yes,Yes,No,Yes,No,No,No,One Year,No,Bank Withdrawal,47.85,1190.5,0,80,0,1270.5,Stayed,,
9139-WQQDY,Female,35,Yes,0,San Diego,92117,32.825086,-117.199424,1,49,None,Yes,26.37,Yes,Yes,Fiber Optic,19,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Mailed Check,100.45,4941.8,0,0,1292.13,6233.93,Churned,Dissatisfaction,Poor expertise of online support
9140-CZQZZ,Female,38,Yes,0,Lee Vining,93541,37.890145,-119.184087,7,68,Offer A,Yes,47.95,No,Yes,DSL,14,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,79.6,5515.8,0,0,3260.6,8776.4,Stayed,,
9142-KZXOP,Male,41,No,0,Sylmar,91342,34.321621,-118.399841,0,44,Offer B,Yes,1.7,No,Yes,Fiber Optic,28,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,68.85,2958.95,0,0,74.8,3033.75,Stayed,,
9142-XMYJH,Female,46,No,0,Fresno,93721,36.732694,-119.783786,0,29,None,Yes,2.76,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.35,601.6,0,0,80.04,681.64,Stayed,,
9143-CANJF,Female,29,Yes,3,Topaz,96133,38.636052,-119.489162,7,24,None,Yes,27.37,No,Yes,DSL,85,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55.15,1319.85,0,0,656.88,1976.73,Stayed,,
9146-JRIOX,Female,47,Yes,1,Shaver Lake,93664,37.223,-119.001021,1,14,None,Yes,31.7,Yes,No,,,,,,,,,,,Month-to-Month,No,Credit Card,25.55,372.45,0,0,443.8,816.25,Stayed,,
9150-HEPMB,Male,57,No,0,Corona,92882,33.819385,-117.600213,0,56,None,Yes,21.61,No,Yes,Cable,27,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,52.7,3019.7,0,0,1210.16,4229.86,Stayed,,
9150-KPBJQ,Female,43,No,0,Los Angeles,90062,34.003553,-118.308933,0,6,None,Yes,29.09,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.65,116.85,0,0,174.54,291.39,Stayed,,
9152-AMKAK,Male,50,No,0,Coalinga,93210,36.186867,-120.387793,0,6,Offer E,Yes,22.95,No,Yes,Cable,10,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,80.25,493.4,0,0,137.7,631.1,Stayed,,
9153-BTBVV,Female,61,Yes,0,San Francisco,94121,37.776718,-122.495781,1,71,Offer A,Yes,48.01,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25,1753,0,0,3408.71,5161.71,Stayed,,
9154-QDGTH,Male,20,Yes,2,Kettleman City,93239,35.996923,-120.000951,0,43,None,Yes,22.83,Yes,Yes,Fiber Optic,47,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,104.3,4451.85,0,0,981.69,5433.54,Stayed,,
9158-VCTQB,Female,41,Yes,0,Los Angeles,90023,34.017697,-118.200577,1,41,None,Yes,5.01,Yes,Yes,Fiber Optic,10,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,113.6,4594.95,0,0,205.41,4800.36,Churned,Price,Extra data charges
9163-GHAYE,Female,34,No,0,Stockton,95204,37.974498,-121.319568,0,15,None,Yes,31.68,No,Yes,Cable,23,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,48.85,736.8,0,0,475.2,1212,Stayed,,
9167-APMXZ,Female,23,No,0,Long Beach,90810,33.819814,-118.222416,0,22,None,Yes,19.2,Yes,Yes,Fiber Optic,41,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,84.15,1821.95,0,60,422.4,2304.35,Stayed,,
9168-INPSZ,Female,75,Yes,0,Port Hueneme,93041,34.110124,-119.100972,10,44,None,Yes,20.83,Yes,Yes,Fiber Optic,9,No,No,Yes,Yes,Yes,Yes,No,Yes,Two Year,No,Bank Withdrawal,104.15,4495.65,0,0,916.52,5412.17,Stayed,,
9169-BSVIN,Male,21,No,0,Winchester,92596,33.657433,-117.04254,0,12,None,Yes,18.52,Yes,Yes,DSL,53,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,74.75,827.05,0,0,222.24,1049.29,Stayed,,
9170-ARBTB,Female,41,Yes,0,Felton,95018,37.089111,-122.062213,0,52,None,Yes,8.25,No,No,,,,,,,,,,,One Year,No,Credit Card,19.6,1012.4,46.07,0,429,1395.33,Stayed,,
9170-CCKOU,Male,62,Yes,0,Fremont,94539,37.516791,-121.899117,1,17,Offer D,Yes,12.06,Yes,Yes,Fiber Optic,9,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Credit Card,90.2,1454.15,0,0,205.02,1659.17,Churned,Dissatisfaction,Product dissatisfaction
9170-GYZJC,Female,42,Yes,3,Vallecito,95251,38.055562,-120.456298,1,41,None,Yes,45.26,Yes,Yes,Cable,56,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,79.9,3326.2,0,0,1855.66,5181.86,Churned,Price,Price too high
9172-ANCRX,Female,35,No,0,Carson,90745,33.822295,-118.26411,0,10,Offer D,Yes,37.36,Yes,Yes,Fiber Optic,28,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,98.7,973.25,0,0,373.6,1346.85,Churned,Attitude,Attitude of support person
9172-JITSM,Female,47,Yes,0,Palm Desert,92211,33.762759,-116.324817,1,26,None,Yes,15.37,No,Yes,Fiber Optic,11,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.8,2361.8,0,0,399.62,2761.42,Churned,Other,Don't know
9173-IVZVP,Female,48,Yes,3,Sherman Oaks,91403,34.147149,-118.463365,1,53,None,Yes,43.71,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.9,1146.05,0,0,2316.63,3462.68,Stayed,,
9174-FKWZE,Female,70,No,0,Sacramento,95819,38.567594,-121.437507,0,1,None,Yes,22.92,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.45,19.45,0,0,22.92,42.37,Churned,Dissatisfaction,Limited range of services
9174-IHETN,Female,45,No,2,Goodyears Bar,95944,39.564113,-120.868836,0,50,Offer B,Yes,36.11,No,Yes,Fiber Optic,20,No,No,No,No,No,No,No,Yes,Two Year,No,Credit Card,70.35,3533.6,0,0,1805.5,5339.1,Stayed,,
9178-JHUVJ,Male,19,Yes,3,Newbury Park,91320,34.172071,-118.946262,1,24,Offer C,Yes,1.14,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,24.1,587.4,0,0,27.36,614.76,Stayed,,
9184-GALIL,Female,26,Yes,2,Mccloud,96057,41.251322,-122.105209,6,38,None,Yes,2.86,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.45,781.25,0,0,108.68,889.93,Stayed,,
9185-TQCVP,Male,27,Yes,0,Albany,94706,37.890274,-122.295192,1,14,None,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,Churned,Dissatisfaction,Poor expertise of phone support
9189-JWSHV,Female,69,Yes,0,Helm,93627,36.520537,-120.118055,1,24,None,Yes,13.38,Yes,Yes,Fiber Optic,12,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,93.55,2264.05,0,0,321.12,2585.17,Churned,Price,Price too high
9190-MFJLN,Male,65,No,0,Vallecito,95251,38.055562,-120.456298,0,19,Offer D,Yes,32.77,No,Yes,Fiber Optic,4,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,95.9,1777.9,0,0,622.63,2400.53,Churned,Competitor,Competitor had better devices
9191-MYQKX,Female,34,Yes,5,Lynwood,90262,33.923573,-118.200669,1,7,None,Yes,8.69,No,Yes,Fiber Optic,53,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.15,496.9,0,0,60.83,557.73,Churned,Dissatisfaction,Service dissatisfaction
9194-GFVOI,Female,25,Yes,0,Tahoma,96142,39.061227,-120.179546,4,42,None,Yes,9.84,Yes,Yes,DSL,52,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,84.35,3571.6,0,0,413.28,3984.88,Stayed,,
9199-PWQVC,Female,38,Yes,0,San Francisco,94124,37.731505,-122.384532,1,63,Offer B,Yes,49.08,Yes,Yes,Cable,24,Yes,Yes,No,No,Yes,Yes,Yes,No,One Year,Yes,Credit Card,79.7,4786.15,0,30,3092.04,7908.19,Stayed,,
9200-NLNPD,Male,20,Yes,0,Orland,95963,39.748037,-122.302169,10,56,None,No,,,Yes,DSL,30,No,No,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,54.05,2959.8,0,40,0,2999.8,Stayed,,
9206-GVPEQ,Male,28,Yes,0,Fresno,93706,36.654614,-119.903674,1,13,None,No,,,Yes,Cable,71,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,54.45,706.85,0,0,0,706.85,Churned,Dissatisfaction,Network reliability
9207-ZPANB,Male,42,No,0,Paradise,95969,39.69676,-121.644379,0,37,Offer C,Yes,13.04,Yes,Yes,DSL,14,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,67.45,2443.3,0,0,482.48,2925.78,Stayed,,
9208-OLGAQ,Female,70,No,0,Berkeley,94709,37.878554,-122.26609,0,18,None,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,Stayed,,
9209-NWPGU,Male,42,No,0,Niland,92257,33.345825,-115.596574,0,44,Offer B,Yes,34.98,No,Yes,Cable,2,Yes,No,No,Yes,Yes,No,No,Yes,One Year,No,Bank Withdrawal,65.4,2774.55,0,0,1539.12,4313.67,Stayed,,
9210-IAHGH,Female,57,No,0,Wendel,96136,40.345949,-120.081187,0,7,Offer E,Yes,23.35,No,Yes,DSL,6,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,70.75,450.8,0,0,163.45,614.25,Churned,Attitude,Attitude of support person
9214-EKVXR,Female,51,No,0,San Francisco,94110,37.750021,-122.415201,0,1,None,Yes,26.15,No,Yes,DSL,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44,44,0,0,26.15,70.15,Joined,,
9220-CXRSC,Female,56,Yes,2,Heber,92249,32.730583,-115.501083,10,69,None,Yes,39.07,Yes,Yes,DSL,19,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,61.4,4059.85,0,0,2695.83,6755.68,Stayed,,
9220-ZNKJI,Female,67,Yes,0,Cobb,95426,38.838088,-122.73203,5,55,None,Yes,33.21,No,Yes,Fiber Optic,4,No,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,88.8,4805.3,0,0,1826.55,6631.85,Stayed,,
9221-OTIVJ,Female,80,No,0,Dunlap,93621,36.789213,-119.140338,0,14,None,Yes,29.96,Yes,Yes,Fiber Optic,7,No,Yes,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,104.85,1531.4,0,0,419.44,1950.84,Churned,Dissatisfaction,Product dissatisfaction
9223-UCPVT,Female,49,No,0,Orland,95963,39.748037,-122.302169,0,1,None,Yes,18.34,No,Yes,Fiber Optic,6,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,94.4,94.4,0,0,18.34,112.74,Churned,Price,Lack of affordable download/upload speed
9224-VTYID,Male,30,Yes,3,Walnut Grove,95690,38.240419,-121.587535,10,47,Offer B,Yes,11.74,Yes,Yes,DSL,48,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Mailed Check,90.5,4318.35,0,0,551.78,4870.13,Stayed,,
9225-BZLNZ,Male,64,Yes,0,Los Angeles,90033,34.050198,-118.210946,9,72,None,Yes,16.58,Yes,Yes,DSL,30,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,85.25,6083.1,0,0,1193.76,7276.86,Stayed,,
9227-LUNBG,Female,39,No,0,Pescadero,94060,37.22565,-122.297533,0,1,None,No,,,Yes,DSL,12,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,24.6,24.6,0,0,0,24.6,Churned,Price,Price too high
9227-UAQFT,Male,40,No,0,North Hollywood,91606,34.187599,-118.387125,0,16,Offer D,Yes,40.17,No,No,,,,,,,,,,,Two Year,No,Mailed Check,19.75,284.35,0,0,642.72,927.07,Stayed,,
9227-YBAXE,Female,23,Yes,2,Palm Desert,92260,33.694501,-116.412711,0,65,Offer B,Yes,4.75,Yes,Yes,DSL,69,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,82.5,5215.1,0,40,308.75,5563.85,Stayed,,
9229-RQABD,Male,45,No,0,Salton City,92275,33.28156,-115.955541,0,18,Offer D,Yes,12.97,Yes,No,,,,,,,,,,,One Year,No,Credit Card,23.75,424.5,0,0,233.46,657.96,Stayed,,
9231-ZJYAM,Female,65,No,0,Squaw Valley,93675,36.719141,-119.202677,0,4,None,Yes,36.93,No,Yes,Fiber Optic,18,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.85,292.8,0,0,147.72,440.52,Churned,Other,Moved
9233-PSYHO,Female,68,No,0,Ontario,91762,34.057256,-117.667677,0,45,Offer B,Yes,6.9,Yes,Yes,Fiber Optic,20,No,No,Yes,No,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,100.15,4459.8,0,0,310.5,4770.3,Stayed,,
9236-NDUCW,Female,34,No,0,Bella Vista,96008,40.722733,-122.109666,0,21,Offer D,No,,,Yes,DSL,4,Yes,No,No,Yes,No,No,No,Yes,Two Year,No,Credit Card,35.1,770.4,0,0,0,770.4,Stayed,,
9237-HQITU,Female,19,No,2,Los Angeles,90005,34.059281,-118.30742,0,2,None,Yes,9.12,No,Yes,Fiber Optic,51,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.7,151.65,0,0,18.24,169.89,Churned,Other,Moved
9239-GZHZE,Female,25,Yes,0,Carpinteria,93013,34.441398,-119.513163,6,72,Offer A,Yes,24.85,Yes,Yes,Fiber Optic,47,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,113.65,8124.2,0,0,1789.2,9913.4,Stayed,,
9239-ZBZZV,Female,23,No,0,Los Angeles,90011,34.00709,-118.258681,0,6,Offer E,No,,,Yes,DSL,71,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,47.95,305.1,0,0,0,305.1,Churned,Competitor,Competitor had better devices
9242-TKFSV,Male,53,Yes,0,Browns Valley,95918,39.292334,-121.320597,7,72,Offer A,No,,,Yes,DSL,15,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,65.1,4754.3,0,0,0,4754.3,Stayed,,
9244-ZVAPM,Male,36,No,0,Garden Grove,92845,33.782955,-118.026456,0,1,None,Yes,37.44,No,Yes,DSL,9,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,45.6,45.6,0,0,37.44,83.04,Joined,,
9248-OJYKK,Male,74,No,0,San Diego,92121,32.898613,-117.202937,0,1,None,Yes,3.84,Yes,Yes,Fiber Optic,13,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,76.45,76.45,0,10,3.84,90.29,Churned,Competitor,Competitor made better offer
9249-FXSCK,Female,20,No,0,Acampo,95220,38.200231,-121.235034,0,52,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,Churned,Competitor,Competitor offered more data
9250-WYPLL,Female,20,No,0,Fallbrook,92028,33.362575,-117.299644,0,5,None,Yes,35.22,Yes,Yes,Fiber Optic,58,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Bank Withdrawal,75.55,413.65,0,0,176.1,589.75,Churned,Competitor,Competitor made better offer
9251-AWQGT,Female,19,Yes,3,Palmdale,93591,34.598221,-117.79593,2,48,None,Yes,9.77,No,No,,,,,,,,,,,Two Year,No,Credit Card,20,935.9,0,0,468.96,1404.86,Stayed,,
9251-WNSOD,Female,23,Yes,0,Bakersfield,93311,35.16207,-119.194488,10,67,Offer A,Yes,4.71,Yes,Yes,DSL,58,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Mailed Check,75.1,5064.45,0,0,315.57,5380.02,Stayed,,
9253-QXKBE,Male,73,Yes,0,Morgan Hill,95037,37.161544,-121.649371,1,29,None,Yes,6.25,Yes,Yes,Fiber Optic,21,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.45,2653.65,0,0,181.25,2834.9,Churned,Competitor,Competitor had better devices
9253-VIFJQ,Male,50,Yes,0,Chualar,93925,36.596271,-121.442274,6,65,Offer B,Yes,39.49,Yes,Yes,DSL,18,Yes,Yes,Yes,No,No,No,No,Yes,One Year,No,Credit Card,67.05,4309.55,0,0,2566.85,6876.4,Stayed,,
9254-RBFON,Female,38,Yes,0,Klamath River,96050,41.816595,-122.948287,1,17,Offer D,Yes,5.4,No,Yes,Fiber Optic,8,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,98.6,1704.95,0,0,91.8,1796.75,Churned,Competitor,Competitor had better devices
9256-JTBNZ,Female,40,No,0,Potter Valley,95469,39.408634,-123.045516,0,11,None,Yes,48.92,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.3,246.3,0,0,538.12,784.42,Stayed,,
9257-AZMTZ,Female,22,Yes,1,Glendale,91205,34.13658,-118.245839,10,52,None,Yes,2.44,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,20.1,1078.75,17.05,0,126.88,1188.58,Stayed,,
9258-CNWAC,Female,23,Yes,2,Long Beach,90813,33.781086,-118.199049,2,71,Offer A,Yes,4.32,Yes,Yes,Fiber Optic,41,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,113.65,8166.8,0,0,306.72,8473.52,Stayed,,
9259-PACGQ,Female,19,Yes,0,Los Angeles,90026,34.078991,-118.263804,1,34,None,Yes,41.32,Yes,Yes,Cable,71,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,62.65,2274.9,0,0,1404.88,3679.78,Churned,Competitor,Competitor had better devices
9261-WDCAF,Male,64,No,0,Bonita,91902,32.67117,-117.00232,0,3,None,Yes,33.53,No,Yes,DSL,30,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,-5,189.1,0,0,100.59,289.69,Joined,,
9269-CQOOL,Male,58,No,0,Trinidad,95570,41.162295,-124.027381,0,3,Offer E,Yes,2.88,No,Yes,DSL,17,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,54.7,169.45,0,0,8.64,178.09,Churned,Competitor,Competitor had better devices
9272-LSVYH,Male,23,No,0,Courtland,95615,38.311609,-121.554034,0,10,None,Yes,4.29,No,Yes,Fiber Optic,85,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,70.15,735.5,0,0,42.9,778.4,Stayed,,
9274-CNFMO,Male,76,Yes,0,Pacoima,91331,34.255442,-118.421314,1,4,None,Yes,28.11,Yes,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.95,308.7,0,0,112.44,421.14,Churned,Competitor,Competitor offered more data
9274-UARKJ,Female,60,No,0,Modesto,95351,37.621458,-121.012295,0,15,None,Yes,10.43,No,Yes,Fiber Optic,29,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.2,1130,0,0,156.45,1286.45,Stayed,,
9277-JOOMO,Female,27,No,0,Garberville,95542,40.057784,-123.679461,0,3,None,Yes,26.33,Yes,No,,,,,,,,,,,Month-to-Month,No,Credit Card,24.6,86.35,0,0,78.99,165.34,Joined,,
9278-VZKCD,Female,67,Yes,0,Norco,92860,33.925833,-117.559639,1,52,None,Yes,4.11,Yes,Yes,Fiber Optic,17,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,109.1,5647.95,0,0,213.72,5861.67,Stayed,,
9279-CJEOJ,Female,77,No,0,Anaheim,92801,33.844983,-117.952151,0,21,None,Yes,37.4,Yes,Yes,Fiber Optic,16,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,95.4,2025.1,0,0,785.4,2810.5,Stayed,,
9281-CEDRU,Female,23,Yes,0,Salton City,92275,33.28156,-115.955541,2,68,None,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,Stayed,,
9281-OFDMF,Male,76,No,0,Meadow Valley,95956,39.937017,-121.058043,0,39,None,Yes,20.06,Yes,Yes,Fiber Optic,3,No,Yes,No,No,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,90.7,3413.25,0,0,782.34,4195.59,Stayed,,
9281-PKKZE,Female,47,Yes,0,Azusa,91702,34.174493,-117.87068,1,46,None,No,,,Yes,DSL,8,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,43.95,2007.85,0,0,0,2007.85,Stayed,,
9282-IZGQK,Female,51,No,0,Irvine,92612,33.643095,-117.810896,0,1,Offer E,Yes,30.52,Yes,Yes,Fiber Optic,30,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85,85,0,0,30.52,115.52,Churned,Other,Don't know
9283-LZQOH,Male,36,Yes,0,Antelope,95843,38.715498,-121.363411,1,13,None,Yes,2.92,Yes,Yes,Fiber Optic,21,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.4,896.75,0,0,37.96,934.71,Churned,Competitor,Competitor made better offer
9286-BHDQG,Male,46,Yes,0,Thousand Oaks,91362,34.191842,-118.822796,11,72,Offer A,No,,,Yes,DSL,17,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,45.25,3139.8,0,0,0,3139.8,Stayed,,
9286-DOJGF,Female,66,Yes,0,Lotus,95651,38.815515,-120.916997,5,38,None,Yes,15.78,Yes,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.95,2869.85,0,0,599.64,3469.49,Churned,Dissatisfaction,Product dissatisfaction
9289-LBQVU,Male,24,Yes,0,Hemet,92545,33.734933,-117.044145,5,64,None,Yes,32.93,Yes,Yes,DSL,26,No,Yes,No,Yes,No,Yes,Yes,Yes,One Year,Yes,Credit Card,70.15,4480.7,0,0,2107.52,6588.22,Stayed,,
9290-SHCMB,Female,74,No,0,Brownsville,95919,39.440687,-121.263583,0,13,None,Yes,26.68,No,Yes,Fiber Optic,24,No,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,96.85,1235.55,0,0,346.84,1582.39,Stayed,,
9294-TDIPC,Male,59,No,1,San Diego,92110,32.76501,-117.19938,0,5,Offer E,Yes,12.22,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,-10,83.75,0,0,61.1,144.85,Stayed,,
9297-EONCV,Female,47,No,0,Fremont,94536,37.572273,-121.964583,0,72,Offer A,Yes,44.21,Yes,Yes,DSL,22,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,91.35,6697.2,0,0,3183.12,9880.32,Stayed,,
9297-FVVDH,Female,33,Yes,0,Hemet,92545,33.734933,-117.044145,2,57,Offer B,Yes,10.05,Yes,Yes,DSL,16,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.5,4845.4,0,0,572.85,5418.25,Stayed,,
9298-WGMRW,Female,26,Yes,0,Echo Lake,95721,38.851842,-120.076204,4,72,Offer A,Yes,24.32,Yes,Yes,Fiber Optic,76,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,115.5,8312.75,0,0,1751.04,10063.79,Stayed,,
9300-AGZNL,Male,76,No,0,Elk Creek,95939,39.53222,-122.594879,0,1,None,Yes,21.85,Yes,Yes,Fiber Optic,29,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94,94,0,0,21.85,115.85,Churned,Dissatisfaction,Product dissatisfaction
9300-RENDD,Male,56,No,0,Cedar Glen,92321,34.255203,-117.175654,0,1,Offer E,Yes,3.13,No,Yes,Fiber Optic,5,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.95,79.95,0,0,3.13,83.08,Churned,Attitude,Attitude of support person
9305-CDSKC,Female,31,No,2,Los Angeles,90006,34.048013,-118.293953,0,8,None,Yes,12.15,Yes,Yes,Cable,26,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,99.65,820.5,0,0,97.2,917.7,Churned,Other,Moved
9306-CPCBC,Female,44,No,0,Moreno Valley,92555,33.907361,-117.109972,0,3,None,Yes,35.54,Yes,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.25,210.3,0,0,106.62,316.92,Churned,Competitor,Competitor made better offer
9308-ANMVE,Male,52,No,2,Los Olivos,93441,34.70434,-120.02609,0,47,Offer B,Yes,25.25,No,Yes,Cable,17,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,55.3,2654.05,0,0,1186.75,3840.8,Stayed,,
9309-BZGNT,Male,69,Yes,0,Pine Valley,91962,32.800671,-116.483363,7,69,None,No,,,Yes,DSL,13,No,No,Yes,No,No,No,No,Yes,One Year,Yes,Credit Card,29.8,2134.3,0,0,0,2134.3,Stayed,,
9313-CDOGY,Male,40,Yes,2,Imperial Beach,91932,32.579134,-117.119009,3,38,None,Yes,24.16,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.6,717.3,0,0,918.08,1635.38,Stayed,,
9313-QOLTZ,Male,31,No,0,Chester,96020,40.243494,-121.154733,0,26,Offer C,Yes,31.73,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.9,518.3,0,0,824.98,1343.28,Stayed,,
9314-IJWSQ,Female,46,Yes,3,Meridian,95957,39.068071,-121.832638,1,14,Offer D,Yes,26.58,Yes,Yes,Fiber Optic,53,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.8,1203.9,0,0,372.12,1576.02,Stayed,,
9314-QDMDW,Male,29,No,0,Los Alamos,93440,34.758699,-120.275839,0,11,Offer D,Yes,27.84,No,Yes,Cable,59,No,Yes,No,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,61.25,729.95,0,0,306.24,1036.19,Stayed,,
9317-WZPGV,Female,74,No,0,Paskenta,96074,39.884395,-122.587513,0,2,Offer E,Yes,39.63,No,Yes,Fiber Optic,23,No,No,No,No,No,Yes,No,No,Month-to-Month,Yes,Bank Withdrawal,79.75,159.4,0,10,79.26,248.66,Churned,Price,Extra data charges
9318-NKNFC,Male,53,No,0,Twain,95984,40.022184,-121.062384,0,1,None,Yes,40.49,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,18.85,18.85,0,0,40.49,59.34,Churned,Dissatisfaction,Service dissatisfaction
9323-HGFWY,Female,55,Yes,0,Porter Ranch,91326,34.281911,-118.556218,0,27,Offer C,Yes,20.02,No,Yes,Fiber Optic,27,Yes,No,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,101.9,2681.15,0,0,540.54,3221.69,Stayed,,
9327-QSDED,Male,44,No,0,Quincy,95971,39.971228,-121.041166,0,8,None,Yes,7.02,No,Yes,DSL,23,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,43.55,335.4,0,10,56.16,401.56,Stayed,,
9330-DHBFL,Female,29,Yes,0,San Jose,95130,37.277592,-121.986477,4,23,None,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,Stayed,,
9330-IJWIO,Female,54,No,0,Kirkwood,95646,38.631489,-120.015167,0,13,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,Churned,Price,Price too high
9330-VOFSZ,Female,34,Yes,0,Princeton,95970,39.424957,-122.039307,1,60,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,Stayed,,
9332-GYWLO,Female,23,Yes,2,Fall River Mills,96028,41.017282,-121.468945,3,6,None,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,Stayed,,
9334-GWGOW,Male,68,Yes,0,Mc Kittrick,93251,35.38381,-119.730885,2,7,None,Yes,6.81,Yes,Yes,Fiber Optic,13,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,-4,485.25,0,0,47.67,532.92,Stayed,,
9337-SRRNI,Male,64,No,3,Rio Oso,95674,38.954144,-121.482536,0,66,Offer A,Yes,23.81,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.3,1673.8,0,0,1571.46,3245.26,Stayed,,
9339-FIIJL,Male,57,Yes,0,Avenal,93204,35.916943,-120.129921,2,72,Offer A,Yes,10.97,Yes,Yes,DSL,30,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,85.95,6151.9,0,0,789.84,6941.74,Stayed,,
9342-VNIMQ,Male,62,No,0,La Honda,94020,37.285677,-122.224165,0,33,Offer C,Yes,5.91,Yes,Yes,DSL,5,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.65,1665.2,0,0,195.03,1860.23,Stayed,,
9347-AERRL,Male,60,Yes,0,Desert Hot Springs,92240,33.948558,-116.516976,3,23,None,Yes,36.14,No,No,,,,,,,,,,,One Year,No,Credit Card,19.3,486.2,0,0,831.22,1317.42,Stayed,,
9348-ROUAI,Female,50,Yes,2,Honeydew,95545,40.342928,-124.063329,5,59,Offer B,Yes,47.05,Yes,Yes,Cable,24,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,90.3,5194.05,0,0,2775.95,7970,Stayed,,
9348-YVOMK,Male,28,No,0,Anaheim,92802,33.807864,-117.923782,0,4,Offer E,Yes,43.77,No,Yes,DSL,41,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,44.8,176.2,0,0,175.08,351.28,Stayed,,
9350-VLHMB,Male,38,Yes,3,Volcano,95689,38.481902,-120.603668,4,67,Offer A,Yes,6.15,Yes,Yes,Fiber Optic,53,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.55,6373.1,0,0,412.05,6785.15,Stayed,,
9350-ZXYJC,Female,24,No,0,La Crescenta,91214,34.239636,-118.245259,0,4,Offer E,Yes,9.75,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.3,116.95,0,0,39,155.95,Stayed,,
9351-HXDMR,Male,37,Yes,0,Lytle Creek,92358,34.238162,-117.534306,6,72,Offer A,Yes,46.16,Yes,Yes,Fiber Optic,14,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,110.9,8240.85,0,0,3323.52,11564.37,Stayed,,
9351-LZYGF,Female,56,Yes,0,Bodega,94922,38.343282,-122.9755,4,42,None,Yes,36.35,Yes,Yes,DSL,30,Yes,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,66.4,2727.8,0,0,1526.7,4254.5,Stayed,,
9355-NPPFS,Female,70,No,0,Fremont,94538,37.505768,-121.962472,0,26,None,Yes,19.21,No,Yes,Fiber Optic,15,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,78.8,2006.1,0,0,499.46,2505.56,Stayed,,
9356-AXGMP,Male,59,Yes,0,Somerset,95684,38.606703,-120.586659,9,38,Offer C,Yes,42.08,Yes,Yes,Fiber Optic,15,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,110.7,4428.6,0,0,1599.04,6027.64,Stayed,,
9357-UJRUN,Male,50,Yes,0,Carlotta,95528,40.497283,-123.93037,5,24,None,Yes,34.01,Yes,Yes,Cable,4,Yes,No,No,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,58.35,1346.9,0,0,816.24,2163.14,Stayed,,
9359-JANWS,Female,22,Yes,0,North Hills,91343,34.238802,-118.482296,5,65,None,Yes,34.31,No,Yes,DSL,71,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,58.9,3857.1,0,0,2230.15,6087.25,Stayed,,
9359-UGBTK,Female,63,No,0,Lockeford,95237,38.166791,-121.14207,0,67,None,Yes,5.39,No,Yes,Cable,9,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,72.35,4991.5,0,0,361.13,5352.63,Stayed,,
9360-AHGNL,Female,74,Yes,0,Concord,94519,37.990118,-122.012188,7,43,Offer B,Yes,8.75,Yes,Yes,Fiber Optic,13,Yes,No,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Credit Card,109.55,4830.25,0,0,376.25,5206.5,Churned,Dissatisfaction,Limited range of services
9360-OMDZZ,Male,60,No,0,Herald,95638,38.313447,-121.123886,0,24,Offer C,Yes,30.42,Yes,Yes,Fiber Optic,14,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.1,2322.85,0,110,730.08,3162.93,Stayed,,
9361-YNQWJ,Female,36,No,0,Oakland,94609,37.834341,-122.26437,0,64,Offer B,Yes,15.93,Yes,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,24.4,1601.2,0,0,1019.52,2620.72,Stayed,,
9362-MWODR,Female,63,No,1,San Mateo,94404,37.556094,-122.272437,0,40,None,Yes,20.13,No,Yes,DSL,10,Yes,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,64.1,2460.35,0,0,805.2,3265.55,Stayed,,
9364-YKUVW,Male,53,No,0,Valley Center,92082,33.25283,-116.986079,0,15,None,Yes,16.13,No,No,,,,,,,,,,,Month-to-Month,Yes,Mailed Check,19.8,309.4,0,0,241.95,551.35,Stayed,,
9365-CSLBQ,Male,36,No,3,Richgrove,93261,35.809921,-119.127437,0,71,None,Yes,4.89,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.35,1654.6,0,0,347.19,2001.79,Stayed,,
9365-SRSZE,Male,71,Yes,0,Los Angeles,90036,34.070291,-118.349191,0,27,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,Stayed,,
9367-OIUXP,Male,28,No,0,Laton,93242,36.444232,-119.718285,0,4,None,Yes,45.37,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.7,73.05,0,0,181.48,254.53,Stayed,,
9367-TCUYN,Female,25,No,0,Los Angeles,90066,34.002028,-118.430656,0,12,Offer D,Yes,8.82,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.1,223.6,0,0,105.84,329.44,Stayed,,
9367-WXLCH,Male,51,No,2,Glendale,91204,34.136306,-118.26036,0,8,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,Churned,Price,Extra data charges
9369-XFEHK,Female,76,Yes,0,Pleasanton,94566,37.633361,-121.862395,1,33,None,Yes,33.19,Yes,Yes,Cable,15,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.6,2656.5,0,0,1095.27,3751.77,Churned,Competitor,Competitor offered more data
9371-BITHB,Female,27,Yes,1,Gustine,95322,37.147198,-121.120161,1,52,Offer B,Yes,3.41,No,No,,,,,,,,,,,Two Year,No,Mailed Check,19.85,1070.5,0,0,177.32,1247.82,Stayed,,
9372-TXXPS,Female,49,Yes,0,Burson,95225,38.183918,-120.898817,7,60,Offer B,Yes,41.4,No,Yes,Cable,21,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,59.85,3483.45,0,0,2484,5967.45,Stayed,,
9373-WSLOY,Male,80,Yes,0,Carlsbad,92008,33.148116,-117.306043,1,33,None,No,,,Yes,DSL,4,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,50,1750.85,0,0,0,1750.85,Stayed,,
9374-YOLBJ,Female,29,Yes,5,Upper Lake,95485,39.220368,-122.907693,9,1,Offer E,Yes,25.1,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,19.25,19.25,0,0,25.1,44.35,Joined,,
9375-MHRRS,Male,37,No,0,San Jose,95125,37.294926,-121.894763,0,6,Offer E,Yes,23.01,No,Yes,DSL,13,No,No,No,Yes,No,No,No,No,Month-to-Month,No,Credit Card,50.05,288.35,0,40,138.06,466.41,Stayed,,
9378-FXTIZ,Female,50,Yes,0,San Diego,92119,32.802959,-117.027095,1,54,None,Yes,42.1,Yes,Yes,DSL,12,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,70.15,3715.65,0,0,2273.4,5989.05,Churned,Dissatisfaction,Network reliability
9381-NDKME,Female,74,Yes,0,El Monte,91731,34.079934,-118.046695,1,24,Offer C,No,,,Yes,Cable,29,No,No,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Credit Card,40.65,933.3,0,0,0,933.3,Churned,Dissatisfaction,Limited range of services
9385-EHGDO,Female,37,Yes,1,Lakeside,92040,32.909873,-116.906774,5,35,None,Yes,9.04,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.85,739.35,2.29,0,316.4,1053.46,Stayed,,
9385-NXKDA,Female,53,Yes,0,Hesperia,92345,34.361387,-117.337509,7,72,Offer A,Yes,17.28,Yes,Yes,DSL,11,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,82.65,5919.35,0,0,1244.16,7163.51,Stayed,,
9386-LDCZR,Male,19,No,0,San Ardo,93450,35.996008,-120.85305,0,43,Offer B,Yes,36.78,No,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,90.65,3882.3,0,0,1581.54,5463.84,Stayed,,
9388-ZEYVT,Male,63,No,0,Gardena,90247,33.890853,-118.297967,0,43,Offer B,No,,,Yes,DSL,11,No,No,Yes,Yes,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,-6,1931.3,0,0,0,1931.3,Stayed,,
9389-ACWBI,Female,47,Yes,2,Richvale,95974,39.495768,-121.747472,1,5,None,Yes,1.38,No,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,69.95,320.4,0,0,6.9,327.3,Stayed,,
9391-DXGGG,Female,70,No,0,Sacramento,95832,38.445939,-121.496855,0,44,Offer B,Yes,35.39,No,Yes,Fiber Optic,19,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,89.15,3990.75,0,0,1557.16,5547.91,Stayed,,
9391-EOYLI,Male,77,Yes,0,Lewiston,96052,40.704293,-122.803899,1,12,Offer D,Yes,6.97,No,Yes,Fiber Optic,19,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.45,950.2,0,0,83.64,1033.84,Churned,Competitor,Competitor made better offer
9391-LMANN,Male,38,No,3,Pico Rivera,90660,33.989524,-118.089299,0,53,Offer B,Yes,33.74,No,Yes,Fiber Optic,56,Yes,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,95.95,5036.9,0,0,1788.22,6825.12,Stayed,,
9391-TTOYH,Female,33,No,0,Oakland,94611,37.828416,-122.216005,0,23,Offer D,Yes,13.98,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.5,470.2,0,0,321.54,791.74,Stayed,,
9391-YZEJW,Female,42,No,0,Mountain View,94043,37.419725,-122.062947,0,62,Offer B,Yes,32.29,Yes,Yes,Fiber Optic,26,No,No,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,94,5757.2,0,0,2001.98,7759.18,Stayed,,
9392-XBGTD,Male,42,No,2,Aptos,95003,37.013471,-121.877877,0,27,None,Yes,8.55,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.6,581.85,0,0,230.85,812.7,Stayed,,
9396-ZSFLL,Female,64,No,0,Carpinteria,93013,34.441398,-119.513163,0,15,None,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,Stayed,,
9397-TZSHA,Female,24,No,0,Watsonville,95076,36.931654,-121.752383,0,69,Offer A,Yes,36.5,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,24.6,1678.05,28.42,0,2518.5,4168.13,Stayed,,
9398-MMQTO,Male,41,No,0,Borrego Springs,92004,33.200369,-116.192313,0,3,None,Yes,34.8,No,Yes,Fiber Optic,5,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Credit Card,74.45,221.1,0,70,104.4,395.5,Joined,,
9399-APLBT,Female,52,Yes,0,Rialto,92377,34.156758,-117.404686,0,1,None,Yes,21.91,No,Yes,Fiber Optic,8,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.7,74.7,0,0,21.91,96.61,Churned,Competitor,Competitor had better devices
9402-CXWPL,Female,25,No,0,Birds Landing,94512,38.140719,-121.838298,0,70,Offer A,Yes,8.39,Yes,Yes,Fiber Optic,59,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,98.9,6838.6,0,0,587.3,7425.9,Stayed,,
9402-ORRAH,Female,80,No,0,La Canada Flintridge,91011,34.234912,-118.153729,0,15,None,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,Stayed,,
9402-ROUMJ,Female,52,Yes,3,La Habra,90631,33.940619,-117.9513,10,67,Offer A,Yes,3.04,Yes,Yes,Fiber Optic,30,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,100.25,6689,0,0,203.68,6892.68,Stayed,,
9405-GPBBG,Female,42,No,0,Carmel By The Sea,93921,36.554618,-121.922239,0,64,None,Yes,5.68,Yes,Yes,Fiber Optic,24,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,110.5,7069.25,0,60,363.52,7492.77,Stayed,,
9408-HRXRK,Female,63,Yes,1,Annapolis,95412,38.731055,-123.316553,9,45,None,Yes,47.48,Yes,Yes,Fiber Optic,20,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,105.15,4730.9,0,0,2136.6,6867.5,Stayed,,
9408-SSNVZ,Female,39,No,2,Stevenson Ranch,91381,34.364153,-118.615583,0,4,None,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,Churned,Other,Don't know
9411-TPQQV,Female,31,No,0,Santa Barbara,93109,34.406256,-119.726936,0,40,Offer B,No,,,Yes,DSL,28,Yes,No,No,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,54.55,2236.2,11.48,40,0,2264.72,Stayed,,
9412-ARGBX,Female,47,No,0,Downey,90241,33.940884,-118.128628,0,48,None,Yes,29.54,No,Yes,Fiber Optic,29,No,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,95.5,4627.85,0,0,1417.92,6045.77,Churned,Competitor,Competitor made better offer
9412-GHEEC,Male,55,No,0,Murrieta,92563,33.581045,-117.14719,0,40,None,Yes,35.58,Yes,Yes,Fiber Optic,8,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,104.8,4131.95,0,0,1423.2,5555.15,Churned,Competitor,Competitor had better devices
9415-DPEWS,Female,47,No,0,Carmichael,95608,38.626128,-121.328011,0,18,None,Yes,12.67,Yes,Yes,Fiber Optic,23,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.35,1639.3,0,0,228.06,1867.36,Churned,Competitor,Competitor offered more data
9415-TPKRV,Female,62,Yes,3,Dos Rios,95429,39.756049,-123.358701,1,8,Offer E,Yes,12.41,Yes,Yes,DSL,53,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55.75,446.8,0,0,99.28,546.08,Stayed,,
9415-ZNBSX,Female,30,Yes,1,Cool,95614,38.880622,-120.973865,3,70,None,Yes,33.24,Yes,Yes,DSL,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,89,6293.2,0,0,2326.8,8620,Stayed,,
9418-RUKPH,Female,26,Yes,3,Newark,94560,37.504133,-122.032347,7,38,Offer C,Yes,49.9,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.95,756.4,0,0,1896.2,2652.6,Stayed,,
9419-IPPBE,Female,21,Yes,3,Solana Beach,92075,33.001813,-117.263628,4,51,Offer B,Yes,19.9,Yes,Yes,Fiber Optic,59,No,No,Yes,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,90.15,4554.85,0,0,1014.9,5569.75,Stayed,,
9420-LOJKX,Female,34,No,1,Los Angeles,90061,33.92128,-118.274186,0,15,None,Yes,3.96,No,Yes,Fiber Optic,20,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.1,1426.4,0,0,59.4,1485.8,Churned,Competitor,Competitor offered more data
9424-CMPOG,Male,53,Yes,3,Bakersfield,93307,35.280113,-118.962329,9,9,Offer E,Yes,2.68,No,No,,,,,,,,,,,Two Year,No,Mailed Check,19.6,197.4,0,0,24.12,221.52,Stayed,,
9426-SXNHE,Female,23,No,0,Orleans,95556,41.269521,-123.546958,0,2,None,Yes,4.92,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,18.75,53.15,0,0,9.84,62.99,Joined,,
9430-FRQOC,Female,33,No,0,San Diego,92117,32.825086,-117.199424,0,4,None,Yes,32.46,Yes,Yes,Fiber Optic,3,No,No,Yes,Yes,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,87.1,341.45,0,0,129.84,471.29,Churned,Competitor,Competitor made better offer
9430-NKQLY,Male,49,Yes,2,Arcadia,91006,34.137319,-118.029837,7,72,Offer A,Yes,27.93,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.1,1790.8,46.81,0,2010.96,3754.95,Stayed,,
9432-RUVSL,Female,43,No,0,Kirkwood,95646,38.631489,-120.015167,0,48,Offer B,Yes,19.04,No,Yes,Fiber Optic,21,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,102.5,4904.25,0,0,913.92,5818.17,Stayed,,
9432-VOFYX,Male,26,No,0,Delano,93215,35.772244,-119.209689,0,17,Offer D,Yes,35.88,No,Yes,Fiber Optic,52,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.8,1207,0,0,609.96,1816.96,Stayed,,
9435-JMLSX,Male,39,Yes,0,Monte Rio,95462,38.471049,-123.015549,7,71,Offer A,Yes,5.51,No,Yes,Cable,6,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,86.1,6045.9,0,0,391.21,6437.11,Stayed,,
9436-ZBZCT,Male,40,No,0,Inglewood,90303,33.936291,-118.332639,0,14,Offer D,Yes,28.65,Yes,Yes,Cable,27,No,No,No,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,89.95,1178.4,0,0,401.1,1579.5,Churned,Attitude,Attitude of support person
9441-QHEVC,Male,61,No,0,San Diego,92139,32.677716,-117.047666,0,1,None,Yes,44.22,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.1,19.1,0,0,44.22,63.32,Joined,,
9442-JTWDL,Female,52,No,0,Heber,92249,32.730583,-115.501083,0,11,None,Yes,26.85,No,No,,,,,,,,,,,One Year,No,Credit Card,20.05,237.7,0,0,295.35,533.05,Stayed,,
9443-JUBUO,Male,24,Yes,3,Hoopa,95546,41.163637,-123.704841,9,72,Offer A,No,,,Yes,DSL,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,65.25,4478.85,0,80,0,4558.85,Stayed,,
9444-JTXHZ,Male,53,Yes,0,Tulare,93274,36.185471,-119.375243,1,1,None,Yes,35.15,No,Yes,Fiber Optic,14,No,No,Yes,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,76.2,76.2,0,50,35.15,161.35,Churned,Other,Don't know
9445-SZLCH,Female,39,Yes,0,Santa Clara,95050,37.351214,-121.952417,3,36,None,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,Churned,Dissatisfaction,Limited range of services
9445-ZUEQE,Male,33,Yes,1,Buena Park,90621,33.874224,-117.993368,1,27,Offer C,Yes,48.17,Yes,Yes,Fiber Optic,15,No,Yes,No,Yes,No,No,No,No,Month-to-Month,Yes,Credit Card,85.2,2151.6,0,30,1300.59,3482.19,Stayed,,
9447-YPTBX,Female,30,Yes,0,Alhambra,91801,34.090925,-118.128164,1,50,None,Yes,28.1,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.85,943.1,0,0,1405,2348.1,Stayed,,
9448-REEVD,Male,21,Yes,0,Concord,94520,38.013825,-122.039144,1,1,None,Yes,32.08,No,Yes,DSL,73,No,No,No,No,No,No,Yes,Yes,Month-to-Month,No,Credit Card,44.7,44.7,0,0,32.08,76.78,Churned,Other,Don't know
9450-TRJUU,Male,52,No,0,Bakersfield,93306,35.449881,-118.841442,0,35,None,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,Stayed,,
9451-LPGOO,Male,22,No,0,Fallbrook,92028,33.362575,-117.299644,0,7,Offer E,Yes,30.61,Yes,Yes,Fiber Optic,59,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,86.8,620.35,0,0,214.27,834.62,Churned,Competitor,Competitor made better offer
9451-WLYRI,Female,50,Yes,0,Ranchita,92066,33.215251,-116.53633,5,53,Offer B,Yes,46.24,No,No,,,,,,,,,,,One Year,No,Credit Card,19.05,990.45,0,0,2450.72,3441.17,Stayed,,
9453-PATOS,Female,24,Yes,0,Gualala,95445,38.848082,-123.50608,7,72,Offer A,Yes,20.54,No,Yes,Cable,41,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,85.1,6155.4,0,0,1478.88,7634.28,Stayed,,
9462-MJUAW,Male,60,No,0,Berkeley,94708,37.897743,-122.263124,0,4,None,Yes,30.44,Yes,Yes,Cable,10,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,50.4,206.6,0,0,121.76,328.36,Churned,Competitor,Competitor had better devices
9465-RWMXL,Male,62,Yes,0,San Diego,92126,32.886925,-117.152162,1,32,Offer C,Yes,22.57,Yes,Yes,Fiber Optic,11,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.9,2447.95,0,0,722.24,3170.19,Churned,Competitor,Competitor made better offer
9467-ROOLM,Female,50,No,0,Gridley,95948,39.346898,-121.759537,0,25,Offer C,Yes,30.28,No,No,,,,,,,,,,,Month-to-Month,No,Mailed Check,19.05,461.3,0,0,757,1218.3,Stayed,,
9469-WEJBT,Male,56,Yes,0,Carnelian Bay,96140,39.227434,-120.091806,4,37,None,Yes,6.99,No,Yes,Fiber Optic,22,No,No,Yes,Yes,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,90.35,3419.3,0,150,258.63,3827.93,Stayed,,
9470-RTWDV,Male,51,Yes,3,Tustin,92782,33.738543,-117.785046,2,26,Offer C,Yes,36.71,Yes,Yes,DSL,57,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,82,2083.1,42.43,0,954.46,2995.13,Stayed,,
9470-XCCEM,Male,41,Yes,3,Torrance,90504,33.867257,-118.330794,4,35,None,Yes,48.08,Yes,Yes,Fiber Optic,53,No,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,89.65,3161.6,0,40,1682.8,4884.4,Stayed,,
9470-YFUYI,Male,69,Yes,0,Redway,95560,40.142256,-123.852927,10,71,None,Yes,11.35,No,Yes,DSL,24,Yes,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,71,5012.1,0,0,805.85,5817.95,Stayed,,
9473-CBZOP,Female,35,No,0,Avila Beach,93424,35.186644,-120.728305,0,28,None,Yes,33.05,Yes,Yes,Cable,7,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,59,1654.45,0,0,925.4,2579.85,Stayed,,
9474-PHLYD,Female,25,No,0,Sherman Oaks,91423,34.146957,-118.432138,0,15,Offer D,Yes,36.34,No,Yes,DSL,48,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,59.45,892.65,0,0,545.1,1437.75,Churned,Dissatisfaction,Network reliability
9475-NNDGC,Male,50,Yes,0,Etna,96027,41.405193,-123.008567,8,71,None,Yes,27.16,Yes,Yes,Fiber Optic,3,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,113.15,7953.25,0,0,1928.36,9881.61,Stayed,,
9477-LGWQI,Male,28,Yes,0,Darwin,93522,36.319181,-117.593053,10,70,Offer A,Yes,24.08,No,Yes,DSL,46,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,80.15,5600.15,0,0,1685.6,7285.75,Stayed,,
9479-HYNYL,Female,48,Yes,0,La Jolla,92037,32.853743,-117.25034,8,71,None,Yes,43.61,No,Yes,Cable,27,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,80.7,5705.05,0,0,3096.31,8801.36,Stayed,,
9480-BQJEI,Male,35,No,0,Sacramento,95837,38.691607,-121.602284,0,62,None,Yes,24.35,Yes,Yes,Fiber Optic,16,Yes,Yes,No,No,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,92.3,5731.45,0,0,1509.7,7241.15,Stayed,,
9481-IEBZY,Male,69,Yes,0,Nuevo,92567,33.82769,-117.102244,6,72,Offer A,Yes,30.3,Yes,Yes,Fiber Optic,14,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,112.9,8061.5,0,20,2181.6,10263.1,Stayed,,
9481-SFCQY,Female,44,No,1,Bass Lake,93604,37.458367,-119.345011,0,14,Offer D,Yes,44.14,No,Yes,DSL,24,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,59.8,824.85,0,0,617.96,1442.81,Stayed,,
9481-WHGWY,Female,35,Yes,3,Pleasanton,94588,37.685052,-121.912061,9,70,Offer A,Yes,39.53,No,Yes,DSL,53,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,75.35,5437.75,0,0,2767.1,8204.85,Stayed,,
9483-GCPWE,Male,60,No,3,Earp,92242,34.137742,-114.36514,0,9,None,Yes,27.34,No,No,,,,,,,,,,,One Year,No,Credit Card,20.1,190.25,0,0,246.06,436.31,Stayed,,
9488-FVZCC,Female,35,Yes,1,Rialto,92376,34.109775,-117.378904,5,72,Offer A,Yes,32.59,Yes,Yes,DSL,14,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,79.5,5661.7,0,0,2346.48,8008.18,Stayed,,
9488-FYQAU,Female,64,Yes,0,Artesia,90701,33.867593,-118.080637,8,63,None,Yes,10.67,Yes,Yes,Fiber Optic,23,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,109.25,6841.4,0,0,672.21,7513.61,Stayed,,
9488-HGMJH,Female,78,No,0,Indian Wells,92210,33.537646,-116.291089,0,1,Offer E,Yes,24.75,No,Yes,Fiber Optic,22,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,71.15,71.15,0,20,24.75,115.9,Churned,Competitor,Competitor made better offer
9489-DEDVP,Female,52,Yes,0,Los Angeles,90044,33.952714,-118.292061,8,70,None,Yes,29.38,Yes,Yes,DSL,23,Yes,Yes,No,No,Yes,No,No,No,Two Year,Yes,Credit Card,69.2,4872.35,0,80,2056.6,7008.95,Stayed,,
9489-JMTTN,Female,41,Yes,1,Hickman,95323,37.605926,-120.69955,1,72,Offer A,Yes,15.58,Yes,Yes,DSL,20,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,89.75,6595.9,0,0,1121.76,7717.66,Stayed,,
9489-UTFKA,Male,76,Yes,0,Travis Afb,94535,38.265899,-121.939461,9,8,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,Stayed,,
9490-DFPMD,Female,79,No,0,San Diego,92130,32.957195,-117.202542,0,42,None,Yes,9.53,Yes,Yes,Fiber Optic,17,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,84.65,3541.35,0,0,400.26,3941.61,Churned,Competitor,Competitor made better offer
9492-TOKRI,Female,55,No,0,Dinuba,93618,36.523619,-119.386868,0,18,None,Yes,13.65,Yes,Yes,Fiber Optic,5,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,90,1527.35,0,0,245.7,1773.05,Churned,Competitor,Competitor had better devices
9494-BDNNC,Male,36,Yes,0,Los Angeles,90025,34.046174,-118.446333,1,66,None,Yes,25.83,Yes,Yes,Fiber Optic,24,No,Yes,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,95.3,6273.4,0,0,1704.78,7978.18,Stayed,,
9494-MRNYX,Male,22,No,0,Meadow Valley,95956,39.937017,-121.058043,0,10,None,Yes,17.98,Yes,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.05,786.3,0,0,179.8,966.1,Stayed,,
9495-REDIY,Male,56,No,2,Calexico,92231,32.690654,-115.431225,0,25,None,No,,,Yes,DSL,18,Yes,No,No,No,Yes,No,No,Yes,One Year,Yes,Credit Card,40.65,970.55,0,0,0,970.55,Stayed,,
9495-SKLKD,Male,54,Yes,2,Marysville,95901,39.19514,-121.503883,1,45,None,Yes,22.31,Yes,Yes,Fiber Optic,19,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.95,4456.65,0,0,1003.95,5460.6,Stayed,,
9496-IVVRP,Female,42,Yes,3,Lake Elsinore,92532,33.705836,-117.318204,8,11,None,Yes,44.84,No,Yes,DSL,57,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,51,581.7,0,60,493.24,1134.94,Stayed,,
9497-QCMMS,Male,73,No,0,San Diego,92117,32.825086,-117.199424,0,1,Offer E,Yes,30.17,Yes,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,93.55,93.55,0,0,30.17,123.72,Churned,Competitor,Competitor made better offer
9498-FIMXL,Female,31,No,0,Oceanside,92054,33.351059,-117.420557,0,8,Offer E,Yes,31.02,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.2,161.95,0,0,248.16,410.11,Stayed,,
9499-XPZXM,Female,45,Yes,0,Burnt Ranch,95527,40.854512,-123.450097,7,72,None,Yes,15.23,Yes,Yes,DSL,26,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,64.75,4804.75,0,0,1096.56,5901.31,Stayed,,
9500-IWPXQ,Female,52,Yes,2,West Sacramento,95691,38.627951,-121.593287,3,61,Offer B,Yes,40.48,Yes,Yes,DSL,20,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,79.4,4820.55,0,0,2469.28,7289.83,Stayed,,
9500-LTVBP,Female,63,No,0,Rancho Palos Verdes,90275,33.753146,-118.367459,0,35,Offer C,Yes,13.14,Yes,Yes,Fiber Optic,6,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Credit Card,80.05,2835.9,0,0,459.9,3295.8,Stayed,,
9500-WBGRP,Male,19,No,0,Danville,94526,37.815459,-121.977203,0,69,Offer A,Yes,42.49,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.1,1268.85,0,0,2931.81,4200.66,Stayed,,
9501-UKKNL,Male,43,No,0,Diamond Bar,91765,33.992416,-117.807874,0,59,None,No,,,Yes,DSL,7,No,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,51.7,3005.8,0,0,0,3005.8,Stayed,,
9503-XJUME,Male,23,No,2,Bolinas,94924,37.943087,-122.72379,0,52,None,Yes,22.65,No,No,,,,,,,,,,,One Year,No,Credit Card,19.65,928.4,0,0,1177.8,2106.2,Stayed,,
9504-DSHWM,Male,53,No,0,Litchfield,96117,40.507272,-120.338228,0,20,None,Yes,33.14,Yes,Yes,DSL,17,Yes,No,No,Yes,No,No,No,No,Month-to-Month,No,Bank Withdrawal,59.2,1191.2,0,130,662.8,1984,Stayed,,
9504-YAZWB,Female,28,No,0,Mountain Center,92561,33.638645,-116.55783,0,53,None,Yes,28.46,No,No,,,,,,,,,,,Two Year,No,Credit Card,20.25,1048.45,0,0,1508.38,2556.83,Stayed,,
9505-SQFSW,Female,59,Yes,3,Tehachapi,93561,35.073777,-118.652112,6,3,Offer E,No,,,Yes,Cable,53,No,Yes,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,40.3,92.5,0,0,0,92.5,Joined,,
9506-UXUSK,Male,53,No,0,San Jose,95116,37.350284,-121.852855,0,13,Offer D,Yes,39.17,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,70.15,931.75,0,150,509.21,1590.96,Stayed,,
9507-EXLTT,Female,30,Yes,0,Seaside,93955,36.625114,-121.823565,2,1,Offer E,Yes,23.63,No,Yes,Fiber Optic,52,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,79.35,79.35,0,0,23.63,102.98,Churned,Attitude,Attitude of support person
9507-HSMMZ,Male,48,No,0,Thousand Oaks,91362,34.191842,-118.822796,0,54,Offer B,Yes,27.3,No,No,,,,,,,,,,,Two Year,No,Credit Card,20,1149.65,0,0,1474.2,2623.85,Stayed,,
9508-ILZDG,Female,79,No,0,Dillon Beach,94929,38.24458,-122.956268,0,34,None,Yes,14.23,Yes,Yes,Fiber Optic,13,No,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,96.35,3190.25,0,0,483.82,3674.07,Stayed,,
9509-MPYOD,Female,34,No,0,Newcastle,95658,38.883224,-121.15918,0,35,Offer C,Yes,35.5,No,No,,,,,,,,,,,One Year,No,Credit Card,20.75,700.45,0,0,1242.5,1942.95,Stayed,,
9512-PHSMG,Female,27,Yes,0,Merced,95340,37.255637,-120.493537,2,10,None,Yes,10.42,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.55,252.75,0,0,104.2,356.95,Stayed,,
9512-UIBFX,Male,52,Yes,0,West Covina,91791,34.061634,-117.893169,6,18,None,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,Churned,Other,Don't know
9513-DXHDA,Male,58,No,0,Auburn,95603,38.912881,-121.082766,0,27,None,Yes,49.25,No,Yes,DSL,4,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,81.7,2212.55,0,0,1329.75,3542.3,Stayed,,
9514-JDSKI,Male,77,Yes,0,El Monte,91732,34.074492,-118.01462,1,1,Offer E,No,,,Yes,DSL,12,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,40.2,40.2,0,0,0,40.2,Churned,Dissatisfaction,Limited range of services
9518-IMLHK,Male,48,No,0,Sacramento,95820,38.53508,-121.444144,0,31,None,Yes,41.23,No,Yes,DSL,27,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,72.45,2156.25,0,0,1278.13,3434.38,Stayed,,
9518-RWHZL,Female,39,No,0,Penryn,95663,38.859093,-121.182872,0,64,None,Yes,28.13,Yes,Yes,Fiber Optic,18,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,100.05,6254.2,0,0,1800.32,8054.52,Churned,Competitor,Competitor had better devices
9518-XXBXE,Male,80,Yes,0,Patterson,95363,37.410236,-121.320337,7,10,None,Yes,25.13,No,Yes,Fiber Optic,30,Yes,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,75.3,720.45,0,0,251.3,971.75,Stayed,,
9522-BNTHX,Female,72,No,0,Caliente,93518,35.358953,-118.527064,0,34,None,No,,,Yes,DSL,28,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,56.25,1765.95,0,0,0,1765.95,Stayed,,
9522-ZSINC,Male,34,No,0,Santa Rosa,95409,38.468893,-122.580539,0,13,Offer D,Yes,7.33,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.95,253.8,0,0,95.29,349.09,Stayed,,
9524-EGPJC,Female,33,No,0,Walnut Creek,94595,37.862128,-122.075197,0,18,None,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,Churned,Competitor,Competitor offered higher download speeds
9526-BIHHD,Male,30,No,0,San Jose,95127,37.375156,-121.795867,0,1,Offer E,No,,,Yes,Cable,69,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,29.7,29.7,0,0,0,29.7,Churned,Dissatisfaction,Product dissatisfaction
9526-JAWYF,Male,49,No,0,San Diego,92126,32.886925,-117.152162,0,26,Offer C,Yes,6.24,No,Yes,Fiber Optic,25,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,89.8,2335.3,0,0,162.24,2497.54,Churned,Competitor,Competitor made better offer
9529-OFXHY,Male,20,No,0,Elk Creek,95939,39.53222,-122.594879,0,15,None,Yes,13.8,Yes,Yes,Fiber Optic,59,Yes,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,87.75,1242.2,0,0,207,1449.2,Stayed,,
9530-EHPOH,Male,60,No,0,San Diego,92109,32.787836,-117.232376,0,11,Offer D,Yes,15.03,Yes,Yes,DSL,13,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,53.75,608,0,0,165.33,773.33,Churned,Competitor,Competitor made better offer
9530-GRMJG,Male,63,Yes,3,Whittier,90601,34.007353,-118.033683,4,70,None,Yes,38.83,Yes,Yes,DSL,24,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,84.1,5979.7,0,0,2718.1,8697.8,Stayed,,
9531-NSBMR,Female,44,No,0,Mendocino,95460,39.305545,-123.743697,0,36,None,Yes,49.85,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,19.25,679.8,0,0,1794.6,2474.4,Stayed,,
9534-NSXEM,Male,28,No,0,Watsonville,95076,36.931654,-121.752383,0,26,Offer C,Yes,31.53,No,No,,,,,,,,,,,One Year,Yes,Credit Card,20.65,595.5,0,0,819.78,1415.28,Stayed,,
9537-JALFH,Male,49,Yes,2,Imperial,92251,32.858595,-115.662709,10,69,Offer A,Yes,28.19,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.9,1356.7,0,0,1945.11,3301.81,Stayed,,
9537-VHDTA,Female,42,No,3,Corona,92879,33.893823,-117.531446,0,1,None,Yes,2.98,No,Yes,Cable,26,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,51.2,51.2,0,0,2.98,54.18,Joined,,
9540-JYROE,Male,30,No,0,Bonita,91902,32.67117,-117.00232,0,8,None,Yes,13.04,No,Yes,Fiber Optic,85,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,70.1,551.35,0,10,104.32,665.67,Churned,Competitor,Competitor offered higher download speeds
9541-PWTWO,Female,32,No,0,Willow Creek,95573,40.949012,-123.655847,0,52,Offer B,Yes,38.71,Yes,Yes,DSL,21,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,80.95,4233.95,0,0,2012.92,6246.87,Stayed,,
9541-ZPSEA,Male,25,Yes,3,San Andreas,95249,38.196497,-120.61689,8,68,Offer A,Yes,24.08,No,Yes,Fiber Optic,41,Yes,No,Yes,No,No,No,No,Yes,Two Year,No,Credit Card,80.35,5375.15,0,0,1637.44,7012.59,Stayed,,
9544-PYPSJ,Female,67,Yes,2,El Cajon,92020,32.79697,-116.969082,1,62,None,Yes,45.76,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,No,Yes,No,No,Two Year,Yes,Credit Card,96.1,6019.35,0,150,2837.12,9006.47,Stayed,,
9546-CQJSU,Female,50,No,0,Soda Springs,95728,39.279068,-120.414275,0,2,None,Yes,39.62,Yes,Yes,Fiber Optic,7,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,91.4,193.6,0,0,79.24,272.84,Churned,Competitor,Competitor had better devices
9546-KDTRB,Female,62,No,0,Pasadena,91106,34.139402,-118.128658,0,19,None,Yes,11.86,Yes,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,24.7,465.85,1.65,0,225.34,689.54,Stayed,,
9547-ITEFG,Male,32,Yes,3,San Diego,92105,32.741859,-117.090353,8,9,Offer E,Yes,23.42,Yes,Yes,Fiber Optic,30,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,102.6,897.75,0,0,210.78,1108.53,Stayed,,
9548-LERKT,Male,32,Yes,0,Willows,95988,39.493991,-122.286363,4,24,None,Yes,27.38,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.75,483.15,16.56,0,657.12,1123.71,Stayed,,
9548-LIGTA,Male,26,Yes,0,Tustin,92780,33.735802,-117.818805,2,61,None,Yes,20.34,No,Yes,Cable,51,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,81.05,4747.65,0,0,1240.74,5988.39,Stayed,,
9548-ZMVTX,Male,31,Yes,3,Visalia,93292,36.37559,-119.211689,7,72,Offer A,Yes,8.51,Yes,Yes,Fiber Optic,24,No,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,90.45,6565.85,0,0,612.72,7178.57,Stayed,,
9552-TGUZV,Male,57,Yes,0,Upland,91784,34.141146,-117.655583,8,8,Offer E,Yes,20.67,No,Yes,Fiber Optic,18,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,75,658.1,0,0,165.36,823.46,Stayed,,
9553-DLCLU,Female,30,No,0,Stockton,95204,37.974498,-121.319568,0,13,None,Yes,37.03,Yes,Yes,DSL,52,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,88.95,1161.75,0,0,481.39,1643.14,Stayed,,
9554-DFKIC,Male,50,Yes,2,Villa Park,92861,33.817473,-117.810462,6,30,None,Yes,12.49,Yes,Yes,DSL,19,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,54.45,1588.7,0,0,374.7,1963.4,Stayed,,
9555-SAHUZ,Female,30,Yes,3,Kernville,93238,35.852892,-118.397782,5,38,None,Yes,46.27,No,Yes,Cable,30,Yes,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.5,2076.05,0,0,1758.26,3834.31,Stayed,,
9558-IHEZX,Female,57,No,0,Litchfield,96117,40.507272,-120.338228,0,71,Offer A,Yes,2.93,Yes,Yes,Fiber Optic,10,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,106.75,7283.25,0,0,208.03,7491.28,Stayed,,
9560-ARGQJ,Female,40,No,0,Quincy,95971,39.971228,-121.041166,0,16,None,Yes,12.92,No,Yes,Fiber Optic,12,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,-4,1312.15,0,0,206.72,1518.87,Churned,Dissatisfaction,Product dissatisfaction
9560-BBZXK,Female,61,No,0,Whittier,90605,33.960891,-118.032222,0,36,Offer C,No,,,Yes,Cable,27,Yes,No,No,No,No,No,No,Yes,Two Year,No,Bank Withdrawal,31.05,1126.35,0,0,0,1126.35,Stayed,,
9564-KCLHR,Male,58,No,0,San Diego,92109,32.787836,-117.232376,0,1,None,Yes,6.44,No,Yes,DSL,4,No,No,No,Yes,No,No,No,Yes,Month-to-Month,No,Mailed Check,51.25,51.25,0,0,6.44,57.69,Churned,Competitor,Competitor made better offer
9565-AXSMR,Male,19,Yes,3,Greenfield,93927,36.248708,-121.386617,10,52,None,Yes,40.76,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.2,1054.75,0,0,2119.52,3174.27,Stayed,,
9565-DJPIB,Female,64,No,0,Vallejo,94590,38.104705,-122.247387,0,4,Offer E,Yes,36.76,Yes,Yes,Fiber Optic,20,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,89.6,365.65,0,0,147.04,512.69,Churned,Competitor,Competitor had better devices
9565-FLVCG,Male,40,Yes,0,Lamont,93241,35.245035,-118.905553,10,65,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,Stayed,,
9565-JSNFM,Male,39,No,0,Meadow Valley,95956,39.937017,-121.058043,0,38,None,Yes,33.71,No,Yes,Fiber Optic,17,No,No,No,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,70.45,2597.6,0,0,1280.98,3878.58,Churned,Price,Lack of affordable download/upload speed
9570-KYEUA,Male,38,No,0,Casmalia,93429,34.866032,-120.536546,0,64,Offer B,Yes,36.54,Yes,Yes,Fiber Optic,14,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,99.25,6549.45,0,0,2338.56,8888.01,Stayed,,
9571-EDEBV,Male,60,Yes,0,San Diego,92119,32.802959,-117.027095,8,71,None,Yes,34.72,Yes,Yes,Fiber Optic,10,No,No,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,98.65,6962.85,0,0,2465.12,9427.97,Stayed,,
9572-MTILT,Male,47,Yes,0,Fullerton,92833,33.877639,-117.961212,7,59,None,Yes,49.31,Yes,Yes,Fiber Optic,21,Yes,Yes,Yes,Yes,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,106.75,6252.9,0,40,2909.29,9202.19,Churned,Competitor,Competitor made better offer
9572-WUKSB,Male,22,Yes,0,South Pasadena,91030,34.110444,-118.156957,5,3,None,No,,,Yes,DSL,41,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,29.9,92.25,0,0,0,92.25,Joined,,
9574-BOSMD,Male,50,Yes,2,Arvin,93203,35.116307,-118.817644,10,68,None,Yes,19.09,Yes,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,25.4,1620.2,9.34,0,1298.12,2908.98,Stayed,,
9574-RKJIF,Male,52,Yes,0,Trabuco Canyon,92679,33.631119,-117.567346,1,30,Offer C,Yes,28.85,Yes,Yes,Fiber Optic,6,Yes,Yes,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,94.4,2838.7,0,80,865.5,3784.2,Churned,Competitor,Competitor offered higher download speeds
9575-IWCAZ,Male,37,Yes,0,Valencia,91354,34.457005,-118.573726,4,6,None,Yes,47.29,Yes,No,,,,,,,,,,,One Year,No,Mailed Check,25.1,171,0,0,283.74,454.74,Stayed,,
9576-ANLXO,Female,30,No,0,Earlimart,93219,35.858054,-119.305858,0,3,None,Yes,26.26,No,Yes,Fiber Optic,30,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.55,222.3,0,0,78.78,301.08,Churned,Competitor,Competitor offered higher download speeds
9576-SYUHJ,Male,29,No,0,Long Beach,90815,33.797638,-118.11662,0,37,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,Stayed,,
9577-WJVCQ,Female,24,No,0,West Covina,91790,34.066964,-117.937007,0,68,None,Yes,5.3,Yes,Yes,DSL,59,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Mailed Check,54.45,3687.75,0,0,360.4,4048.15,Stayed,,
9578-FOMUK,Male,53,No,3,Santa Clara,95054,37.393554,-121.965114,0,15,None,Yes,32.54,Yes,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,24.8,324.15,12.8,0,488.1,799.45,Stayed,,
9578-VRMNM,Female,48,No,0,Summerland,93067,34.420998,-119.60137,0,16,None,Yes,47.45,Yes,Yes,DSL,30,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,65.2,1043.35,0,0,759.2,1802.55,Churned,Competitor,Competitor had better devices
9581-GVBXT,Male,59,Yes,2,Santa Maria,93455,34.818227,-120.418784,0,59,Offer B,No,,,Yes,DSL,19,Yes,No,Yes,No,No,No,No,Yes,One Year,No,Credit Card,34.8,1980.3,0,0,0,1980.3,Stayed,,
9584-EXCDZ,Female,53,No,0,San Francisco,94103,37.773147,-122.411287,0,17,Offer D,Yes,41.78,No,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,70.5,1165.6,0,0,710.26,1875.86,Stayed,,
9585-KKMFD,Male,24,Yes,1,San Miguel,93451,35.886767,-120.608661,5,41,None,Yes,16.02,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20,879.8,0,0,656.82,1536.62,Stayed,,
9586-JGQKH,Female,61,Yes,0,Cathedral City,92234,33.829583,-116.474131,8,64,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,Stayed,,
9588-OZDMQ,Female,38,Yes,0,Tollhouse,93667,36.993666,-119.348267,8,2,Offer E,Yes,15.5,No,Yes,DSL,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45,89.75,0,0,31,120.75,Joined,,
9588-YRFHY,Male,19,No,0,Santee,92071,32.847336,-116.997605,0,49,Offer B,Yes,6.26,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,19.9,1022.6,0,0,306.74,1329.34,Stayed,,
9589-ABEPT,Male,47,Yes,0,El Segundo,90245,33.917145,-118.401554,9,69,None,Yes,3.08,Yes,Yes,Fiber Optic,20,No,Yes,No,Yes,Yes,No,No,Yes,Two Year,Yes,Credit Card,92.45,6460.55,0,0,212.52,6673.07,Stayed,,
9591-YVTEB,Male,77,No,0,National City,91950,32.67102,-117.095235,0,55,Offer B,No,,,Yes,DSL,30,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,44.85,2479.05,0,0,0,2479.05,Stayed,,
9592-ERDKV,Male,43,Yes,0,Mc Farland,93250,35.666886,-119.186717,6,37,None,Yes,9.26,Yes,Yes,DSL,28,Yes,No,Yes,No,Yes,Yes,Yes,Yes,One Year,No,Credit Card,79.25,2911.8,0,0,342.62,3254.42,Stayed,,
9593-CVZKR,Female,20,Yes,2,Los Angeles,90025,34.046174,-118.446333,2,56,Offer B,Yes,31.53,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.45,1385.85,0,0,1765.68,3151.53,Stayed,,
9600-NAXZN,Male,39,No,0,San Diego,92121,32.898613,-117.202937,0,43,None,Yes,49.64,Yes,Yes,Fiber Optic,27,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,101.4,4528,0,0,2134.52,6662.52,Churned,Competitor,Competitor made better offer
9600-UDOPK,Male,33,Yes,0,San Francisco,94117,37.770533,-122.445121,1,30,Offer C,Yes,10.5,Yes,Yes,Fiber Optic,22,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.05,2866.45,0,0,315,3181.45,Churned,Attitude,Attitude of support person
9601-BRXPO,Female,48,Yes,0,San Diego,92122,32.85723,-117.209774,1,25,Offer C,Yes,8.91,Yes,Yes,Fiber Optic,10,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.95,2566.5,0,0,222.75,2789.25,Churned,Competitor,Competitor made better offer
9602-WCXPI,Male,24,No,0,Hemet,92544,33.644585,-116.871544,0,50,None,Yes,21.72,No,No,,,,,,,,,,,One Year,No,Credit Card,20.15,989.05,0,0,1086,2075.05,Stayed,,
9603-OAIHC,Male,72,No,0,Palmdale,93551,34.613476,-118.256358,0,1,Offer E,Yes,2.97,No,Yes,Fiber Optic,5,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,70.05,70.05,0,0,2.97,73.02,Joined,,
9605-WGJVW,Female,69,No,0,Stockton,95204,37.974498,-121.319568,0,1,None,Yes,22.34,No,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.2,70.2,0,0,22.34,92.54,Joined,,
9606-PBKBQ,Male,69,Yes,0,Long Beach,90813,33.781086,-118.199049,1,32,None,Yes,5.99,Yes,Yes,Fiber Optic,23,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85,2642.05,49.57,0,191.68,2784.16,Churned,Attitude,Attitude of support person
9609-BENEA,Male,50,Yes,0,Chula Vista,91914,32.688506,-116.938632,6,35,Offer C,Yes,45.97,Yes,Yes,DSL,13,No,Yes,No,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,69,2441.7,0,0,1608.95,4050.65,Stayed,,
9610-WCESF,Male,44,No,0,Sacramento,95828,38.486938,-121.395805,0,67,None,No,,,Yes,Cable,17,Yes,No,No,Yes,Yes,No,No,Yes,Two Year,No,Bank Withdrawal,43.9,3097.2,34.45,0,0,3062.75,Stayed,,
9611-CTWIH,Female,56,No,0,Garden Grove,92841,33.786738,-117.982564,0,3,None,Yes,16.15,No,Yes,Fiber Optic,13,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,89.45,240.45,0,0,48.45,288.9,Churned,Competitor,Competitor made better offer
9614-RMGHA,Male,29,Yes,0,San Diego,92117,32.825086,-117.199424,0,65,None,Yes,36.75,Yes,Yes,Fiber Optic,73,No,Yes,No,No,Yes,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,91.85,5940.85,0,0,2388.75,8329.6,Churned,Competitor,Competitor made better offer
9617-INGJY,Male,31,No,0,Manhattan Beach,90266,33.889632,-118.39737,0,1,None,Yes,36.12,No,Yes,Fiber Optic,14,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.6,70.6,0,0,36.12,106.72,Joined,,
9617-UDPEU,Female,50,No,0,Loyalton,96118,39.637471,-120.226338,0,22,None,Yes,35.4,No,No,,,,,,,,,,,One Year,Yes,Credit Card,19.25,412.55,0,0,778.8,1191.35,Stayed,,
9618-LFJRU,Female,31,No,0,Inglewood,90303,33.936291,-118.332639,0,4,None,Yes,3.05,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.45,82.85,0,0,12.2,95.05,Stayed,,
9619-GSATL,Female,38,No,0,Dos Rios,95429,39.756049,-123.358701,0,43,None,Yes,1.6,No,Yes,DSL,19,No,Yes,No,Yes,No,No,No,No,One Year,No,Bank Withdrawal,55.45,2444.25,0,130,68.8,2643.05,Stayed,,
9620-ENEJV,Female,52,No,0,Vina,96092,39.955164,-122.018567,0,6,Offer E,Yes,30.54,No,Yes,Fiber Optic,27,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,70.55,433.95,0,0,183.24,617.19,Stayed,,
9620-QJREV,Male,62,No,0,Weldon,93283,35.55647,-118.244914,0,47,Offer B,Yes,42.25,No,No,,,,,,,,,,,One Year,No,Credit Card,20.55,1013.05,0,0,1985.75,2998.8,Stayed,,
9621-OUPYD,Female,21,Yes,0,Lancaster,93536,34.741406,-118.38111,2,25,None,Yes,10.49,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,20.2,507.9,0,0,262.25,770.15,Stayed,,
9624-EGDEQ,Female,49,No,0,Palo Alto,94304,37.386978,-122.177746,0,37,None,Yes,41.99,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.8,813.3,0,0,1553.63,2366.93,Stayed,,
9625-QNLUX,Male,51,Yes,2,San Jose,95138,37.246064,-121.749494,2,68,None,Yes,21.86,No,Yes,Fiber Optic,29,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,103.25,7074.4,0,0,1486.48,8560.88,Stayed,,
9625-QSTYE,Female,37,No,0,San Francisco,94131,37.746699,-122.442833,0,13,None,Yes,3.84,No,Yes,Fiber Optic,4,No,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,81.15,952.3,0,0,49.92,1002.22,Churned,Competitor,Competitor had better devices
9625-RZFUK,Male,47,Yes,1,Alameda,94502,37.724817,-122.224363,0,63,None,Yes,3.65,No,No,,,,,,,,,,,Two Year,No,Credit Card,-3,1275.85,0,0,229.95,1505.8,Stayed,,
9626-VFRGG,Female,33,No,2,Susanville,96130,40.559177,-120.612113,0,41,None,Yes,18.72,Yes,Yes,Fiber Optic,10,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,88.5,3645.05,0,0,767.52,4412.57,Stayed,,
9626-WEQRM,Female,53,No,0,Cedarville,96104,41.505916,-120.152505,0,4,None,No,,,Yes,DSL,2,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,29.15,110.05,0,10,0,120.05,Stayed,,
9629-NHXFW,Female,58,Yes,2,Downey,90241,33.940884,-118.128628,6,1,None,Yes,48.79,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.4,19.4,0,0,48.79,68.19,Joined,,
9631-RXVJM,Male,33,No,0,San Francisco,94102,37.7795,-122.419233,0,35,Offer C,Yes,4.24,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.25,677.9,0,0,148.4,826.3,Stayed,,
9631-XEYKE,Male,28,No,0,Rialto,92377,34.156758,-117.404686,0,3,None,Yes,29.74,Yes,Yes,DSL,59,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,50.4,137.25,0,0,89.22,226.47,Joined,,
9633-DENPU,Female,53,Yes,0,Long Beach,90804,33.783047,-118.1486,8,47,None,Yes,3.2,No,Yes,Cable,18,No,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,58.6,2723.4,0,0,150.4,2873.8,Stayed,,
9633-XQABV,Female,33,No,0,Los Banos,93635,36.995162,-120.955099,0,3,Offer E,Yes,25.4,No,Yes,Fiber Optic,10,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.25,229.7,0,0,76.2,305.9,Joined,,
9637-CDTKZ,Male,64,Yes,0,Fallbrook,92028,33.362575,-117.299644,6,72,None,Yes,23.27,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,114.1,8086.4,0,0,1675.44,9761.84,Stayed,,
9637-EIHEQ,Female,20,No,0,San Diego,92126,32.886925,-117.152162,0,1,None,Yes,22.82,No,Yes,Cable,27,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,50.8,50.8,0,0,22.82,73.62,Churned,Competitor,Competitor made better offer
9638-JIQYA,Male,22,No,0,Ballico,95303,37.4695,-120.672724,0,2,None,No,,,Yes,DSL,48,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Credit Card,24.9,49.7,0,10,0,59.7,Joined,,
9639-BUJXT,Male,50,No,0,Santee,92071,32.847336,-116.997605,0,63,None,Yes,35.35,No,No,,,,,,,,,,,One Year,No,Credit Card,20.5,1328.15,15.62,0,2227.05,3539.58,Stayed,,
9640-ZSLDC,Female,29,Yes,5,Lagunitas,94938,38.021772,-122.691744,3,53,None,Yes,31.99,No,Yes,DSL,59,No,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Credit Card,60.6,3297,0,0,1695.47,4992.47,Stayed,,
9643-AVVWI,Female,49,Yes,3,Los Angeles,90003,33.964131,-118.272783,2,3,None,Yes,19.18,No,Yes,Fiber Optic,22,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80,241.3,0,0,57.54,298.84,Joined,,
9643-YBLUR,Male,27,Yes,0,West Covina,91791,34.061634,-117.893169,4,9,Offer E,Yes,26.03,Yes,Yes,Cable,59,No,Yes,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,69.05,653.95,0,0,234.27,888.22,Stayed,,
9644-KVCNC,Female,49,No,0,Fountain Valley,92708,33.712036,-117.950113,0,66,Offer A,Yes,19.68,Yes,Yes,Fiber Optic,28,No,No,Yes,No,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,92.15,6056.9,0,0,1298.88,7355.78,Stayed,,
9644-UMGQA,Male,48,Yes,3,Penn Valley,95946,39.203817,-121.19584,1,6,Offer E,Yes,34.7,No,Yes,DSL,51,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,49.15,295.65,0,0,208.2,503.85,Stayed,,
9646-NMHXE,Male,63,Yes,0,San Geronimo,94963,38.00474,-122.663717,7,47,None,Yes,6.54,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.65,973.1,0,0,307.38,1280.48,Stayed,,
9647-ERGBE,Female,64,Yes,0,Turlock,95380,37.474396,-120.875917,1,30,None,Yes,39.74,Yes,Yes,Fiber Optic,22,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.05,3046.15,0,0,1192.2,4238.35,Churned,Competitor,Competitor had better devices
9648-BCHKM,Female,22,Yes,3,Palmdale,93550,34.536232,-118.082935,9,18,None,Yes,43.69,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.65,471.35,0,0,786.42,1257.77,Stayed,,
9650-VBUOG,Male,44,Yes,1,Tranquillity,93668,36.635661,-120.288644,9,38,Offer C,Yes,33.1,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,25.05,963.95,0,0,1257.8,2221.75,Stayed,,
9651-GTSAQ,Female,44,Yes,0,Corning,96021,39.913777,-122.289984,1,53,None,Yes,30.09,No,Yes,Fiber Optic,11,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.1,5769.75,0,0,1594.77,7364.52,Churned,Attitude,Attitude of support person
9658-WYUFB,Female,57,No,0,Lathrop,95330,37.80821,-121.308401,0,17,Offer D,Yes,21.82,Yes,Yes,Fiber Optic,23,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.4,1617.5,0,0,370.94,1988.44,Churned,Competitor,Competitor offered more data
9659-QEQSY,Female,26,No,0,Los Angeles,90018,34.028735,-118.317236,0,45,None,Yes,33.73,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,115.65,5125.5,0,0,1517.85,6643.35,Stayed,,
9659-ZTWSM,Male,71,Yes,0,Los Angeles,90013,34.044639,-118.240413,7,66,None,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,Stayed,,
9661-ACXBS,Female,26,No,0,San Rafael,94901,37.972662,-122.491452,0,42,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,Churned,Competitor,Competitor made better offer
9661-JALZV,Female,23,No,0,Atascadero,93422,35.453912,-120.69461,0,58,Offer B,Yes,47.9,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.7,1519,0,0,2778.2,4297.2,Stayed,,
9661-MHUMO,Male,71,Yes,1,Mather,95655,38.549822,-121.266725,3,1,None,Yes,8.38,No,Yes,DSL,19,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,49.25,49.25,0,0,8.38,57.63,Churned,Dissatisfaction,Service dissatisfaction
9667-EQRXU,Female,74,No,0,Boron,93516,34.95703,-117.73045,0,30,None,No,,,Yes,Cable,7,No,No,Yes,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,40.3,1172.95,0,100,0,1272.95,Churned,Other,Don't know
9667-TKTVZ,Female,38,No,0,Los Osos,93402,35.279984,-120.824288,0,2,None,Yes,25.81,Yes,Yes,Cable,7,No,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Credit Card,54.35,117.05,0,0,51.62,168.67,Joined,,
9668-PUGNU,Male,20,Yes,0,Escondido,92027,33.141265,-116.967221,9,71,None,Yes,32.18,Yes,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,24.5,1816.2,0,0,2284.78,4100.98,Stayed,,
9670-BPNXF,Female,48,No,0,Glennville,93226,35.735694,-118.738483,0,45,Offer B,Yes,8.4,No,Yes,DSL,8,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,62.55,2796.45,0,0,378,3174.45,Stayed,,
9674-EHPPG,Male,63,Yes,0,Berkeley,94707,37.897753,-122.279391,6,46,Offer B,No,,,Yes,DSL,26,Yes,No,Yes,Yes,No,No,No,No,Two Year,No,Credit Card,40.4,1842.7,0,80,0,1922.7,Stayed,,
9675-ICXCT,Male,23,Yes,0,El Cajon,92021,32.832706,-116.873258,8,72,Offer A,Yes,35.07,No,Yes,Cable,53,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,80.8,5728.55,0,0,2525.04,8253.59,Stayed,,
9677-AVKED,Female,55,No,2,La Verne,91750,34.144703,-117.770299,0,53,None,Yes,14.54,Yes,Yes,Cable,18,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,84.6,4449.75,0,0,770.62,5220.37,Stayed,,
9680-NIAUV,Female,42,Yes,0,West Hills,91307,34.199787,-118.68493,7,72,Offer A,Yes,18.66,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Credit Card,109.7,8129.3,0,0,1343.52,9472.82,Stayed,,
9681-KYGYB,Male,75,Yes,0,Kelseyville,95451,38.93496,-122.792243,5,49,Offer B,Yes,26,Yes,Yes,Fiber Optic,16,Yes,Yes,Yes,No,No,No,No,Yes,One Year,Yes,Bank Withdrawal,88.2,4159.45,0,0,1274,5433.45,Stayed,,
9681-OXGVC,Female,54,No,0,Laytonville,95454,39.806141,-123.531098,0,5,None,Yes,28.2,Yes,Yes,Fiber Optic,29,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,100.5,514,0,0,141,655,Churned,Competitor,Competitor made better offer
9685-WKZGT,Male,67,No,0,Carmichael,95608,38.626128,-121.328011,0,14,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,Churned,Price,Extra data charges
9688-YGXVR,Female,35,No,0,Salida,95368,37.713152,-121.08739,0,44,Offer B,Yes,32.83,No,Yes,Fiber Optic,24,No,Yes,Yes,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,88.15,3973.2,0,0,1444.52,5417.72,Stayed,,
9689-PTNPG,Male,42,No,0,San Diego,92126,32.886925,-117.152162,0,2,Offer E,Yes,39.03,No,Yes,Fiber Optic,30,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Bank Withdrawal,80.25,144.55,0,10,78.06,232.61,Churned,Competitor,Competitor made better offer
9691-HKOVS,Female,20,Yes,0,San Jose,95125,37.294926,-121.894763,8,55,Offer B,Yes,47.46,Yes,Yes,DSL,53,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,90.15,4916.95,0,0,2610.3,7527.25,Stayed,,
9692-TUSXH,Female,23,No,0,Los Angeles,90041,34.137412,-118.207607,0,18,Offer D,Yes,35.7,No,Yes,Fiber Optic,26,Yes,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,96.05,1740.7,0,0,642.6,2383.3,Churned,Competitor,Competitor offered higher download speeds
9693-XMUOB,Male,65,Yes,0,Palo Alto,94304,37.386978,-122.177746,4,59,None,No,,,Yes,Cable,23,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,50.25,2997.45,0,0,0,2997.45,Stayed,,
9695-IDRZR,Female,26,No,3,Greenville,95947,40.160386,-120.835428,0,34,None,Yes,27.47,Yes,Yes,Fiber Optic,51,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,116.15,3946.9,0,0,933.98,4880.88,Stayed,,
9696-RMYBA,Male,56,No,0,Los Angeles,90003,33.964131,-118.272783,0,5,None,Yes,12.35,No,Yes,Fiber Optic,13,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Credit Card,80.1,398.55,0,0,61.75,460.3,Stayed,,
9699-UBQFS,Female,76,Yes,0,Los Angeles,90065,34.108833,-118.229715,4,43,None,Yes,3.66,Yes,Yes,Fiber Optic,22,Yes,Yes,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,94.5,4156.8,0,0,157.38,4314.18,Stayed,,
9700-ISPUP,Female,59,Yes,1,Valley Center,92082,33.25283,-116.986079,1,10,Offer D,Yes,25.89,No,Yes,DSL,22,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,65.5,616.9,0,0,258.9,875.8,Stayed,,
9700-ZCLOT,Male,46,No,0,Claremont,91711,34.127621,-117.717863,0,2,Offer E,Yes,17.03,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20,32.7,0,0,34.06,66.76,Joined,,
9701-CDXHR,Female,63,Yes,0,Fallbrook,92028,33.362575,-117.299644,1,51,Offer B,Yes,45.76,No,Yes,Fiber Optic,13,No,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,69.15,3649.6,0,110,2333.76,6093.36,Stayed,,
9702-AIUJO,Male,22,Yes,2,Santa Paula,93060,34.402343,-119.094824,10,50,None,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,Stayed,,
9705-IOVQQ,Male,80,Yes,2,Huntington Park,90255,33.97803,-118.217141,10,61,None,Yes,4.51,Yes,Yes,Fiber Optic,22,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,No,Bank Withdrawal,99,5969.3,21.17,0,275.11,6223.24,Stayed,,
9705-ZJBCG,Female,51,Yes,1,Frazier Park,93222,34.907911,-119.234281,5,13,Offer D,Yes,19.63,No,Yes,DSL,12,Yes,No,No,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,54.15,701.05,0,0,255.19,956.24,Stayed,,
9708-HPXWZ,Male,74,No,0,El Sobrante,94803,37.963995,-122.288296,0,5,None,No,,,Yes,DSL,4,No,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,45.4,214.75,0,0,0,214.75,Stayed,,
9708-KFDBY,Male,29,No,0,Oceanside,92054,33.351059,-117.420557,0,1,Offer E,Yes,7.32,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.55,20.55,0,0,7.32,27.87,Joined,,
9710-NJERN,Female,30,No,0,Palm Desert,92260,33.694501,-116.412711,0,39,Offer C,Yes,1.57,No,No,,,,,,,,,,,Two Year,No,Mailed Check,20.15,826,25.92,0,61.23,861.31,Stayed,,
9710-ZUSHQ,Female,77,No,0,Red Bluff,96080,40.186772,-122.388361,0,37,Offer C,Yes,41.85,Yes,Yes,Fiber Optic,2,Yes,Yes,No,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,106.75,4056.75,0,0,1548.45,5605.2,Churned,Price,Lack of affordable download/upload speed
9711-FJTBX,Male,60,Yes,1,Pittsburg,94565,38.006047,-121.916834,4,56,None,Yes,11.48,No,Yes,Fiber Optic,10,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Credit Card,85.85,4793.8,0,0,642.88,5436.68,Stayed,,
9714-EDSUC,Male,25,No,0,Alviso,95002,37.449537,-121.994813,0,4,None,Yes,11.5,No,Yes,Fiber Optic,41,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,94.9,360.55,0,0,46,406.55,Stayed,,
9715-SBVSU,Male,20,Yes,1,Loma Linda,92354,34.049315,-117.255974,3,14,None,Yes,10.74,No,Yes,DSL,59,Yes,Yes,No,No,No,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,61.4,815.55,0,20,150.36,985.91,Stayed,,
9715-WZCLW,Male,28,Yes,2,Fontana,92335,34.087558,-117.464096,7,71,Offer A,Yes,39.09,Yes,Yes,Fiber Optic,69,Yes,No,No,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,97.2,6910.3,0,0,2775.39,9685.69,Stayed,,
9717-IOAAF,Male,54,No,1,Rocklin,95677,38.7904,-121.236973,0,27,None,Yes,2.65,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,25.85,788.55,0,0,71.55,860.1,Stayed,,
9717-QEBGU,Male,51,No,0,Leggett,95585,39.873371,-123.741474,0,2,Offer E,Yes,1.57,No,Yes,Fiber Optic,26,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.3,144,0,0,3.14,147.14,Joined,,
9720-JJJOR,Male,20,Yes,0,San Ysidro,92173,32.555828,-117.040073,8,41,None,Yes,2.43,No,Yes,DSL,69,Yes,Yes,Yes,No,No,No,Yes,Yes,One Year,Yes,Bank Withdrawal,60.3,2511.3,0,0,99.63,2610.93,Stayed,,
9722-UJOJR,Male,36,Yes,0,Blairsden Graeagle,96103,39.783747,-120.661032,1,29,None,Yes,11.24,No,Yes,Fiber Optic,16,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,70.75,1974.8,0,0,325.96,2300.76,Churned,Price,Price too high
9725-SCPZG,Male,47,No,0,South Lake Tahoe,96150,38.911577,-120.106169,0,1,Offer E,Yes,1.13,No,Yes,Fiber Optic,6,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.85,90.85,0,0,1.13,91.98,Churned,Price,Price too high
9728-FTTVZ,Female,44,No,0,Williams,95987,39.117537,-122.284654,0,1,None,Yes,23.72,No,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.2,69.2,0,0,23.72,92.92,Churned,Dissatisfaction,Lack of self-service on Website
9730-DRTMJ,Male,26,Yes,0,Coarsegold,93614,37.212191,-119.749323,10,32,None,Yes,15.41,Yes,Yes,DSL,46,Yes,No,No,Yes,Yes,No,No,Yes,One Year,Yes,Credit Card,72.8,2333.05,0,0,493.12,2826.17,Stayed,,
9732-EQMWY,Female,20,Yes,0,Concord,94518,37.950248,-122.022455,1,49,None,Yes,12.39,No,Yes,Fiber Optic,46,No,Yes,Yes,No,Yes,Yes,Yes,No,Month-to-Month,No,Bank Withdrawal,99.4,5025,0,10,607.11,5642.11,Stayed,,
9732-KPKBW,Male,49,No,0,Oroville,95966,39.473896,-121.415927,0,1,None,Yes,31.16,No,Yes,DSL,11,Yes,No,No,Yes,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,53.95,53.95,0,0,31.16,85.11,Churned,Price,Extra data charges
9732-OUYRN,Female,54,Yes,0,Union City,94587,37.59485,-122.051521,3,49,Offer B,Yes,13.13,No,No,,,,,,,,,,,One Year,No,Credit Card,19,918.7,0,0,643.37,1562.07,Stayed,,
9734-UYXQI,Female,27,No,0,Fallbrook,92028,33.362575,-117.299644,0,2,None,Yes,24.83,Yes,Yes,Cable,52,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,49.4,106.55,0,0,49.66,156.21,Churned,Competitor,Competitor made better offer
9734-YWGEX,Female,27,No,0,South San Francisco,94080,37.654436,-122.426468,0,9,None,Yes,38.76,Yes,Yes,Fiber Optic,82,No,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,98.3,923.5,0,0,348.84,1272.34,Churned,Price,Price too high
9738-QLWTP,Male,47,No,0,Santa Ysabel,92070,33.174725,-116.743329,0,39,None,Yes,35.13,No,Yes,Fiber Optic,29,No,No,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,81.9,3219.75,0,0,1370.07,4589.82,Stayed,,
9739-JLPQJ,Female,58,Yes,1,Long Beach,90822,33.778436,-118.118648,9,72,None,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,Stayed,,
9741-YLNTD,Male,37,No,0,Greenfield,93927,36.248708,-121.386617,0,6,None,Yes,43.37,Yes,Yes,Fiber Optic,12,No,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,87.95,522.35,0,0,260.22,782.57,Stayed,,
9742-XOKTS,Male,60,Yes,1,Santa Clara,95050,37.351214,-121.952417,10,67,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,Stayed,,
9743-DQKQW,Male,28,No,0,Escalon,95320,37.818543,-121.006907,0,3,Offer E,No,,,Yes,DSL,69,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,25.1,79.8,0,0,0,79.8,Joined,,
9746-MDMBK,Male,58,Yes,1,Manton,96059,40.426679,-121.850421,7,47,None,Yes,9.19,Yes,Yes,Fiber Optic,19,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,113.45,5317.8,0,0,431.93,5749.73,Stayed,,
9746-UGFAC,Female,50,No,0,Carlotta,95528,40.497283,-123.93037,0,22,Offer D,Yes,10.25,No,No,,,,,,,,,,,One Year,No,Bank Withdrawal,20.85,450.65,0,0,225.5,676.15,Stayed,,
9746-YKGXB,Male,48,Yes,2,Sacramento,95838,38.646096,-121.442433,9,52,None,No,,,Yes,DSL,19,Yes,No,Yes,No,No,Yes,Yes,Yes,One Year,No,Bank Withdrawal,-3,2276.1,23.5,0,0,2252.6,Stayed,,
9747-DDZOS,Female,50,No,0,Eldridge,95431,38.348884,-122.51699,0,1,None,Yes,3.84,No,Yes,Fiber Optic,2,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,73.5,73.5,0,0,3.84,77.34,Churned,Dissatisfaction,Network reliability
9750-BOOHV,Female,60,No,0,Torrance,90501,33.833699,-118.314387,0,32,Offer C,No,,,Yes,DSL,18,Yes,No,No,No,No,No,No,Yes,One Year,No,Credit Card,30.15,927.65,0,0,0,927.65,Stayed,,
9752-ZNQUT,Female,51,No,0,Visalia,93291,36.391777,-119.372842,0,1,Offer E,Yes,7.99,No,Yes,Cable,11,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,48.6,48.6,0,0,7.99,56.59,Joined,,
9753-OYLBX,Female,54,No,0,San Diego,92122,32.85723,-117.209774,0,1,None,Yes,8.56,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.5,20.5,0,0,8.56,29.06,Joined,,
9754-CLVZW,Female,40,Yes,3,Marysville,95901,39.19514,-121.503883,4,26,Offer C,No,,,Yes,Cable,23,Yes,Yes,No,Yes,No,No,No,No,Month-to-Month,No,Credit Card,38.85,1025.15,0,30,0,1055.15,Stayed,,
9755-JHNMN,Female,37,No,0,Bakersfield,93304,35.339796,-119.023552,0,49,None,Yes,20.45,No,Yes,Cable,23,Yes,Yes,Yes,Yes,No,No,No,Yes,Two Year,No,Bank Withdrawal,67.4,3306.85,0,0,1002.05,4308.9,Stayed,,
9758-MFWGD,Female,75,Yes,2,Hawthorne,90250,33.914775,-118.348083,0,48,None,No,,,Yes,DSL,19,No,Yes,No,No,No,No,No,Yes,One Year,No,Bank Withdrawal,29.9,1388.75,0,0,0,1388.75,Stayed,,
9761-XUJWD,Male,22,No,0,Fresno,93650,36.841655,-119.797113,0,5,None,Yes,8.6,No,Yes,DSL,59,No,Yes,No,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,65.6,339.9,0,0,43,382.9,Stayed,,
9762-YAQAA,Male,54,No,0,Seal Beach,90740,33.75462,-118.071128,0,39,Offer C,Yes,36.93,Yes,Yes,Fiber Optic,12,No,Yes,No,No,No,No,No,Yes,One Year,No,Credit Card,81.4,3213.75,0,0,1440.27,4654.02,Stayed,,
9763-GRSKD,Male,37,Yes,2,Los Angeles,90012,34.065875,-118.238728,1,13,Offer D,Yes,29.68,No,Yes,DSL,22,Yes,No,No,No,No,No,No,No,Month-to-Month,Yes,Mailed Check,49.95,587.45,0,150,385.84,1123.29,Stayed,,
9763-PDTKK,Female,59,No,0,San Jose,95112,37.343827,-121.883119,0,4,Offer E,Yes,39.68,No,Yes,Fiber Optic,18,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,94.4,387.2,0,0,158.72,545.92,Churned,Competitor,Competitor had better devices
9764-REAFF,Female,60,Yes,0,Stonyford,95979,39.288127,-122.415841,9,59,Offer B,Yes,26.99,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,18.4,1057.85,0,0,1592.41,2650.26,Stayed,,
9766-HGEDE,Female,33,Yes,0,Paradise,95969,39.69676,-121.644379,3,17,Offer D,Yes,1.64,No,No,,,,,,,,,,,One Year,No,Mailed Check,19.35,307,10.57,0,27.88,324.31,Stayed,,
9767-FFLEM,Male,63,No,0,Westmorland,92281,33.03679,-115.60503,0,38,None,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,Stayed,,
9769-TSBZE,Female,54,No,3,Tupman,93276,35.316263,-119.402559,0,70,None,Yes,16.75,Yes,Yes,DSL,57,Yes,Yes,No,Yes,No,No,No,No,Two Year,No,Bank Withdrawal,66,4891.5,0,90,1172.5,6154,Stayed,,
9770-KXGQU,Female,52,No,0,Moreno Valley,92555,33.907361,-117.109972,0,53,None,Yes,29.39,Yes,Yes,Fiber Optic,12,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Credit Card,98.6,5311.85,0,0,1557.67,6869.52,Stayed,,
9770-LXDBK,Female,42,No,0,Los Angeles,90006,34.048013,-118.293953,0,3,Offer E,Yes,14.79,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.4,63.15,0,0,44.37,107.52,Joined,,
9773-PEQBZ,Male,43,No,0,Lake Elsinore,92530,33.655421,-117.391751,0,10,None,Yes,15.6,Yes,Yes,Fiber Optic,22,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,79.85,797.25,0,0,156,953.25,Stayed,,
9774-NRNAU,Male,77,Yes,0,Cabazon,92230,33.929812,-116.76058,5,27,None,Yes,33.57,Yes,Yes,DSL,21,No,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,84.8,2309.55,0,0,906.39,3215.94,Stayed,,
9776-CLUJA,Female,69,Yes,0,Sacramento,95829,38.486502,-121.334051,1,51,None,Yes,17.87,Yes,Yes,Fiber Optic,9,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,77.5,3807.35,0,0,911.37,4718.72,Churned,Competitor,Competitor offered more data
9776-OJUZI,Female,69,No,0,Lost Hills,93249,35.637715,-119.893068,0,65,None,Yes,32.41,Yes,Yes,Fiber Optic,21,No,Yes,Yes,No,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,95.45,6223.3,0,0,2106.65,8329.95,Stayed,,
9777-IQHWP,Male,53,Yes,1,Greenfield,93927,36.248708,-121.386617,2,64,None,Yes,30.82,Yes,Yes,Fiber Optic,11,Yes,No,Yes,No,No,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,93.4,5822.3,0,0,1972.48,7794.78,Stayed,,
9777-WJJPR,Male,46,Yes,0,Sacramento,95842,38.687367,-121.34848,9,31,None,Yes,29.77,Yes,Yes,Fiber Optic,12,No,No,Yes,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,88.65,2683.2,0,0,922.87,3606.07,Stayed,,
9778-OGKQZ,Male,55,Yes,0,Fresno,93727,36.751489,-119.68072,8,72,None,Yes,5.32,Yes,Yes,DSL,5,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Two Year,Yes,Credit Card,92,6782.15,0,10,383.04,7175.19,Stayed,,
9779-DPNEJ,Female,59,Yes,3,Nipton,92364,35.478736,-115.516984,5,22,Offer D,Yes,33.46,No,Yes,Fiber Optic,29,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.15,1790.65,0,0,736.12,2526.77,Stayed,,
9780-FKVVF,Male,60,No,0,Firebaugh,93622,36.785618,-120.625382,0,6,Offer E,Yes,20.11,No,Yes,DSL,5,Yes,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,59.15,336.7,0,0,120.66,457.36,Stayed,,
9782-LGXMC,Female,35,Yes,1,Walnut Creek,94598,37.916648,-122.008483,6,49,None,Yes,35.29,No,Yes,DSL,28,Yes,No,Yes,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,61.75,3024.15,0,0,1729.21,4753.36,Stayed,,
9786-IJYDL,Female,49,No,0,Redway,95560,40.142256,-123.852927,0,35,None,Yes,30.5,Yes,Yes,Fiber Optic,8,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,113.2,3914.05,0,0,1067.5,4981.55,Stayed,,
9786-YWNHU,Female,62,Yes,2,Fontana,92336,34.136367,-117.460803,6,63,Offer B,Yes,1.18,No,Yes,DSL,27,Yes,Yes,Yes,Yes,No,No,No,No,Two Year,No,Credit Card,63.55,4014.2,0,90,74.34,4178.54,Stayed,,
9787-XVQIU,Male,38,No,0,Sugarloaf,92386,34.243088,-116.830015,0,1,Offer E,Yes,39.44,Yes,Yes,Fiber Optic,18,No,No,No,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,75.3,75.3,0,0,39.44,114.74,Churned,Attitude,Attitude of support person
9788-HNGUT,Male,45,Yes,0,Cabazon,92230,33.929812,-116.76058,9,72,Offer A,Yes,17.87,Yes,Yes,Fiber Optic,3,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,116.95,8594.4,0,0,1286.64,9881.04,Stayed,,
9788-YTFGE,Male,47,No,0,Fortuna,95540,40.584991,-124.121504,0,7,None,Yes,13.86,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,19.95,147.5,0,0,97.02,244.52,Stayed,,
9793-WECQC,Male,53,No,0,Foresthill,95631,39.031876,-120.811141,0,23,None,Yes,48.21,No,Yes,Fiber Optic,23,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,-1,2192.9,0,0,1108.83,3301.73,Stayed,,
9795-NREXC,Female,41,Yes,0,Stockton,95212,38.049457,-121.21653,5,64,Offer B,Yes,11.85,Yes,Yes,DSL,2,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,85,5484.4,0,0,758.4,6242.8,Stayed,,
9795-SHUHB,Female,26,Yes,0,The Sea Ranch,95497,38.696659,-123.436861,9,66,None,Yes,24.27,No,Yes,Cable,59,Yes,Yes,No,Yes,No,No,No,Yes,Two Year,Yes,Credit Card,58.2,3810.8,0,0,1601.82,5412.62,Stayed,,
9795-VOWON,Male,23,No,0,Los Angeles,90016,34.028331,-118.354338,0,7,Offer E,No,,,Yes,Cable,48,No,No,No,No,No,No,No,Yes,One Year,Yes,Credit Card,24.35,150.85,0,0,0,150.85,Stayed,,
9796-BPKIW,Male,67,No,0,Redwood City,94063,37.499411,-122.196318,0,8,None,Yes,42.53,No,Yes,Fiber Optic,6,No,No,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,69.95,562.7,0,0,340.24,902.94,Stayed,,
9796-MVYXX,Female,75,No,0,Weldon,93283,35.55647,-118.244914,0,14,Offer D,No,,,Yes,DSL,24,Yes,No,Yes,Yes,No,No,No,Yes,Two Year,No,Credit Card,39.7,692.35,0,0,0,692.35,Stayed,,
9798-DRYDS,Female,52,Yes,0,Huntington Beach,92648,33.679659,-118.016195,6,17,None,Yes,47.59,Yes,Yes,DSL,25,No,No,Yes,Yes,No,No,No,Yes,One Year,Yes,Mailed Check,61.95,1070.7,0,0,809.03,1879.73,Stayed,,
9798-OPFEM,Female,42,No,0,Adin,96006,41.171578,-120.913161,0,46,Offer B,Yes,32.78,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,21.1,937.1,0,0,1507.88,2444.98,Stayed,,
9799-CAYJJ,Female,79,Yes,0,West Hills,91307,34.199787,-118.68493,1,2,Offer E,Yes,32.62,No,Yes,Fiber Optic,2,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,69.3,153.8,0,0,65.24,219.04,Joined,,
9800-ONTFE,Female,59,Yes,3,Brooks,95606,38.809804,-122.241383,3,22,Offer D,Yes,4.67,Yes,Yes,Fiber Optic,58,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.8,1615.1,0,0,102.74,1717.84,Stayed,,
9800-OUIGR,Male,61,Yes,1,Oakland,94607,37.80707,-122.297401,4,66,None,Yes,7.83,No,No,,,,,,,,,,,Two Year,No,Credit Card,20,1374.2,0,0,516.78,1890.98,Stayed,,
9801-GDWGV,Female,52,No,0,Temecula,92592,33.507255,-117.029473,0,39,Offer C,Yes,34.74,Yes,Yes,Fiber Optic,28,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,103.45,3994.45,0,0,1354.86,5349.31,Churned,Competitor,Competitor made better offer
9801-NOSHQ,Male,50,No,3,Shingletown,96088,40.497441,-121.827524,0,23,Offer D,Yes,1.2,No,No,,,,,,,,,,,One Year,No,Credit Card,19.8,465.45,0,0,27.6,493.05,Stayed,,
9802-CAQUT,Female,27,Yes,3,Coarsegold,93614,37.212191,-119.749323,9,72,None,Yes,33.39,Yes,Yes,Fiber Optic,52,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Two Year,No,Credit Card,109.55,7887.25,0,120,2404.08,10411.33,Stayed,,
9803-FTJCG,Male,50,Yes,0,Playa Del Rey,90293,33.947305,-118.439841,1,71,Offer A,Yes,4.85,Yes,Yes,DSL,26,Yes,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,66.85,4748.7,0,0,344.35,5093.05,Stayed,,
9804-ICWBG,Male,56,No,0,Pacific Palisades,90272,34.079449,-118.548306,0,1,None,Yes,45.5,No,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69.9,69.9,0,0,45.5,115.4,Churned,Attitude,Attitude of support person
9805-FILKB,Male,44,Yes,0,Temecula,92592,33.507255,-117.029473,6,46,None,Yes,4.72,No,No,,,,,,,,,,,One Year,Yes,Bank Withdrawal,20.2,845.6,0,0,217.12,1062.72,Stayed,,
9809-IMGCQ,Male,65,No,0,Canyon Dam,95923,40.171312,-121.120605,0,22,Offer D,Yes,40.18,Yes,Yes,Fiber Optic,8,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,96.7,2082.95,0,100,883.96,3066.91,Churned,Competitor,Competitor made better offer
9812-GHVRI,Female,50,No,0,Clements,95227,38.227285,-121.02789,0,40,Offer B,Yes,33.66,Yes,Yes,Fiber Optic,20,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,83.85,3532.25,0,0,1346.4,4878.65,Stayed,,
9814-AOUDH,Male,29,No,0,Arbuckle,95912,38.982373,-122.047751,0,53,Offer B,Yes,24.17,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.5,1050.5,0,0,1281.01,2331.51,Stayed,,
9817-APLHW,Male,37,No,0,Los Angeles,90034,34.030578,-118.399613,0,12,Offer D,Yes,2.29,Yes,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,25,316.2,0,0,27.48,343.68,Stayed,,
9818-XQCUV,Female,52,No,0,Dunsmuir,96025,41.212695,-122.392067,0,2,None,Yes,25.92,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.35,45.3,0,0,51.84,97.14,Joined,,
9819-FBNSV,Male,75,Yes,0,El Cajon,92019,32.785165,-116.862648,8,37,None,Yes,23.54,No,Yes,Fiber Optic,7,No,No,No,No,No,No,No,Yes,Two Year,Yes,Bank Withdrawal,72.25,2575.45,0,0,870.98,3446.43,Stayed,,
9820-RMCQV,Female,43,No,0,San Marino,91108,34.122671,-118.112911,0,11,None,Yes,19.01,No,Yes,DSL,8,Yes,No,No,No,No,No,No,No,Month-to-Month,No,Credit Card,48.55,501,0,130,209.11,840.11,Churned,Competitor,Competitor made better offer
9821-BESNZ,Male,43,No,0,Northridge,91325,34.236683,-118.517588,0,66,Offer A,Yes,33.02,Yes,Yes,Fiber Optic,6,No,Yes,No,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,-7,6860.6,44,0,2179.32,8995.92,Stayed,,
9821-POOTN,Male,48,Yes,0,San Dimas,91773,34.102119,-117.815532,1,35,Offer C,Yes,48.47,Yes,Yes,Fiber Optic,12,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,75.2,2576.2,0,0,1696.45,4272.65,Churned,Price,Price too high
9822-BIIGN,Male,61,Yes,3,Los Altos,94024,37.352911,-122.093002,0,53,Offer B,Yes,27.56,Yes,Yes,Cable,26,Yes,No,No,Yes,No,Yes,Yes,Yes,Month-to-Month,No,Bank Withdrawal,71.85,3827.9,0,0,1460.68,5288.58,Stayed,,
9822-OAOVB,Female,63,No,0,Santa Maria,93455,34.818227,-120.418784,0,1,Offer E,Yes,6.43,No,Yes,DSL,27,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,55.45,55.45,0,10,6.43,71.88,Joined,,
9822-WMWVG,Female,20,No,0,Grand Terrace,92313,34.029175,-117.307211,0,41,None,Yes,36.7,Yes,Yes,Fiber Optic,59,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,106.5,4282.4,0,0,1504.7,5787.1,Stayed,,
9823-EALYC,Male,55,Yes,2,Bakersfield,93301,35.383937,-119.020428,6,72,None,Yes,9.3,Yes,Yes,DSL,12,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,Yes,Bank Withdrawal,80.85,5727.45,0,0,669.6,6397.05,Stayed,,
9824-BEMCV,Male,58,Yes,0,Modesto,95350,37.671806,-121.007575,1,17,Offer D,Yes,44.97,No,Yes,Fiber Optic,11,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,69,1149.65,0,0,764.49,1914.14,Churned,Competitor,Competitor offered higher download speeds
9824-QCJPK,Male,47,Yes,0,Sacramento,95830,38.490508,-121.284171,7,36,None,Yes,21.77,No,No,,,,,,,,,,,One Year,No,Mailed Check,20,666.75,0,0,783.72,1450.47,Stayed,,
9825-YCXWZ,Female,69,No,0,Loma Mar,94021,37.266388,-122.26308,0,41,None,Yes,14.61,No,Yes,Fiber Optic,9,No,No,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,101.1,4016.2,0,0,599.01,4615.21,Stayed,,
9828-AOQLM,Female,37,Yes,0,San Diego,92117,32.825086,-117.199424,3,1,None,Yes,12.8,No,Yes,DSL,5,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,45.7,45.7,0,0,12.8,58.5,Churned,Competitor,Competitor made better offer
9828-QHFBK,Male,60,No,0,Montgomery Creek,96065,40.877552,-121.885884,0,24,None,Yes,33.97,No,Yes,DSL,22,Yes,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,51.15,1275.7,0,0,815.28,2090.98,Stayed,,
9830-ECLEN,Male,21,Yes,3,Winton,95388,37.421299,-120.599587,9,58,None,No,,,Yes,Cable,52,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,No,Mailed Check,50,2919.85,0,0,0,2919.85,Stayed,,
9831-BPFRI,Female,50,Yes,0,Ferndale,95536,40.4785,-124.301372,1,39,None,Yes,35.32,Yes,Yes,Fiber Optic,30,No,Yes,Yes,Yes,No,No,No,Yes,One Year,Yes,Bank Withdrawal,89.55,3474.45,0,0,1377.48,4851.93,Churned,Dissatisfaction,Poor expertise of online support
9833-TGFHX,Male,62,Yes,0,San Diego,92109,32.787836,-117.232376,1,42,None,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,Stayed,,
9835-ZIITK,Male,66,Yes,0,Campbell,95008,37.279689,-121.954567,1,66,None,Yes,48.87,Yes,Yes,Fiber Optic,13,No,Yes,Yes,Yes,Yes,Yes,No,Yes,One Year,Yes,Bank Withdrawal,110.85,7491.75,0,0,3225.42,10717.17,Churned,Competitor,Competitor made better offer
9837-BMCLM,Male,39,No,0,Stockton,95202,37.959706,-121.287669,0,3,None,Yes,31.88,No,Yes,Fiber Optic,7,No,No,No,No,Yes,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,78.5,242.05,0,0,95.64,337.69,Churned,Price,Long distance charges
9837-FWLCH,Male,39,Yes,1,Palm Springs,92262,33.839989,-116.659215,2,12,None,Yes,25.33,No,No,,,,,,,,,,,Month-to-Month,Yes,Bank Withdrawal,19.2,239,45.46,0,303.96,497.5,Stayed,,
9838-BFCQT,Male,61,Yes,2,San Jose,95139,37.218705,-121.762429,2,72,None,Yes,33.92,Yes,No,,,,,,,,,,,Two Year,No,Credit Card,26.1,1851.45,0,0,2442.24,4293.69,Stayed,,
9839-ETQOE,Male,41,No,2,Vista,92083,33.17494,-117.242761,0,43,None,No,,,Yes,DSL,25,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,40.45,1912.85,0,0,0,1912.85,Stayed,,
9840-DVNDC,Male,45,No,0,Lancaster,93536,34.741406,-118.38111,0,6,None,Yes,6.4,No,Yes,Fiber Optic,26,No,No,No,No,Yes,No,No,No,Month-to-Month,Yes,Credit Card,80.5,463.05,0,10,38.4,511.45,Churned,Attitude,Attitude of support person
9840-EFJQB,Female,43,No,0,Sylmar,91342,34.321621,-118.399841,0,1,None,Yes,24.41,No,Yes,Fiber Optic,4,No,Yes,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,74.35,74.35,0,0,24.41,98.76,Joined,,
9842-EFSYY,Female,31,No,3,Markleeville,96120,38.735789,-119.85798,0,4,Offer E,No,,,Yes,Cable,52,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,57.2,223.75,0,0,0,223.75,Stayed,,
9844-FELAJ,Female,65,Yes,2,Sacramento,95833,38.619049,-121.517552,2,70,None,Yes,9.4,Yes,Yes,Fiber Optic,17,No,Yes,Yes,Yes,Yes,Yes,Yes,No,One Year,Yes,Bank Withdrawal,107.9,7475.85,0,20,658,8153.85,Stayed,,
9845-PEEKO,Female,71,No,0,Brookdale,95007,37.106902,-122.100006,0,59,None,Yes,6.13,Yes,Yes,Fiber Optic,2,No,Yes,No,No,No,No,No,Yes,Two Year,Yes,Credit Card,79.2,4590.35,0,0,361.67,4952.02,Stayed,,
9845-QOMAD,Male,38,Yes,2,Long Beach,90814,33.771612,-118.143866,6,14,Offer D,Yes,26.99,No,No,,,,,,,,,,,One Year,No,Credit Card,19.75,309.35,6.49,0,377.86,680.72,Stayed,,
9846-GKXAS,Female,53,No,0,Burlingame,94010,37.57028,-122.365778,0,9,Offer E,Yes,1.34,No,Yes,Fiber Optic,9,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,90.8,809.75,0,0,12.06,821.81,Churned,Attitude,Attitude of support person
9847-HNVGP,Male,23,No,0,Monterey Park,91755,34.049172,-118.115022,0,17,Offer D,Yes,25.91,No,No,,,,,,,,,,,One Year,No,Credit Card,19.95,310.6,0,0,440.47,751.07,Stayed,,
9848-JQJTX,Male,52,No,0,Venice,90291,33.991782,-118.479229,0,72,Offer A,Yes,24.53,Yes,Yes,Fiber Optic,12,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,100.9,7459.05,0,0,1766.16,9225.21,Stayed,,
9850-OWRHQ,Female,55,Yes,0,Torrance,90502,33.833181,-118.292062,1,3,None,Yes,16.29,Yes,Yes,Fiber Optic,24,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.1,228,0,0,48.87,276.87,Churned,Dissatisfaction,Lack of self-service on Website
9851-KIELU,Male,53,No,0,Loma Mar,94021,37.266388,-122.26308,0,10,None,Yes,18.03,No,Yes,Fiber Optic,6,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,110.1,1043.3,0,0,180.3,1223.6,Churned,Competitor,Competitor made better offer
9851-QXEEQ,Male,21,No,0,Bangor,95914,39.396585,-121.38029,0,41,None,Yes,47.74,Yes,Yes,Fiber Optic,48,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.7,4346.4,0,0,1957.34,6303.74,Churned,Competitor,Competitor had better devices
9853-JFZDU,Female,20,Yes,0,Gold Run,95717,39.170376,-120.838404,7,35,None,Yes,20.79,No,Yes,DSL,69,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,56.85,1861.1,0,0,727.65,2588.75,Stayed,,
9860-LISIZ,Female,19,No,0,Palm Springs,92264,33.745746,-116.514215,0,34,None,Yes,36.75,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.35,673.2,0,0,1249.5,1922.7,Stayed,,
9861-PDSZP,Female,19,No,0,Delano,93215,35.772244,-119.209689,0,72,None,Yes,10.05,Yes,Yes,Fiber Optic,82,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Credit Card,108.05,7806.6,0,0,723.6,8530.2,Stayed,,
9862-KJTYK,Male,19,No,2,Newport Beach,92663,33.62251,-117.927024,0,19,Offer D,No,,,Yes,DSL,59,No,No,No,No,No,No,Yes,Yes,Month-to-Month,Yes,Credit Card,25.35,566.1,0,0,0,566.1,Stayed,,
9863-JZAIC,Male,60,No,0,Long Beach,90807,33.830099,-118.182239,0,35,None,Yes,48.93,No,Yes,Cable,14,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Credit Card,55,2010.55,0,0,1712.55,3723.1,Churned,Other,Don't know
9866-OCCKE,Female,73,Yes,0,San Diego,92114,32.707892,-117.05512,1,72,Offer A,Yes,35.04,Yes,Yes,Fiber Optic,22,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Two Year,Yes,Mailed Check,109.75,8075.35,0,0,2522.88,10598.23,Stayed,,
9866-QEVEE,Male,58,No,0,Modesto,95356,37.716186,-121.025836,0,19,Offer D,Yes,20.41,Yes,Yes,Fiber Optic,11,No,No,No,No,No,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,86,1532.45,0,30,387.79,1950.24,Churned,Competitor,Competitor had better devices
9867-JCZSP,Female,28,Yes,0,Los Angeles,90045,33.954017,-118.402447,8,17,Offer D,Yes,8.74,No,No,,,,,,,,,,,One Year,No,Credit Card,20.75,418.25,0,0,148.58,566.83,Stayed,,
9867-NNXLC,Female,43,No,0,Pacific Grove,93950,36.618337,-121.926417,0,22,Offer D,Yes,33.92,No,No,,,,,,,,,,,Month-to-Month,Yes,Credit Card,20.05,470.2,0,0,746.24,1216.44,Stayed,,
9867-XOBQA,Female,59,No,1,Pasadena,91105,34.13946,-118.166649,0,21,None,No,,,Yes,DSL,11,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,53.15,1183.2,19.13,0,0,1164.07,Stayed,,
9871-ELEYA,Female,22,No,0,Del Rey,93616,36.657462,-119.595293,0,34,None,Yes,20.75,No,Yes,DSL,27,Yes,No,Yes,Yes,Yes,No,No,Yes,Two Year,No,Credit Card,67.65,2339.3,0,0,705.5,3044.8,Stayed,,
9873-MNDKV,Female,59,No,0,San Gregorio,94074,37.331762,-122.341444,0,11,Offer D,Yes,29.16,No,Yes,DSL,3,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,44.65,472.25,0,0,320.76,793.01,Stayed,,
9874-QLCLH,Female,38,Yes,0,Northridge,91324,34.238208,-118.55029,1,17,Offer D,Yes,4.91,Yes,Yes,Fiber Optic,15,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.2,1743.5,0,0,83.47,1826.97,Churned,Competitor,Competitor offered more data
9878-TNQGW,Male,51,No,0,Davenport,95017,37.114335,-122.237162,0,2,Offer E,Yes,17.33,No,Yes,Fiber Optic,14,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.95,171.15,0,0,34.66,205.81,Churned,Competitor,Competitor made better offer
9880-TDQAC,Female,63,Yes,0,El Cajon,92021,32.832706,-116.873258,3,72,None,No,,,Yes,DSL,16,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,60,4264,25.67,0,0,4238.33,Stayed,,
9881-VCZEP,Female,29,Yes,0,San Jose,95126,37.327069,-121.916819,8,25,None,Yes,12.12,Yes,Yes,Cable,59,No,Yes,No,No,No,No,No,No,Month-to-Month,No,Bank Withdrawal,54.1,1373,0,110,303,1786,Stayed,,
9885-AIBVB,Male,62,Yes,0,Newcastle,95658,38.883224,-121.15918,4,29,None,Yes,39.5,Yes,Yes,Fiber Optic,16,No,Yes,Yes,No,No,No,No,No,Month-to-Month,Yes,Bank Withdrawal,85.8,2440.25,0,150,1145.5,3735.75,Stayed,,
9885-CSMWE,Female,65,No,0,Los Angeles,90007,34.027337,-118.28515,0,1,Offer E,Yes,18.37,No,Yes,Fiber Optic,13,No,No,No,No,Yes,No,No,Yes,Month-to-Month,No,Bank Withdrawal,78.45,78.45,0,0,18.37,96.82,Churned,Dissatisfaction,Product dissatisfaction
9885-MFVSU,Female,59,Yes,0,Poway,92064,32.984395,-117.013454,7,35,Offer C,No,,,Yes,DSL,24,Yes,No,No,Yes,Yes,No,No,No,Two Year,Yes,Credit Card,46.35,1662.05,0,140,0,1802.05,Stayed,,
9888-ZCUMM,Male,48,Yes,1,Los Angeles,90018,34.028735,-118.317236,3,64,None,No,,,Yes,DSL,19,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,60.05,3845.45,0,0,0,3845.45,Stayed,,
9889-TMAHG,Male,66,No,0,Fremont,94539,37.516791,-121.899117,0,8,None,Yes,11.57,No,Yes,Fiber Optic,27,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Credit Card,100.3,832.35,0,0,92.56,924.91,Churned,Competitor,Competitor had better devices
9891-NQDBD,Female,22,Yes,0,Lake Forest,92630,33.644849,-117.684254,7,28,None,Yes,43.36,Yes,No,,,,,,,,,,,One Year,No,Mailed Check,25.55,672.2,0,0,1214.08,1886.28,Stayed,,
9894-EZEWG,Female,31,No,0,Walnut Grove,95690,38.240419,-121.587535,0,1,Offer E,Yes,39.66,No,Yes,Fiber Optic,8,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,74.3,74.3,0,0,39.66,113.96,Churned,Competitor,Competitor had better devices
9894-QMIMJ,Female,55,No,0,North Hollywood,91602,34.15136,-118.364786,0,23,Offer D,Yes,9.04,No,Yes,DSL,8,No,Yes,Yes,No,No,No,No,Yes,One Year,No,Bank Withdrawal,55.8,1327.85,0,0,207.92,1535.77,Stayed,,
9895-VFOXH,Female,19,No,0,Scotia,95565,40.440636,-124.098739,0,1,None,No,,,Yes,DSL,76,No,No,No,No,No,No,Yes,No,Month-to-Month,No,Credit Card,24.4,24.4,0,10,0,34.4,Joined,,
9896-UYMIE,Male,27,No,0,Valley Ford,94972,38.339996,-122.935056,0,66,Offer A,Yes,4.32,Yes,Yes,Fiber Optic,73,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,114.3,7383.7,0,0,285.12,7668.82,Stayed,,
9897-KXHCM,Female,37,Yes,0,Modesto,95357,37.670526,-120.877572,1,3,Offer E,Yes,48.38,No,Yes,Fiber Optic,14,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,80.3,250.05,0,0,145.14,395.19,Churned,Competitor,Competitor offered higher download speeds
9898-KZQDZ,Female,65,Yes,0,Lee Vining,93541,37.890145,-119.184087,1,40,None,Yes,49.5,Yes,Yes,Fiber Optic,20,No,No,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,-1,3640.45,0,0,1980,5620.45,Churned,Competitor,Competitor had better devices
9903-LYSAB,Male,42,Yes,0,Studio City,91604,34.139082,-118.39275,5,18,Offer D,Yes,16.78,Yes,Yes,Fiber Optic,23,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,73.15,1305.95,0,0,302.04,1607.99,Stayed,,
9904-EHEVJ,Female,66,Yes,1,Bethel Island,94511,38.050558,-121.646924,9,32,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,Stayed,,
9906-NHHVC,Female,75,No,0,Macdoel,96058,41.769709,-121.92063,0,65,Offer B,No,,,Yes,Cable,9,No,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Bank Withdrawal,53.5,3517.9,0,0,0,3517.9,Stayed,,
9907-SWKKF,Female,69,No,0,Twain,95984,40.022184,-121.062384,0,1,Offer E,No,,,Yes,DSL,21,No,No,No,No,No,No,No,Yes,Month-to-Month,No,Credit Card,25.05,25.05,0,0,0,25.05,Churned,Competitor,Competitor had better devices
9909-DFRJA,Female,60,No,0,Goodyears Bar,95944,39.564113,-120.868836,0,26,Offer C,Yes,40.14,No,Yes,Fiber Optic,4,Yes,No,Yes,Yes,No,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,95.85,2475.35,0,0,1043.64,3518.99,Stayed,,
9909-IDLEK,Male,32,Yes,3,Malibu,90265,34.074572,-118.831181,7,20,Offer D,Yes,42.06,Yes,Yes,Fiber Optic,23,No,Yes,No,Yes,Yes,No,No,Yes,Month-to-Month,No,Credit Card,96.8,1826.7,0,0,841.2,2667.9,Stayed,,
9912-GVSEQ,Female,73,Yes,0,Napa,94558,38.489789,-122.27011,1,26,Offer C,Yes,9.28,Yes,Yes,Fiber Optic,26,No,Yes,Yes,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,93.85,2381.55,0,0,241.28,2622.83,Churned,Dissatisfaction,Network reliability
9912-OMZDS,Female,63,Yes,1,Playa Del Rey,90293,33.947305,-118.439841,1,59,Offer B,Yes,35.23,Yes,Yes,Fiber Optic,19,No,Yes,Yes,No,Yes,Yes,Yes,Yes,One Year,Yes,Bank Withdrawal,106.15,6256.2,0,0,2078.57,8334.77,Stayed,,
9916-AYHTC,Male,63,No,0,Altadena,91001,34.196837,-118.142236,0,48,None,Yes,32.04,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.85,916,0,0,1537.92,2453.92,Stayed,,
9917-KWRBE,Female,28,Yes,0,Anaheim,92808,33.850452,-117.726668,8,41,Offer B,Yes,18.84,Yes,Yes,Cable,26,Yes,Yes,Yes,No,Yes,No,No,Yes,One Year,Yes,Credit Card,78.35,3211.2,0,0,772.44,3983.64,Stayed,,
9919-FZDED,Male,79,Yes,0,Yucca Valley,92284,34.159534,-116.425984,1,72,None,Yes,17.3,Yes,Yes,DSL,23,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Two Year,Yes,Credit Card,84.1,5981.65,0,0,1245.6,7227.25,Stayed,,
9919-KNPOO,Female,60,Yes,0,La Mirada,90638,33.902045,-118.008961,6,21,Offer D,Yes,27.66,Yes,Yes,Fiber Optic,8,No,No,No,No,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,94.3,1948.35,0,30,580.86,2559.21,Stayed,,
9919-YLNNG,Female,38,No,0,Malibu,90263,34.037037,-118.705803,0,42,Offer B,Yes,40.15,No,Yes,Fiber Optic,28,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,103.8,4327.5,0,110,1686.3,6123.8,Stayed,,
9921-EZKBY,Male,55,No,3,Fallbrook,92028,33.362575,-117.299644,0,33,Offer C,Yes,10.36,Yes,Yes,Fiber Optic,53,Yes,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.3,3275.15,0,0,341.88,3617.03,Stayed,,
9921-QFQUL,Female,33,Yes,0,Garden Valley,95633,38.852544,-120.837669,2,23,Offer D,Yes,22.17,Yes,Yes,Fiber Optic,15,No,No,Yes,No,No,Yes,Yes,Yes,Month-to-Month,No,Credit Card,90.15,2044.95,0,0,509.91,2554.86,Stayed,,
9921-ZVRHG,Female,44,No,0,Traver,93673,36.456091,-119.486225,0,14,None,Yes,1.19,Yes,Yes,Fiber Optic,23,No,No,Yes,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,80.45,1072,0,0,16.66,1088.66,Churned,Competitor,Competitor had better devices
9924-JPRMC,Male,60,No,0,Lockeford,95237,38.166791,-121.14207,0,72,None,Yes,36.49,Yes,Yes,Fiber Optic,27,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,118.2,8547.15,0,0,2627.28,11174.43,Stayed,,
9926-PJHDQ,Female,45,Yes,0,Kingsburg,93631,36.478239,-119.52137,5,72,Offer A,Yes,43.47,Yes,Yes,Cable,9,No,No,Yes,No,Yes,Yes,Yes,No,Two Year,Yes,Bank Withdrawal,76.8,5468.45,0,90,3129.84,8688.29,Stayed,,
9927-DSWDF,Male,53,Yes,0,Palos Verdes Peninsula,90274,33.788208,-118.404955,1,22,Offer D,Yes,49.66,No,Yes,Fiber Optic,3,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,104.6,2180.55,0,0,1092.52,3273.07,Stayed,,
9928-BZVLZ,Female,58,No,0,Sunset Beach,90742,33.719221,-118.073596,0,12,Offer D,No,,,Yes,DSL,7,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,49.85,552.1,0,0,0,552.1,Stayed,,
9929-PLVPA,Female,51,No,3,Capitola,95010,36.977025,-121.952864,0,4,Offer E,Yes,30.79,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.4,94.5,0,0,123.16,217.66,Stayed,,
9931-DCEZH,Male,55,No,1,Roseville,95747,38.784329,-121.373245,0,28,Offer C,Yes,34.43,No,Yes,DSL,22,No,Yes,No,Yes,No,No,No,Yes,One Year,Yes,Credit Card,54.4,1516.6,0,0,964.04,2480.64,Stayed,,
9931-KGHOA,Female,48,Yes,0,Santa Barbara,93103,34.438581,-119.685368,9,46,None,Yes,13.05,Yes,Yes,DSL,15,Yes,No,No,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,55,2473.95,31.39,0,600.3,3042.86,Stayed,,
9932-WBWIK,Male,43,No,0,Lake Isabella,93240,35.607875,-118.466318,0,11,Offer D,Yes,47.88,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.35,215.25,0,0,526.68,741.93,Stayed,,
9933-QRGTX,Female,59,Yes,0,Windsor,95492,38.527297,-122.810044,6,60,None,Yes,32.5,No,Yes,Fiber Optic,13,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,97.2,5611.75,0,0,1950,7561.75,Stayed,,
9938-EKRGF,Female,58,No,0,Lewiston,96052,40.704293,-122.803899,0,15,Offer D,Yes,8.97,No,Yes,Cable,2,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-Month,No,Mailed Check,84.45,1287.85,0,0,134.55,1422.4,Stayed,,
9938-PRCVK,Female,45,Yes,1,Stevenson Ranch,91381,34.364153,-118.615583,1,41,None,Yes,23.95,No,No,,,,,,,,,,,Two Year,No,Bank Withdrawal,19.7,804.25,0,0,981.95,1786.2,Stayed,,
9938-TKDGL,Male,38,Yes,3,Llano,93544,34.500091,-117.765862,9,68,Offer A,Yes,38.75,No,Yes,Fiber Optic,28,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Two Year,Yes,Bank Withdrawal,99.55,6668,0,0,2635,9303,Stayed,,
9938-ZREHM,Female,41,Yes,0,Oxnard,93033,34.156629,-119.117218,4,37,None,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,Stayed,,
9940-HPQPG,Female,58,Yes,0,North Hollywood,91601,34.1692,-118.372498,1,9,Offer E,Yes,22,Yes,Yes,Fiber Optic,7,Yes,Yes,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,91.75,865.8,0,0,198,1063.8,Churned,Price,Extra data charges
9940-RHLFB,Female,53,No,0,Sunset Beach,90742,33.719221,-118.073596,0,1,Offer E,Yes,26.06,No,Yes,Fiber Optic,3,No,No,Yes,No,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,75.3,75.3,0,0,26.06,101.36,Churned,Competitor,Competitor made better offer
9943-VSZUV,Male,75,No,0,Alamo,94507,37.855717,-121.994813,0,67,Offer A,Yes,39.89,Yes,Yes,Fiber Optic,19,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Mailed Check,75.7,5060.85,0,0,2672.63,7733.48,Stayed,,
9944-AEXBM,Male,51,No,0,Casmalia,93429,34.866032,-120.536546,0,32,None,Yes,37.04,Yes,Yes,Fiber Optic,28,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.65,2664.3,0,0,1185.28,3849.58,Stayed,,
9944-HKVVB,Female,55,No,0,King City,93930,36.220761,-120.980777,0,3,Offer E,Yes,47.62,No,Yes,Cable,29,No,Yes,No,No,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,95.1,307.4,0,0,142.86,450.26,Churned,Competitor,Competitor had better devices
9945-PSVIP,Female,36,Yes,3,Dulzura,91917,32.622999,-116.687855,3,25,Offer C,Yes,2.82,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,18.7,383.65,0,0,70.5,454.15,Stayed,,
9947-OTFQU,Male,65,No,0,Covina,91722,34.097345,-117.906736,0,15,Offer D,Yes,29.11,No,Yes,Fiber Optic,29,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Bank Withdrawal,74.4,1074.3,0,0,436.65,1510.95,Churned,Competitor,Competitor had better devices
9948-YPTDG,Male,44,Yes,0,San Rafael,94903,38.018065,-122.546024,1,38,None,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,Churned,Competitor,Competitor offered more data
9950-MTGYX,Male,30,Yes,2,San Jose,95139,37.218705,-121.762429,8,28,None,Yes,19.18,No,No,,,,,,,,,,,Two Year,Yes,Credit Card,20.3,487.95,0,0,537.04,1024.99,Stayed,,
9953-ZMKSM,Male,28,No,0,Pinole,94564,37.996462,-122.293716,0,63,Offer B,Yes,4.01,Yes,No,,,,,,,,,,,Two Year,No,Mailed Check,25.25,1559.3,0,0,252.63,1811.93,Stayed,,
9955-QOPOY,Male,23,Yes,0,Sunnyvale,94089,37.421633,-122.009613,7,69,None,No,,,Yes,DSL,42,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,60.8,4263.4,0,0,0,4263.4,Stayed,,
9957-YODKZ,Male,75,Yes,0,Canby,96015,41.486953,-120.913975,4,6,None,Yes,16.87,Yes,Yes,Fiber Optic,17,No,No,Yes,No,No,No,No,No,Two Year,Yes,Bank Withdrawal,80.8,457.1,0,30,101.22,588.32,Stayed,,
9958-MEKUC,Male,26,Yes,2,Pacifica,94044,37.573633,-122.455167,1,72,Offer A,Yes,45.93,Yes,Yes,Fiber Optic,30,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,103.95,7517.7,0,0,3306.96,10824.66,Stayed,,
9959-WOFKT,Male,61,No,0,Los Angeles,90019,34.049841,-118.33846,0,71,None,Yes,14.67,Yes,Yes,Fiber Optic,7,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,106.7,7382.25,0,0,1041.57,8423.82,Stayed,,
9961-JBNMK,Male,79,No,0,Desert Center,92239,33.889605,-115.257009,0,21,None,Yes,42.27,No,Yes,Fiber Optic,7,No,No,Yes,No,Yes,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,-1,2030.3,10.2,0,887.67,2907.77,Churned,Dissatisfaction,Product dissatisfaction
9962-BFPDU,Female,61,Yes,3,Kenwood,95452,38.419525,-122.521585,3,1,None,Yes,16.02,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,20.05,20.05,0,0,16.02,36.07,Joined,,
9964-WBQDJ,Female,19,Yes,0,West Hollywood,90069,34.093781,-118.381061,1,71,Offer A,Yes,24.72,Yes,No,,,,,,,,,,,Two Year,Yes,Credit Card,24.4,1725.4,0,0,1755.12,3480.52,Stayed,,
9965-YOKZB,Male,73,No,0,Grizzly Flats,95636,38.636102,-120.522149,0,9,None,Yes,10.04,Yes,Yes,Fiber Optic,13,No,No,No,No,No,Yes,No,Yes,Month-to-Month,Yes,Bank Withdrawal,83.85,790.15,0,0,90.36,880.51,Churned,Dissatisfaction,Network reliability
9967-ATRFS,Female,47,No,0,Calipatria,92233,33.143826,-115.497485,0,19,None,Yes,32.03,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.9,367.55,0,0,608.57,976.12,Stayed,,
9968-FFVVH,Male,20,No,0,Potter Valley,95469,39.408634,-123.045516,0,63,None,Yes,38.37,Yes,Yes,Cable,59,Yes,Yes,Yes,Yes,No,No,No,Yes,One Year,No,Bank Withdrawal,68.8,4111.35,0,0,2417.31,6528.66,Stayed,,
9970-QBCDA,Female,50,No,0,March Air Reserve Base,92518,33.888323,-117.277533,0,6,Offer E,Yes,31.02,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,19.7,129.55,0,0,186.12,315.67,Stayed,,
9971-ZWPBF,Male,70,Yes,1,Orinda,94563,37.873916,-122.20522,7,34,None,Yes,11.74,Yes,Yes,Fiber Optic,12,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Month-to-Month,Yes,Bank Withdrawal,-9,3625.2,0,30,399.16,4054.36,Stayed,,
9972-EWRJS,Female,56,Yes,1,Meadow Valley,95956,39.937017,-121.058043,2,67,Offer A,Yes,48.75,No,No,,,,,,,,,,,Two Year,Yes,Bank Withdrawal,19.25,1372.9,0,0,3266.25,4639.15,Stayed,,
9972-NKTFD,Female,55,No,0,Forest Ranch,95942,40.077028,-121.494168,0,28,None,Yes,25.59,No,Yes,Cable,7,No,Yes,No,Yes,No,No,No,Yes,Month-to-Month,No,Bank Withdrawal,54.65,1517.5,0,0,716.52,2234.02,Stayed,,
9972-VAFJJ,Female,77,Yes,0,San Diego,92116,32.765299,-117.122565,1,53,None,Yes,47.64,No,Yes,Fiber Optic,25,No,Yes,Yes,Yes,Yes,No,No,Yes,One Year,Yes,Bank Withdrawal,94,4871.45,0,0,2524.92,7396.37,Stayed,,
9974-JFBHQ,Male,31,No,1,Del Rey,93616,36.657462,-119.595293,0,64,Offer B,Yes,22.41,No,Yes,Fiber Optic,24,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Month-to-Month,Yes,Credit Card,99.15,6171.2,0,0,1434.24,7605.44,Stayed,,
9975-GPKZU,Male,62,Yes,3,Alameda,94501,37.774633,-122.274434,0,46,None,Yes,7.67,No,No,,,,,,,,,,,Two Year,No,Credit Card,19.75,856.5,0,0,352.82,1209.32,Stayed,,
9975-SKRNR,Male,24,No,0,Sierraville,96126,39.559709,-120.345639,0,1,Offer E,Yes,49.51,No,No,,,,,,,,,,,Month-to-Month,No,Credit Card,18.9,18.9,0,0,49.51,68.41,Joined,,
9978-HYCIN,Male,72,Yes,1,Bakersfield,93301,35.383937,-119.020428,1,47,None,Yes,42.29,No,Yes,Fiber Optic,22,No,Yes,No,No,Yes,No,No,No,One Year,Yes,Bank Withdrawal,84.95,4018.05,0,80,1987.63,6085.68,Stayed,,
9979-RGMZT,Female,20,No,0,Los Angeles,90022,34.02381,-118.156582,0,7,Offer E,Yes,36.49,No,Yes,Fiber Optic,42,No,Yes,No,No,Yes,Yes,Yes,Yes,One Year,Yes,Credit Card,94.05,633.45,0,0,255.43,888.88,Stayed,,
9985-MWVIX,Female,53,No,0,Hume,93628,36.807595,-118.901544,0,1,Offer E,Yes,42.09,No,Yes,Fiber Optic,9,No,No,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,70.15,70.15,0,0,42.09,112.24,Churned,Competitor,Competitor had better devices
9986-BONCE,Female,36,No,0,Fallbrook,92028,33.362575,-117.299644,0,4,None,Yes,2.01,No,No,,,,,,,,,,,Month-to-Month,No,Bank Withdrawal,20.95,85.5,0,0,8.04,93.54,Churned,Competitor,Competitor made better offer
9987-LUTYD,Female,20,No,0,La Mesa,91941,32.759327,-116.99726,0,13,Offer D,Yes,46.68,No,Yes,DSL,59,Yes,No,No,Yes,No,No,Yes,Yes,One Year,No,Credit Card,55.15,742.9,0,0,606.84,1349.74,Stayed,,
9992-RRAMN,Male,40,Yes,0,Riverbank,95367,37.734971,-120.954271,1,22,Offer D,Yes,16.2,Yes,Yes,Fiber Optic,17,No,No,No,No,No,Yes,Yes,Yes,Month-to-Month,Yes,Bank Withdrawal,85.1,1873.7,0,0,356.4,2230.1,Churned,Dissatisfaction,Product dissatisfaction
9992-UJOEL,Male,22,No,0,Elk,95432,39.108252,-123.645121,0,2,Offer E,Yes,18.62,No,Yes,DSL,51,No,Yes,No,No,No,No,No,Yes,Month-to-Month,Yes,Credit Card,50.3,92.75,0,0,37.24,129.99,Joined,,
9993-LHIEB,Male,21,Yes,0,Solana Beach,92075,33.001813,-117.263628,5,67,Offer A,Yes,2.12,No,Yes,Cable,58,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Two Year,No,Credit Card,67.85,4627.65,0,0,142.04,4769.69,Stayed,,
9995-HOTOH,Male,36,Yes,0,Sierra City,96125,39.600599,-120.636358,1,63,None,No,,,Yes,Cable,5,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Two Year,No,Bank Withdrawal,59,3707.6,0,0,0,3707.6,Stayed,,