diff --git a/customer churn analaysis/WA_Fn-UseC_-Telco-Customer-Churn (1).csv b/customer churn analaysis/WA_Fn-UseC_-Telco-Customer-Churn (1).csv new file mode 100644 index 00000000..3de7a612 --- /dev/null +++ b/customer churn analaysis/WA_Fn-UseC_-Telco-Customer-Churn (1).csv @@ -0,0 +1,7044 @@ +customerID,gender,SeniorCitizen,Partner,Dependents,tenure,PhoneService,MultipleLines,InternetService,OnlineSecurity,OnlineBackup,DeviceProtection,TechSupport,StreamingTV,StreamingMovies,Contract,PaperlessBilling,PaymentMethod,MonthlyCharges,TotalCharges,Churn +7590-VHVEG,Female,0,Yes,No,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.85,29.85,No +5575-GNVDE,Male,0,No,No,34,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,56.95,1889.5,No +3668-QPYBK,Male,0,No,No,2,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,53.85,108.15,Yes +7795-CFOCW,Male,0,No,No,45,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),42.3,1840.75,No +9237-HQITU,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.7,151.65,Yes +9305-CDSKC,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.65,820.5,Yes +1452-KIOVK,Male,0,No,Yes,22,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.1,1949.4,No +6713-OKOMC,Female,0,No,No,10,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.75,301.9,No +7892-POOKP,Female,0,Yes,No,28,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.8,3046.05,Yes +6388-TABGU,Male,0,No,Yes,62,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),56.15,3487.95,No +9763-GRSKD,Male,0,Yes,Yes,13,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.95,587.45,No +7469-LKBCI,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.95,326.8,No +8091-TTVAX,Male,0,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),100.35,5681.1,No +0280-XJGEX,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.7,5036.3,Yes +5129-JLPIS,Male,0,No,No,25,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,2686.05,No +3655-SNQYZ,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),113.25,7895.15,No +8191-XWSZG,Female,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,1022.95,No +9959-WOFKT,Male,0,No,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),106.7,7382.25,No +4190-MFLUW,Female,0,Yes,Yes,10,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),55.2,528.35,Yes +4183-MYFRB,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,1862.9,No +8779-QRDMV,Male,1,No,No,1,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,39.65,39.65,Yes +1680-VDCWW,Male,0,Yes,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,202.25,No +1066-JKSGK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,Yes +3638-WEABW,Female,0,Yes,No,58,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),59.9,3505.1,No +6322-HRPFA,Male,0,Yes,Yes,49,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),59.6,2970.3,No +6865-JZNKO,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.3,1530.6,No +6467-CHFZW,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.35,4749.15,Yes +8665-UTDHZ,Male,0,Yes,Yes,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.2,30.2,Yes +5248-YGIJN,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.25,6369.45,No +8773-HHUOZ,Female,0,No,Yes,17,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,64.7,1093.1,Yes +3841-NFECX,Female,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),96.35,6766.95,No +4929-XIHVW,Male,1,Yes,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.5,181.65,No +6827-IEAUQ,Female,0,Yes,Yes,27,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Mailed check,66.15,1874.45,No +7310-EGVHZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.2,20.2,No +3413-BMNZE,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.25,45.25,No +6234-RAAPL,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),99.9,7251.7,No +6047-YHPVI,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,316.9,Yes +6572-ADKRS,Female,0,No,No,46,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),74.8,3548.3,No +5380-WJKOV,Male,0,No,No,34,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,3549.25,Yes +8168-UQWWF,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.85,1105.4,Yes +8865-TNMNX,Male,0,Yes,Yes,10,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Mailed check,49.55,475.7,No +9489-DEDVP,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),69.2,4872.35,No +9867-JCZSP,Female,0,Yes,Yes,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.75,418.25,No +4671-VJLCL,Female,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),79.85,4861.45,No +4080-IIARD,Female,0,Yes,No,13,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,76.2,981.45,No +3714-NTNFO,Female,0,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.5,3906.7,No +5948-UJZLF,Male,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.25,97,No +7760-OYPDY,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.65,144.15,Yes +7639-LIAYI,Male,0,No,No,52,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.75,4217.8,No +2954-PIBKO,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),64.15,4254.1,No +8012-SOUDQ,Female,1,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.25,3838.75,No +9420-LOJKX,Female,0,No,No,15,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.1,1426.4,Yes +6575-SUVOI,Female,1,Yes,No,25,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),69.5,1752.65,No +7495-OOKFY,Female,1,Yes,No,8,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.65,633.3,Yes +4667-QONEA,Female,1,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),74.85,4456.35,No +1658-BYGOY,Male,1,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,1752.55,Yes +8769-KKTPH,Female,0,Yes,Yes,63,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),99.65,6311.2,No +5067-XJQFU,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,108.45,7076.35,No +3957-SQXML,Female,0,Yes,Yes,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.95,894.3,No +5954-BDFSG,Female,0,No,No,72,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.5,7853.7,No +0434-CSFON,Female,0,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,4707.1,No +1215-FIGMP,Male,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.9,5450.7,No +0526-SXDJP,Male,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),42.1,2962,No +0557-ASKVU,Female,0,Yes,Yes,18,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),54.4,957.1,No +5698-BQJOH,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.4,857.25,Yes +5122-CYFXA,Female,0,No,No,3,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,75.3,244.1,No +8627-ZYGSZ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Electronic check,78.9,3650.35,No +3410-YOQBQ,Female,0,No,No,31,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,79.2,2497.2,No +3170-NMYVV,Female,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,930.9,No +7410-OIEDU,Male,0,No,No,10,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.85,887.35,No +2273-QCKXA,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,49.05,49.05,No +0731-EBJQB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.4,1090.65,No +1891-QRQSA,Male,1,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.6,7099,No +8028-PNXHQ,Male,0,Yes,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.25,1424.6,No +5630-AHZIL,Female,0,No,Yes,3,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.5,177.4,No +2673-CXQEU,Female,1,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,110.5,6139.5,No +6416-JNVRK,Female,0,No,No,46,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Credit card (automatic),55.65,2688.85,No +5590-ZSKRV,Female,0,Yes,Yes,8,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.65,482.25,No +0191-ZHSKZ,Male,1,No,No,30,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.75,2111.3,No +3887-PBQAO,Female,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),25.9,1216.6,No +5919-TMRGD,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.35,79.35,Yes +8108-UXRQN,Female,0,Yes,Yes,11,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,50.55,565.35,No +9191-MYQKX,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.15,496.9,Yes +9919-YLNNG,Female,0,No,No,42,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.8,4327.5,No +0318-ZOPWS,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.15,973.35,No +4445-ZJNMU,Male,0,No,No,9,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.3,918.75,No +4808-YNLEU,Female,0,Yes,No,35,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Bank transfer (automatic),62.15,2215.45,No +1862-QRWPE,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1057,No +2796-NNUFI,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,927.1,No +3016-KSVCP,Male,0,Yes,No,29,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,33.75,1009.25,No +4767-HZZHQ,Male,0,Yes,Yes,30,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),82.05,2570.2,No +2424-WVHPL,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,74.7,74.7,No +7233-PAHHL,Male,0,Yes,Yes,66,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84,5714.25,No +6067-NGCEU,Female,0,No,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),111.05,7107,No +9848-JQJTX,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),100.9,7459.05,No +8637-XJIVR,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,927.35,Yes +9803-FTJCG,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),66.85,4748.7,No +0278-YXOOG,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,21.05,113.85,Yes +3212-KXOCR,Male,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21,1107.2,No +4598-XLKNJ,Female,1,Yes,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,2514.5,Yes +6380-ARCEH,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No +3679-XASPY,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.45,19.45,No +7123-WQUHX,Male,0,No,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),95,3605.6,No +5386-THSLQ,Female,1,Yes,No,66,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),45.55,3027.25,No +3192-NQECA,Male,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110,7611.85,Yes +6180-YBIQI,Male,0,No,No,5,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.3,100.2,No +6728-DKUCO,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,104.15,7303.05,No +9750-BOOHV,Female,0,No,No,32,No,No phone service,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,30.15,927.65,No +8597-CWYHH,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Mailed check,94.35,3921.3,No +2848-YXSMW,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1363.25,No +0486-HECZI,Male,0,Yes,No,55,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,96.75,5238.9,Yes +4549-ZDQYY,Female,0,No,No,52,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),57.95,3042.25,No +5712-AHQNN,Female,0,No,No,43,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.65,3954.1,No +4846-WHAFZ,Female,1,Yes,No,37,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,2868.15,Yes +5256-SKJGO,Female,0,Yes,Yes,64,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,54.6,3423.5,No +3071-VBYPO,Male,0,Yes,Yes,3,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,89.85,248.4,No +9560-BBZXK,Female,0,No,No,36,No,No phone service,DSL,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),31.05,1126.35,No +5299-RULOA,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,1064.65,Yes +8402-OOOHJ,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.65,835.15,No +9445-ZUEQE,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),85.2,2151.6,No +1091-SOZGA,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),99.8,5515.45,No +2928-HLDBA,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,112.75,No +0404-SWRVG,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,229.55,Yes +6497-TILVL,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.7,350.35,No +7219-TLZHO,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,62.9,No +4622-YNKIJ,Male,0,No,No,33,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Two year,Yes,Electronic check,88.95,3027.65,No +4412-YLTKF,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.05,2135.5,Yes +6734-PSBAW,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),23.55,1723.95,No +3930-ZGWVE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,No +2639-UGMAZ,Male,1,No,No,71,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,56.45,3985.35,No +2876-GZYZC,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.95,1215.65,No +6207-WIOLX,Female,0,Yes,Yes,25,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),58.6,1502.65,Yes +8587-XYZSF,Male,0,No,No,67,Yes,No,DSL,No,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),50.55,3260.1,No +3091-FYHKI,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.45,35.45,Yes +2372-HWUHI,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.35,81.25,Yes +7799-LGRDP,Female,0,No,No,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.7,1188.2,No +7850-VWJUU,Female,0,No,No,23,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75,1778.5,No +3774-VBNXY,Female,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,1277.75,No +6217-KDYWC,Male,0,No,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.6,1170.55,No +0390-DCFDQ,Female,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.45,70.45,Yes +3146-MSEGF,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.05,6425.65,No +4080-OGPJL,Female,0,No,No,8,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,71.15,563.65,Yes +1095-WGNGG,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),101.05,5971.25,No +2636-SJDOU,Male,0,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),84.3,5289.05,No +1131-QQZEB,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.95,1756.2,No +5716-EZXZN,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),99.05,6416.7,No +6837-BJYDQ,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,61.35,No +2135-RXIHG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.65,45.65,Yes +6440-DKQGE,Male,0,No,Yes,30,Yes,No,DSL,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),64.5,1929.95,No +3466-BYAVD,Male,0,Yes,Yes,15,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,69.5,1071.4,No +3780-YVMFA,Female,0,Yes,Yes,8,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,68.55,564.35,No +3874-EQOEP,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,95,655.5,Yes +1679-JRFBR,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),108.15,7930.55,No +9073-ZZIAY,Male,0,Yes,Yes,62,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,86.1,5215.25,No +3077-RSNTJ,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,113.5,No +6551-GNYDG,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),80.9,1152.8,No +9167-APMXZ,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),84.15,1821.95,No +2749-CTKAJ,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,419.9,No +6371-NZYEG,Male,0,Yes,Yes,16,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Two year,No,Mailed check,64.25,1024,No +7554-NEWDD,Male,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.7,251.6,No +8992-VONJD,Female,0,No,Yes,13,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,56,764.55,No +0867-MKZVY,Female,0,Yes,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,82.4,1592.35,Yes +4482-EWFMI,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,135.2,No +4648-YPBTM,Male,0,No,No,53,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),73.9,3958.25,No +2907-ILJBN,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,233.9,No +6345-FZOQH,Male,0,Yes,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,1363.45,No +3376-BMGFE,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.9,273,Yes +5997-OPVFA,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.05,6254.45,No +3445-HXXGF,Male,1,Yes,No,58,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,45.3,2651.2,Yes +1159-WFSGR,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.4,321.4,No +7654-YWJUF,Male,0,Yes,No,43,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),84.25,3539.25,No +1875-QIVME,Female,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,242.8,Yes +6727-IOTLZ,Male,0,Yes,No,14,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81.95,1181.75,No +0691-JVSYA,Female,0,Yes,No,53,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94.85,5000.2,Yes +5918-VUKWP,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.55,654.55,No +1744-JHKYS,Female,0,Yes,No,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,24.7,780.2,No +2656-FMOKZ,Female,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.45,1145.7,Yes +2070-FNEXE,Female,1,No,No,7,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),76.45,503.6,Yes +5947-SGKCL,Female,0,Yes,Yes,15,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,1559.25,No +3712-PKXZA,Male,0,Yes,No,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,1252,No +6317-YPKDH,Female,0,No,No,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.95,29.95,Yes +6582-OIVSP,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.3,45.3,No +9367-WXLCH,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),84.5,662.65,Yes +5524-KHNJP,Male,0,Yes,Yes,33,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),74.75,2453.3,No +1918-ZBFQJ,Female,0,No,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.25,1111.65,Yes +1024-GUALD,Female,0,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.8,24.8,Yes +4827-USJHP,Male,0,No,No,20,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,51.8,1023.85,No +8167-GJLRN,Male,0,No,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,30.4,82.15,No +0956-SYCWG,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.65,244.8,No +8017-UVSZU,Female,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),56.6,2379.1,No +7100-FQPRV,Male,0,Yes,Yes,43,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),71.9,3173.35,No +2472-OVKUP,Male,0,Yes,No,6,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,91,531,Yes +2984-RGEYA,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1375.4,No +9680-NIAUV,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),109.7,8129.3,No +2146-EGVDT,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.3,1192.7,No +2604-IJPDU,Female,0,Yes,No,20,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,96.55,1901.65,No +9178-JHUVJ,Male,0,Yes,Yes,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.1,587.4,No +6168-YBYNP,Male,0,No,No,59,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.35,6519.75,No +7255-SSFBC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.25,8041.65,No +3645-DEYGF,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,20.75,No +9323-HGFWY,Female,0,Yes,No,27,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),101.9,2681.15,No +8544-GOQSH,Female,0,No,No,14,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),80.05,1112.3,No +3363-DTIVD,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Electronic check,105.55,7405.5,No +7018-WBJNK,Male,0,No,Yes,13,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),78.3,1033.95,No +9142-KZXOP,Male,0,No,No,44,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),68.85,2958.95,No +7674-YTAFD,Female,0,No,No,33,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),79.95,2684.85,No +6348-SNFUS,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),55.45,4179.2,No +1285-OKIPP,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,79.9,79.9,Yes +7825-ECJRF,Female,0,No,No,19,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.6,1934.45,Yes +1347-KTTTA,Male,0,Yes,No,64,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),102.45,6654.1,No +7841-TZDMQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),46,84.5,Yes +4195-NZGTA,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,25.25,No +7157-SMCFK,Male,0,No,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,1124.2,No +4709-LKHYG,Female,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20,540.05,No +2504-DSHIH,Male,1,Yes,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.8,1975.85,No +0699-NDKJM,Female,0,Yes,No,57,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),58.75,3437.45,No +9286-BHDQG,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),45.25,3139.8,No +0230-WEQUW,Male,0,Yes,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),56.6,3789.2,No +2040-LDIWQ,Male,0,Yes,Yes,65,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.2,5324.5,No +6496-JDSSB,Female,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),80,624.6,No +9408-SSNVZ,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,268.35,Yes +4443-EMBNA,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1836.9,No +6469-MRVET,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.2,20.2,No +0742-MOABM,Male,0,Yes,No,4,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50.05,179.35,Yes +5961-VUSRV,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.35,219.35,No +6778-JFCMK,Male,0,No,No,24,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Mailed check,50.6,1288.75,No +6341-JVQGF,Female,0,Yes,Yes,31,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,81.15,2545.75,No +2232-DMLXU,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.2,55.2,Yes +4811-JBUVU,Male,0,No,No,30,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.9,2723.15,No +0945-TSONX,Female,0,Yes,Yes,47,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.3,4107.25,No +2651-ZCBXV,Male,0,No,No,54,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108,5760.65,No +3316-UWXUY,Male,0,No,No,50,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),93.5,4747.5,No +8937-RDTHP,Male,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,84.6,84.6,Yes +7083-MIOPC,Female,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1566.9,No +1984-GPTEH,Female,0,No,No,29,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25.15,702,No +1251-KRREG,Male,0,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,54.4,114.1,Yes +0621-JFHOL,Female,0,No,No,10,No,No phone service,DSL,No,No,No,Yes,No,No,Two year,Yes,Mailed check,29.6,299.05,No +9903-LYSAB,Male,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.15,1305.95,No +0094-OIFMO,Female,1,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95,1120.3,Yes +9227-UAQFT,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,284.35,No +7301-ABVAD,Female,0,No,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.6,6350.5,No +6614-FHDBO,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),109.2,7878.3,No +7576-ASEJU,Female,0,Yes,Yes,41,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),74.7,3187.65,No +9058-HRZSV,Female,1,Yes,No,65,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,94.4,6126.15,No +4522-AKYLR,Female,1,No,No,13,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,54.8,731.3,No +0221-WMXNQ,Male,1,No,No,4,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.35,273.4,No +0303-UNCIP,Male,0,No,No,41,Yes,Yes,DSL,No,No,Yes,No,No,Yes,One year,No,Mailed check,65,2531.8,No +9947-OTFQU,Male,1,No,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,1074.3,Yes +0322-YINQP,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.55,48.55,Yes +0959-WHOKV,Male,0,No,No,42,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,99,4298.45,No +4075-JFPGR,Female,0,Yes,No,51,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,93.5,4619.55,No +4629-NRXKX,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,147.15,Yes +9514-JDSKI,Male,1,Yes,No,1,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,40.2,40.2,Yes +3282-ZISZV,Male,0,No,Yes,32,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),83.7,2633.3,No +3675-YDUPJ,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.85,193.05,No +4111-BNXIF,Female,0,Yes,Yes,67,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,59.55,4103.9,No +7017-VFHAY,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.1,7008.15,No +6655-LHBYW,Male,0,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),114.35,5791.1,No +4959-JOSRX,Female,0,Yes,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.6,80.55,Yes +5046-NUHWD,Female,1,Yes,No,29,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,45,1228.65,No +7273-TEFQD,Male,1,No,No,3,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,41.15,132.2,Yes +3606-TWKGI,Male,1,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.9,1364.3,Yes +7529-ZDFXI,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.85,4925.35,No +7605-BDWDC,Female,0,No,No,31,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),49.85,1520.1,No +1950-KSVVJ,Female,0,Yes,No,45,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,113.3,5032.25,No +0123-CRBRT,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,88.1,5526.75,No +6292-TOSSS,Male,0,No,No,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.9,1195.25,No +3197-ARFOY,Female,1,No,No,19,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,105,2007.25,No +6323-AYBRX,Male,0,No,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,1099.6,Yes +7014-ZZXAW,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.25,1732.95,No +4385-GZQXV,Female,1,No,No,16,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,1511.2,Yes +7633-MVPUY,Male,0,Yes,No,57,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Electronic check,59.75,3450.15,No +6366-ZGQGL,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),24.8,24.8,Yes +4716-HHKQH,Male,1,Yes,No,20,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,107.05,2172.05,No +5940-AHUHD,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.6,70.6,Yes +6432-TWQLB,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.4,401.1,Yes +4484-GLZOU,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.05,5624.85,Yes +3179-GBRWV,Male,1,Yes,No,21,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.95,1339.8,No +8645-KWHJO,Male,0,No,No,14,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,55,771.95,No +4130-MZLCC,Female,0,No,No,5,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.55,244.75,No +0314-TKOSI,Female,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,55.15,322.9,No +8229-MYEJZ,Female,0,No,No,10,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,51.2,498.25,No +2080-SRCDE,Female,0,No,Yes,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.4,25.4,No +9577-WJVCQ,Female,0,No,No,68,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,54.45,3687.75,No +9512-UIBFX,Male,0,Yes,Yes,18,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,95.15,1779.95,Yes +6202-DYYFX,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,One year,Yes,Credit card (automatic),76,1783.6,No +3808-HFKDE,Female,0,No,No,20,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.35,927.15,No +5583-SXDAG,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70,70,Yes +3488-PGMQJ,Male,1,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,606.55,Yes +3580-REOAC,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.85,435.4,Yes +7534-BFESC,Male,1,No,No,24,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.1,1712.7,Yes +3727-OWVYD,Male,0,No,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Mailed check,61.2,2021.2,No +2294-SALNE,Male,0,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,No,Mailed check,86.8,1940.8,No +4847-TAJYI,Female,1,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.35,567.8,No +1563-IWQEX,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,220.35,No +8203-XJZRC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,20.25,No +6556-DBKZF,Female,0,Yes,Yes,71,Yes,No,Fiber optic,No,No,Yes,No,No,No,Two year,No,Electronic check,76.05,5436.45,No +6851-WEFYX,Male,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,3437.5,No +2985-JUUBZ,Male,0,Yes,Yes,40,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.55,3015.75,No +6390-DSAZX,Female,0,No,Yes,1,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.6,73.6,Yes +0895-LMRSF,Male,0,No,No,23,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),64.9,1509.8,No +8098-LLAZX,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,396.1,Yes +8266-VBFQL,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.4,356.65,No +8181-YHCMF,Female,0,Yes,Yes,68,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),60.3,4109,No +2240-HSJQD,Male,0,No,Yes,38,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,81.85,3141.7,No +1248-DYXUB,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.8,1229.1,No +0265-EDXBD,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,2303.35,Yes +4115-BNPJY,Male,0,Yes,Yes,29,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,75.55,2054.4,No +3167-SNQPL,Male,1,Yes,Yes,38,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,3741.85,No +4091-TVOCN,Male,0,No,Yes,48,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),78.75,3682.45,No +1098-TDVUQ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.25,19.25,No +7277-OZCGZ,Female,0,No,No,22,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.05,1886.25,No +1557-EMYVT,Female,0,No,No,43,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.05,4895.1,No +2799-ARNLO,Female,1,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,341.6,No +7563-BIUPC,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.6,415.55,Yes +5027-YOCXN,Male,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),110.05,5686.4,No +3973-SKMLN,Male,0,No,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.9,1355.1,No +2321-OMBXY,Female,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),80.3,3058.65,Yes +2840-XANRC,Male,1,Yes,No,24,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.15,2231.05,Yes +6745-JEFZB,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),91.5,3236.35,No +5020-ZSTTY,Female,1,No,No,54,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),82.45,4350.1,Yes +9880-TDQAC,Female,0,Yes,Yes,72,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,60,4264,No +8705-WZCYL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.8,44.8,No +7102-JJVTX,Female,0,Yes,Yes,9,Yes,No,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,48.6,422.3,No +8626-PTQGE,Male,0,No,No,69,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.05,4176.7,No +4983-CLMLV,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.7,5138.1,No +5701-YVSVF,Female,1,Yes,No,11,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,82.9,880.05,No +5804-LEPIM,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,139.05,Yes +5697-GOMBF,Female,1,Yes,Yes,28,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,35.9,973.65,No +2739-CACDQ,Female,1,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),82.65,1470.05,No +9385-EHGDO,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,739.35,No +9498-FIMXL,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.2,161.95,No +2379-GYFLQ,Male,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),94.9,4422.95,No +0122-OAHPZ,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.85,511.25,Yes +2868-SNELZ,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,80.6,155.8,Yes +4322-RCYMT,Male,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.8,5293.95,Yes +6680-NENYN,Female,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,104.6,4759.85,Yes +2088-IEBAU,Female,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,88.15,6148.45,No +7982-VCELR,Female,0,No,No,36,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.8,3565.65,No +1343-EHPYB,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.4,6603,Yes +6035-BXTTY,Female,1,No,No,32,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.65,1830.1,No +6885-PKOAM,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),85.75,6223.8,No +7520-HQWJU,Female,0,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),67.45,4508.65,No +9639-BUJXT,Male,0,No,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.5,1328.15,No +5924-SNGKP,Female,0,No,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.25,865,No +0021-IKXGC,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,72.1,72.1,No +2034-GDRCN,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.4,168.2,Yes +8966-SNIZF,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.45,1303.5,No +6243-OZGFH,Female,0,No,No,23,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.95,996.85,No +4654-DLAMQ,Female,1,Yes,No,64,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),97,6430.9,No +0513-RBGPE,Male,0,Yes,Yes,37,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),62.8,2278.75,No +5160-UXJED,Male,0,No,Yes,17,Yes,No,DSL,No,No,No,No,No,No,One year,No,Mailed check,44.6,681.4,No +4115-NZRKS,Female,1,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.15,574.35,No +0219-YTZUE,Male,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,371.9,Yes +0623-IIHUG,Female,1,No,No,21,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,41.9,840.1,Yes +4572-DVCGN,Female,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),80.25,846,Yes +3351-NGXYI,Female,1,No,No,16,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,54.1,889,No +8984-EYLLL,Male,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,105.25,6823.4,No +9057-MSWCO,Male,1,Yes,No,27,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),30.75,805.1,Yes +9833-TGFHX,Male,0,Yes,Yes,42,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Electronic check,97.1,4016.75,No +9294-TDIPC,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,83.75,No +5229-DTFYB,Female,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),98.8,3959.15,No +0104-PPXDV,Male,0,Yes,No,58,Yes,No,DSL,No,No,Yes,No,No,No,One year,No,Credit card (automatic),50.3,2878.55,No +5176-LMJXE,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.55,945.7,No +3583-KRKMD,Male,0,No,No,18,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),75.9,1373.05,No +1010-DIAUQ,Male,0,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),96.5,492.55,Yes +9069-LGEUL,Male,0,Yes,No,23,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),59.95,1406,No +7302-ZHMHP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.15,19.15,No +9571-EDEBV,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),98.65,6962.85,No +3520-FJGCV,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),112.6,8126.65,No +6563-VRERX,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,690.25,No +0259-GBZSH,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.65,181.5,Yes +6122-EFVKN,Male,0,No,Yes,24,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,35.75,830.8,No +2805-EDJPQ,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),99.75,5608.4,No +6862-CQUMB,Male,0,No,No,37,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),96.1,3646.8,No +7156-MXBJE,Female,0,No,No,43,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),85.1,3662.25,No +6158-HDPXZ,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.35,25.35,No +9601-BRXPO,Female,0,Yes,No,25,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.95,2566.5,Yes +2863-IMQDR,Female,0,No,No,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,89.65,5308.7,No +5686-CMAWK,Male,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,86.75,1410.25,No +5651-CRHKQ,Female,0,Yes,No,41,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),86.2,3339.05,No +6905-NIQIN,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.65,50.65,Yes +8204-YJCLA,Male,1,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),64.8,4732.35,No +5167-ZFFMM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.85,90.85,Yes +6583-SZVGP,Male,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.1,5067.45,No +4895-TMWIR,Male,1,Yes,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,214.75,Yes +0533-BNWKF,Female,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.45,4874.7,Yes +1708-PBBOA,Female,0,No,No,42,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,54.75,2348.45,No +8782-LKFPK,Male,0,No,No,44,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,90.4,4063,No +5522-JBWMO,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44,44,No +3597-MVHJT,Female,0,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.6,2595.25,No +9774-NRNAU,Male,1,Yes,No,27,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),84.8,2309.55,No +0224-RLWWD,Female,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.3,89.3,No +9967-ATRFS,Female,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,367.55,No +3951-NJCVI,Female,1,Yes,No,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.05,3944.5,No +2977-CEBSX,Female,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.05,5965.95,No +0177-PXBAT,Male,1,Yes,No,33,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.9,3694.7,No +6599-CEBNN,Female,0,No,No,34,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.95,2524.45,Yes +2519-ERQOJ,Male,1,No,No,33,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,54.6,1803.7,No +5876-QMYLD,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,415.1,No +2277-AXSDC,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.75,624.15,No +9442-JTWDL,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,237.7,No +0979-PHULV,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.45,7007.6,Yes +3067-SVMTC,Female,0,Yes,No,68,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),55.9,3848.8,No +5495-GPSRW,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,419.4,No +7606-BPHHN,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1468.75,No +4742-DRORA,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),95.4,5812,No +0111-KLBQG,Male,1,Yes,Yes,32,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.95,2861.45,No +4800-VHZKI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,19.9,Yes +7989-CHGTL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,19.6,Yes +0334-GDDSO,Male,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.35,233.7,Yes +4163-NCJAK,Female,0,Yes,No,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.45,1066.15,No +5233-AOZUF,Female,0,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,2149.05,No +5973-EJGDP,Male,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,87.35,4473,No +1996-DBMUS,Female,1,Yes,No,48,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.65,3545.05,No +7916-VCCPB,Female,0,Yes,Yes,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),73.25,1195.75,No +4686-GEFRM,Male,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),98.7,6858.9,No +5249-QYHEX,Female,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1024.7,No +0578-SKVMF,Female,0,Yes,Yes,22,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,83.3,1845.9,Yes +5564-NEMQO,Female,1,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.3,75.3,Yes +2233-FAGXV,Female,0,Yes,Yes,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.3,132.25,No +5605-IYGFG,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.85,515.45,No +7663-ZTEGJ,Male,0,No,Yes,29,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),100.55,2830.45,No +3935-TBRZZ,Male,0,Yes,Yes,44,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.7,1110.5,No +8111-BKVDS,Female,0,No,No,10,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),40.7,449.3,No +2055-SIFSS,Female,1,Yes,No,55,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),51.65,2838.55,No +2806-MLNTI,Male,1,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.1,5376.4,No +8734-DKSTZ,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.95,858.6,No +4360-PNRQB,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.6,1395.05,No +6152-ONASV,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),58.25,3975.7,No +9063-ZGTUY,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,1182.55,Yes +7781-HVGMK,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.2,4784.45,No +2181-UAESM,Male,0,No,No,2,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Electronic check,53.45,119.5,No +2957-LOLHO,Male,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.4,518.9,Yes +6048-NJXHX,Male,0,Yes,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,19.75,899.45,No +2320-SLKMB,Female,0,No,No,26,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),44.45,1183.8,No +4980-URKXC,Male,0,Yes,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.85,720.05,No +4376-KFVRS,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.05,8468.2,No +5886-VLQVU,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.85,3161.2,No +3577-AMVUX,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,55.05,55.05,No +0771-WLCLA,Female,0,Yes,Yes,16,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,112.95,1882.55,No +5628-RKIFK,Female,1,No,No,49,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),101.55,5070.4,No +0206-TBWLC,Female,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,114.65,6049.5,No +2937-FTHUR,Female,0,No,Yes,18,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,64.8,1166.7,No +1910-FMXJM,Female,0,Yes,No,36,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.4,2937.65,No +7752-XUSCI,Female,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,6396.45,Yes +4110-PFEUZ,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.55,69.55,Yes +0732-OCQOC,Female,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.05,1270.25,No +5168-MSWXT,Male,0,Yes,Yes,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,759.55,No +1090-ESELR,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),105.5,7611.55,No +8592-PLTMQ,Female,0,No,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.7,1642.75,No +5760-WRAHC,Female,1,No,No,22,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,69.75,1545.4,No +8847-GEOOQ,Male,0,Yes,No,60,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),60.2,3582.4,No +0256-LTHVJ,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.05,2227.1,Yes +4785-FCIFB,Female,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.4,1417.9,No +8313-NDOIA,Female,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.15,2494.65,No +5149-CUZUJ,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),92.9,2768.35,No +0942-KOWSM,Female,0,Yes,Yes,30,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.8,2369.3,No +4237-CLSMM,Male,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,38,No +1452-VOQCH,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,75.1,No +4719-UMSIY,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,100.9,No +6614-VBEGU,Female,0,Yes,No,24,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),69.45,1614.05,No +0880-TKATG,Male,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,385.9,Yes +3811-VBYBZ,Male,0,No,No,7,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,673.25,Yes +1480-BKXGA,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,8404.9,No +2996-XAUVF,Male,0,No,No,70,No,No phone service,DSL,No,No,No,Yes,No,Yes,Two year,Yes,Mailed check,40.05,2799.75,No +9076-AXYIK,Male,1,Yes,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,102.1,6538.45,No +5968-XQIVE,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,89.7,6588.95,No +8896-RAZCR,Female,0,No,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,868.1,No +4640-UHDOS,Female,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,55.95,734.35,Yes +4933-IKULF,Female,1,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,330.6,No +3583-EKAPL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55,55,Yes +1304-BCCFO,Male,0,Yes,No,9,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,70.05,564.4,No +4104-PVRPS,Male,0,Yes,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,53.6,1315.35,No +9399-APLBT,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes +2359-KMGLI,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,1861.5,Yes +3780-DDGSE,Male,1,Yes,Yes,35,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,76.05,2747.2,No +4431-EDMIQ,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,75.7,554.05,No +0306-JAELE,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96.1,453.4,Yes +6227-HWPWX,Female,0,No,Yes,15,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69,994.8,Yes +0486-LGCCH,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,225.75,No +0447-BEMNG,Female,0,Yes,No,48,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),45.3,2145,Yes +4612-SSVHJ,Female,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.45,1671.6,No +5168-MQQCA,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.5,8003.8,No +5949-XIKAE,Female,0,Yes,Yes,8,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.55,680.05,Yes +7971-HLVXI,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Two year,Yes,Credit card (automatic),84.5,6130.85,No +9094-AZPHK,Female,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.15,1415,No +3649-JPUGY,Male,0,No,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),88.6,6201.95,No +4472-LVYGI,Female,0,Yes,Yes,0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),52.55, ,No +8372-JUXUI,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,74.35,Yes +3552-CTCYF,Male,0,Yes,Yes,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.8,6597.25,No +6778-YSNIH,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,59,114.15,No +0388-EOPEX,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,139.4,Yes +5756-OZRIO,Male,1,Yes,No,61,Yes,Yes,DSL,No,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),64.05,3902.6,No +6579-JPICP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,No +8205-OTCHB,Male,0,No,No,22,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),43.75,903.6,Yes +4134-BSXLX,Male,0,Yes,No,28,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,60.9,1785.65,No +0505-SPOOW,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,1397.65,No +6235-VDHOM,Female,1,No,No,5,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,28.45,131.05,Yes +7783-YKGDV,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),99.7,1238.45,Yes +4374-YMUSQ,Male,0,No,No,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),116.25,3899.05,No +4513-CXYIX,Female,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,Yes,Credit card (automatic),80.7,5676,No +3957-HHLMR,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,No,No,No,No,Yes,One year,No,Bank transfer (automatic),65.2,4543.15,No +7803-XOCCZ,Female,0,Yes,Yes,52,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),84.05,4326.8,No +5736-YEJAX,Male,0,No,Yes,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),79.45,5502.55,No +5609-CEBID,Female,1,No,No,20,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.1,1782.4,Yes +8981-FJGLA,Male,0,No,Yes,11,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,78,851.8,No +7218-HKQFK,Male,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,167.5,Yes +4636-QRJKY,Female,0,Yes,Yes,6,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.5,502.85,Yes +1135-LMECX,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,19.85,No +4332-MUOEZ,Male,1,Yes,Yes,20,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),94.3,1818.3,No +8535-SFUTN,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.45,6300.15,No +5956-VKDTT,Female,1,Yes,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,334.8,Yes +8677-HDZEE,Female,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.45,5916.95,No +2475-MROZF,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),95,2852.4,No +9412-GHEEC,Male,0,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),104.8,4131.95,Yes +3482-ABPKK,Female,0,No,No,28,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54.3,1546.3,No +6705-LXORM,Female,1,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.05,302.6,No +0257-ZESQC,Female,1,Yes,No,27,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.2,1929.35,Yes +7531-GQHME,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,265.45,No +5174-ITUMV,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.4,6989.45,No +4109-CYRBD,Male,1,Yes,No,29,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.6,1442,No +0913-XWSCN,Male,0,Yes,Yes,55,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),85.5,4713.4,No +6825-UYPFK,Female,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.6,1758.6,Yes +8397-MVTAZ,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3480,Yes +0750-EBAIU,Male,0,No,No,52,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Electronic check,91.25,4738.3,No +8606-CIQUL,Male,1,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.75,8399.15,No +3571-DPYUH,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),94.7,5430.35,No +7601-GNDYK,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,686.95,No +0356-OBMAC,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),99.9,5706.3,No +8067-NIOYM,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),21.1,490.65,No +1403-GYAFU,Male,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1360.25,No +4234-XTNEA,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,174.45,No +1297-VQDRP,Male,1,Yes,Yes,68,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),107.15,7379.8,No +9282-IZGQK,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,85,Yes +5348-CAGXB,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.55,1021.75,No +0621-HJWXJ,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),81.55,5029.05,No +5844-QVTAT,Female,0,Yes,Yes,33,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,58.45,1955.4,No +8905-IAZPF,Female,0,Yes,No,69,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),95.65,6744.2,No +5394-MEITZ,Female,0,Yes,Yes,60,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.6,4946.7,No +6859-QNXIQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.1,8248.5,No +2782-LFZVW,Female,0,No,No,11,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,58.95,601.6,No +2866-IKBTM,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No +1342-JPNKI,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),86.05,834.1,Yes +2817-NTQDO,Male,0,No,No,13,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),45.55,597,Yes +7129-AZJDE,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Bank transfer (automatic),78.95,2647.2,No +6986-IJDHX,Male,0,Yes,Yes,39,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,86.3,3266,Yes +2560-PPCHE,Female,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.05,6744.25,No +4676-MQUEA,Male,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),101.9,5265.5,No +8138-EALND,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,311.6,No +3580-HYCSP,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.3,7966.9,No +1352-HNSAW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.6,8220.4,No +2075-PUEPR,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1153.25,No +1982-FEBTD,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.6,514.75,No +5301-GAUUY,Male,0,No,No,32,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.35,2596.15,Yes +5791-KAJFD,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),68.75,3808,No +2654-VBVPB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.9,19.9,No +1154-HYWWO,Male,0,No,No,38,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Mailed check,70.6,2708.2,No +2501-XWWTZ,Male,0,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.2,760.05,No +3716-UVSPD,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.3,49.3,No +6815-ABQFQ,Male,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,107.25,6033.3,No +7343-EOBEU,Male,0,Yes,No,3,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,23.6,89.05,No +3701-SFMUH,Male,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),69.7,516.15,No +6103-LIANB,Male,0,Yes,Yes,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),99.5,5861.75,No +7319-VENRZ,Male,0,No,No,7,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),64.3,445.95,No +5846-NEQVZ,Male,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),70.85,4973.4,No +6967-QIQRV,Male,0,Yes,Yes,15,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,No,Electronic check,101.9,1667.25,No +5781-RFZRP,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),73.5,5357.75,No +0939-YAPAF,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,3527.6,Yes +0308-IVGOK,Female,0,No,No,11,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),40.4,422.6,No +7293-LSCDV,Female,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.25,1103.25,No +7025-WCBNE,Male,1,No,No,47,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),59.6,2754,No +5756-JYOJT,Female,0,No,No,11,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),64.9,697.25,No +4710-FDUIZ,Male,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),100.3,5614.45,Yes +6030-REHUX,Female,1,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.85,3204.4,No +9548-LIGTA,Male,0,Yes,No,61,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,81.05,4747.65,No +5150-LJNSR,Male,0,Yes,Yes,31,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Bank transfer (automatic),98.05,3082.1,No +8270-RKSAP,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.5,597.9,No +6522-YRBXD,Male,1,Yes,No,35,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,94.55,3365.4,No +2640-LYMOV,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,38.8,No +1218-VKFPE,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19,233.55,Yes +3627-FHKBK,Female,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,75.3,75.3,Yes +2865-TCHJW,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,346.2,Yes +1423-BMPBQ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19,19,No +2393-DIVAI,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20,61.7,No +5192-EBGOV,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.7,85.7,Yes +4568-KNYWR,Male,0,No,No,52,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),63.25,3342.45,No +8752-IMQOS,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,85.1,No +0742-LAFQK,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,99.15,7422.1,No +0795-LAFGP,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.4,6668.05,No +0619-OLYUR,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.9,8071.05,No +5512-IDZEI,Male,0,Yes,Yes,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.9,1174.8,No +0459-SPZHJ,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),83.5,5435,No +0215-BQKGS,Male,0,No,No,30,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.3,2438.6,No +9244-ZVAPM,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.6,45.6,No +0719-SYFRB,Female,0,No,No,12,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,61.65,713.75,Yes +8208-EUMTE,Male,0,No,No,16,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,54.85,916.15,No +5172-MIGPM,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,65.55,237.2,No +1710-RCXUS,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),90.35,4614.55,No +0374-FIUCA,Male,0,Yes,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.4,1414.45,No +5839-SUYVZ,Male,0,No,No,16,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),74.55,1170.5,No +5173-ZXXXL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,47.7,No +1096-ADRUX,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),74.25,4859.25,No +2001-MCUUW,Male,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,108.65,4903.2,No +2731-GJRDG,Female,0,No,No,32,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.55,3608,No +4723-BEGSG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.65,6094.25,No +6516-NKQBO,Male,0,Yes,Yes,38,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),81,3084.9,No +8672-OAUPW,Male,0,No,Yes,51,Yes,No,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),47.85,2356.75,No +8207-DMRVL,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.55,8306.05,No +3419-SNJJD,Female,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),105.25,6786.4,Yes +6543-CPZMK,Male,0,Yes,Yes,9,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.95,248.95,Yes +4765-OXPPD,Female,0,Yes,Yes,9,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Mailed check,65,663.05,Yes +2804-ETQDK,Male,0,No,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1357.1,No +6689-VRRTK,Female,1,No,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.8,4860.35,No +7138-GIRSH,Male,0,No,No,50,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),69.5,3418.2,No +9396-ZSFLL,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,48.85,631.4,No +6464-KEXXH,Male,0,No,No,8,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.25,186.3,No +7134-MJPDY,Female,1,No,No,66,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),102.85,6976.75,No +5240-CAOYT,Female,0,No,No,57,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),87.55,4884.85,No +4059-IIEBK,Female,0,No,No,7,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),78.55,522.95,No +4881-JVQOD,Male,1,Yes,Yes,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),34.55,362.6,No +0516-UXRMT,Female,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,92.05,5755.8,No +4851-BQDNX,Male,0,Yes,Yes,40,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,85.05,3355.65,No +5148-HKFIR,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,406.95,No +1009-IRMNA,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20,137.6,Yes +3003-CMDUU,Female,0,Yes,No,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.15,2395.7,No +5016-IBERQ,Male,0,Yes,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,84.25,1968.1,No +6797-UCJHZ,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),104.6,6819.45,No +2469-DTSGX,Female,1,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,111.65,7943.45,No +4554-YGZIH,Male,1,Yes,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),90.05,4547.25,Yes +5099-BAILX,Male,1,Yes,Yes,43,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),110.75,4687.9,Yes +9931-KGHOA,Female,0,Yes,No,46,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),55,2473.95,No +1775-KWJKQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.85,6562.9,No +7665-VIGUD,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,176.3,No +9411-TPQQV,Female,0,No,No,40,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),54.55,2236.2,No +7207-RMRDB,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,6985.65,Yes +7954-MLBUN,Male,0,No,No,31,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),99.45,3109.9,No +2077-DDHJK,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),70.9,4911.35,No +4913-EHYUI,Male,1,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.55,5794.65,Yes +0195-IESCP,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.25,855.3,Yes +9574-BOSMD,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.4,1620.2,No +4580-TMHJU,Female,0,Yes,Yes,43,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,56.15,2499.3,Yes +0970-ETWGE,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.55,89.55,Yes +4908-XAXAY,Female,1,No,No,49,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),89.85,4287.2,No +8404-VLQFB,Female,0,Yes,Yes,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.25,394.85,No +1626-ERCMM,Male,1,Yes,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.55,1899.65,Yes +0887-HJGAR,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.7,45.7,Yes +2391-IPLOP,Male,0,Yes,Yes,50,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,69.65,3442.15,No +5644-PDMZC,Female,1,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.5,161.5,Yes +3509-GWQGF,Male,1,No,No,24,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70,1732.6,No +9576-ANLXO,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.55,222.3,Yes +2024-BASKD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,74.6,74.6,Yes +5845-BZZIB,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,655.3,No +1140-UKVZG,Female,0,No,No,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.8,475.25,No +4160-AMJTL,Female,1,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.65,164.3,Yes +5183-SNMJQ,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.1,865.1,No +8100-PNJMH,Male,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.85,6132.7,No +7838-LAZFO,Male,0,Yes,No,45,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),78.8,3597.5,No +4464-JCOLN,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.85,35.9,Yes +2085-JVGAD,Male,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.35,697.65,No +5650-VDUDS,Female,0,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.25,96.05,Yes +8095-WANWK,Female,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.25,428.7,No +3030-ZKIWL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No +9565-FLVCG,Male,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Two year,Yes,Mailed check,69.55,4459.15,No +8755-OGKNA,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.5,1167.6,No +2800-VEQXM,Female,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,74.75,238.1,No +7538-GWHML,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,145.15,Yes +5533-RJFTJ,Male,0,No,No,49,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.2,1453.1,No +3859-CVCET,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,191.05,Yes +0214-JHPFW,Female,0,Yes,No,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),57.8,4039.3,No +5642-MHDQT,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,1039.45,No +3088-FVYWK,Male,0,Yes,Yes,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.55,1336.1,No +3276-HDUEG,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.05,75.05,Yes +9092-GDZKO,Male,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),24.85,493.4,No +0823-HSCDJ,Male,1,No,No,52,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.15,2550.9,Yes +3729-OWRVL,Male,1,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.35,7246.15,No +2324-AALNO,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.55,1203.95,No +0822-GAVAP,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,34.7,62.25,Yes +5760-IFJOZ,Male,0,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,107.95,313.6,No +2826-UWHIS,Male,0,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),81.4,3775.85,No +1448-PWKYE,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80,80,Yes +7501-IWUNG,Female,0,Yes,Yes,61,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),73.8,4616.05,No +4957-TREIR,Male,0,No,No,3,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),64.4,195.65,No +7251-LJBQN,Female,1,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),103.75,4188.4,No +8040-MNRTF,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,71.1,71.1,No +1536-HBSWP,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.9,49.9,No +5313-FPXWG,Male,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.6,1266.4,No +0067-DKWBL,Male,1,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.25,91.1,Yes +0946-FKYTX,Male,0,No,No,52,No,No phone service,DSL,No,Yes,No,No,No,No,One year,No,Mailed check,30.1,1623.4,No +5076-YVXCM,Male,0,No,No,51,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),83.4,4149.45,No +8262-COGGB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,20.45,No +6663-JOCQO,Male,0,Yes,Yes,31,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.25,2344.5,No +9620-QJREV,Male,0,No,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.55,1013.05,No +2276-YDAVZ,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.1,270.7,Yes +2682-KEVRP,Female,1,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.05,417,No +2480-JZOSN,Female,0,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.65,20.65,No +0078-XZMHT,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.15,6316.2,No +5896-NPFWW,Male,0,Yes,Yes,3,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,50.15,168.15,Yes +9978-HYCIN,Male,1,Yes,Yes,47,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),84.95,4018.05,No +8338-QIUNR,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),66.5,4811.6,No +1525-LNLOJ,Male,0,Yes,Yes,66,Yes,Yes,DSL,No,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),63.3,4189.7,No +9450-TRJUU,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,83.15,2848.45,No +1766-GKNMI,Male,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,2516.2,No +6942-LBFDP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,33.6,No +1456-TWCGB,Male,0,No,No,4,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.25,208.45,No +7133-VBDCG,Female,0,No,No,25,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.85,2015.35,Yes +7596-ZYWBB,Female,0,No,No,65,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,59.6,3739.8,No +8329-UTMVM,Male,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.65,2964,No +3014-WJKSM,Male,0,Yes,No,29,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,2263.4,No +3347-YJZZE,Male,0,Yes,Yes,29,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),80.1,2211.8,No +1029-QFBEN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,Yes +7929-DMBCV,Female,0,Yes,No,20,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,81,1683.7,No +9661-JALZV,Female,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.7,1519,No +5433-KYGHE,Female,0,No,Yes,14,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,86,1164.05,No +4312-KFRXN,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1710.9,No +5575-TPIZQ,Male,0,No,No,46,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.15,4245.55,No +0114-IGABW,Female,0,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),58.25,4145.9,No +9944-AEXBM,Male,0,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.65,2664.3,No +1853-ARAAQ,Female,0,No,No,26,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.35,1277.5,No +6952-OMNWB,Male,1,Yes,No,68,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.35,5589.3,No +4697-LUPSU,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.2,34.75,No +8434-VGEQQ,Male,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1305.95,No +4952-YSOGZ,Female,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.95,381.3,Yes +1589-AGTLK,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.35,141.5,Yes +5244-IRFIH,Male,1,Yes,No,33,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.5,3105.55,Yes +6549-YMFAW,Male,1,Yes,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,21.25,204.55,No +4950-HKQTE,Female,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.25,605.9,No +6786-OBWQR,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.85,356.1,No +2684-EIWEO,Female,1,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Credit card (automatic),91.7,2758.15,Yes +2753-JMMCV,Male,0,No,No,65,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),74.2,4805.65,No +6439-GTPCA,Female,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,87.25,3941.7,Yes +6621-YOBKI,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,92.75,No +1216-JWVUX,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,1901.05,No +7564-GHCVB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),79.05,5730.7,No +1173-NOEYG,Female,0,Yes,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),90.15,2423.4,No +7595-EHCDL,Male,0,Yes,Yes,32,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),50.6,1653.45,No +6647-ZEDXT,Female,0,No,No,30,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),110.45,3327.05,No +2521-NPUZR,Male,0,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),101,7085.5,No +1307-TVUFB,Male,1,No,No,42,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.35,3344.1,No +7503-MIOGA,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.85,6697.35,No +4381-MHQDC,Female,0,No,No,47,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Mailed check,65,2879.9,No +6923-JHPMP,Female,0,No,No,2,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.45,137.1,No +5138-WVKYJ,Male,0,No,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.55,1008.55,Yes +4018-PPNDW,Female,0,Yes,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.1,1551.6,No +1635-FJFCC,Female,0,No,No,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.05,202.15,No +2499-AJYUA,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,7882.25,No +6919-ELBGL,Male,1,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.95,8196.4,No +3966-HRMZA,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,75.05,202.9,No +6425-JWTDV,Male,0,Yes,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,855.1,No +8405-IGQFX,Female,0,No,No,63,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),90.05,5817,No +8224-IVVPA,Female,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,56.7,1652.95,No +9477-LGWQI,Male,0,Yes,Yes,70,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),80.15,5600.15,No +1410-RSCMR,Male,0,Yes,Yes,7,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),71.35,515.75,No +3115-CZMZD,Male,0,No,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25, ,No +0139-IVFJG,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,90.35,190.5,No +6683-VLCTZ,Male,1,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.55,1842.8,Yes +5730-DBDSI,Male,0,No,No,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1253.8,No +0030-FNXPP,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,57.2,No +2189-WWOEW,Female,0,No,Yes,15,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.9,1269.55,Yes +5684-FJVYR,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),90.35,6563.4,No +4013-GUXND,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,20.8,No +1894-IGFSG,Female,0,No,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.25,1907.85,Yes +7379-POKDZ,Male,0,Yes,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,208.85,Yes +1266-NZYUI,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),66.85,4758.8,No +7969-FFOWG,Male,0,Yes,Yes,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,1292.6,No +4718-DHSMV,Female,0,No,No,11,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,35.8,363.15,No +5175-WLYXL,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,78.85,1600.25,No +7817-OMJNA,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.4,275.7,No +8728-SKJLR,Male,0,No,No,41,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,74.25,3089.1,No +3137-NYQQI,Male,0,Yes,No,17,Yes,No,DSL,Yes,Yes,No,No,No,Yes,One year,No,Mailed check,64.8,1175.6,No +7706-DZNKK,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,237.3,No +0236-HFWSV,Male,0,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.35,1444.65,Yes +3900-AQPHZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,Yes +5842-POCOP,Female,0,Yes,No,5,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,88.9,454.15,Yes +2037-XJFUP,Male,0,Yes,No,33,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,95.8,3036.75,Yes +8823-RLPWL,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),110.65,8065.65,No +9505-SQFSW,Female,0,Yes,Yes,3,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,40.3,92.5,No +7314-OXENN,Male,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82,184.65,Yes +3758-CKOQL,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),107,6152.3,No +0322-CHQRU,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.35,89.5,Yes +5676-CFLYY,Male,0,Yes,Yes,71,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),73.35,5154.5,No +7521-AFHAB,Female,0,Yes,Yes,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.8,220.45,No +0285-INHLN,Male,0,Yes,Yes,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),54.75,1510.3,No +4678-DVQEO,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,52.2,52.2,Yes +5125-CNDSP,Male,0,No,Yes,63,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),40.6,2588.95,No +0691-IFBQW,Female,1,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,110,4874.8,Yes +4992-LTJNE,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),55.3,3983.6,No +2202-OUTMO,Female,0,Yes,No,34,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),60.85,2003.6,No +0810-BDHAW,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,Yes,No,No,Yes,Yes,One year,No,Electronic check,78.4,1832.4,No +0229-LFJAF,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.65,4908.25,No +7131-ZQZNK,Female,0,Yes,Yes,60,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),59.85,3590.2,No +3442-ZHHCC,Male,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),76.9,5023,No +5726-CVNYA,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,146.6,No +9871-ELEYA,Female,0,No,Yes,34,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),67.65,2339.3,No +4257-GAESD,Female,0,No,No,6,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),45,298.7,No +5173-WXOQV,Male,0,Yes,No,2,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,64.2,143.65,No +2040-OBMLJ,Male,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,No,Credit card (automatic),81.7,2548.65,No +6286-ZHAOK,Female,0,Yes,Yes,20,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.55,507.4,No +3807-XHCJH,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20,20,No +3009-JWMPU,Male,0,No,No,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,96.75,6125.4,Yes +5671-RQRLP,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,No,No,No,No,No,Two year,Yes,Credit card (automatic),75.65,5411.4,No +1450-GALXR,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,1058.25,Yes +8859-AXJZP,Male,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,23.8,903.8,No +3174-AKMAS,Female,0,Yes,No,46,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),64.2,3009.5,No +3138-BKYAV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.35,489.45,Yes +9926-PJHDQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),76.8,5468.45,No +7382-DFJTU,Male,0,No,No,18,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),55.2,1058.1,No +2798-NYLMZ,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.55,7616,No +4289-DTDKW,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.3,4113.1,Yes +1820-TQVEV,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,69.55,Yes +2239-JALAW,Male,0,No,No,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.25,6017.65,Yes +4853-RULSV,Male,0,No,No,70,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104,7250.15,Yes +8098-TDCBU,Female,0,Yes,No,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,25.25,1108.2,No +3551-GAEGL,Male,0,Yes,Yes,34,No,No phone service,DSL,Yes,No,No,No,No,No,One year,No,Bank transfer (automatic),30.4,938.65,No +4785-NKHCX,Male,1,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.05,94.15,No +3196-NVXLZ,Female,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.6,2088.05,No +6275-YDUVO,Female,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,86.2,178.7,Yes +0036-IHMOT,Female,0,Yes,Yes,55,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.7,5656.75,No +0115-TFERT,Male,0,Yes,No,21,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.2,2317.1,Yes +4178-EGMON,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),88,5986.45,No +4220-TINQT,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,6751.35,No +5318-YKDPV,Male,0,Yes,Yes,43,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.15,3566.6,No +7975-TZMLR,Male,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.1,4889.3,No +0295-QVKPB,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),63.95,318.1,No +4335-BSMJS,Female,0,No,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.8,1563.95,No +2311-QYMUQ,Female,0,Yes,Yes,16,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.45,1430.25,Yes +3643-AHCFP,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.6,644.35,Yes +9146-JRIOX,Female,0,Yes,Yes,14,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.55,372.45,No +3104-OWCGK,Male,0,Yes,Yes,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,No,Electronic check,90.95,5453.4,Yes +5337-IIWKZ,Male,0,Yes,Yes,34,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,44.85,1442.6,No +9101-BWFSS,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Electronic check,108.55,5610.7,Yes +9650-VBUOG,Male,0,Yes,Yes,38,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,963.95,No +3487-EARAT,Female,0,Yes,Yes,70,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),74.1,5222.3,No +2672-TGEFF,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.8,3340.55,No +9231-ZJYAM,Female,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.85,292.8,Yes +4250-WAROZ,Male,1,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.25,5774.55,No +8184-WMOFI,Male,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),71.4,4487.3,No +6982-SSHFK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.4,44.4,Yes +6092-QZVPP,Male,0,No,No,36,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),79.2,2854.95,No +4625-LAMOB,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.4,905.55,No +0727-BMPLR,Female,1,No,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100,5509.3,Yes +0392-BZIUW,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),105,7589.8,No +1038-ZAGBI,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,229.6,Yes +6549-NNDYT,Female,0,No,No,13,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.85,394.1,No +3027-ZTDHO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.9,89.9,Yes +0422-OHQHQ,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.55,295.95,No +6916-HIJSE,Female,0,No,No,65,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.85,5459.2,No +2316-ESMLS,Female,0,Yes,Yes,12,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),33.15,444.75,No +9778-OGKQZ,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92,6782.15,No +7408-OFWXJ,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.8,6510.45,No +6007-TCTST,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.8,8476.5,No +2252-NKNSI,Male,0,No,Yes,52,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,85.15,4461.85,No +8713-IGZSO,Male,0,No,No,2,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.85,62,No +7905-TVXTA,Female,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,64.35,352.65,No +7695-PKLCZ,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1424.9,No +2382-BCKQJ,Female,0,No,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100.15,6413.65,Yes +8374-UULRV,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.05,6309.65,No +2207-NHRJK,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.8,50.8,Yes +3224-DFQNQ,Female,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,No,Electronic check,89,5898.6,No +5275-PMFUT,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.8,4719.75,No +4795-UXVCJ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,457.3,No +9777-IQHWP,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),93.4,5822.3,No +0947-MUGVO,Male,1,Yes,No,20,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.65,1463.5,Yes +9944-HKVVB,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,307.4,Yes +4124-MMETB,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.65,2104.55,Yes +3671-SHRSP,Male,0,Yes,No,4,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,80.6,319.15,Yes +0979-MOZQI,Male,0,Yes,No,62,No,No phone service,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),39,2337.45,No +2732-ISEZX,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,104.3,No +3313-QKNKB,Male,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,One year,No,Electronic check,85.55,5084.65,Yes +0323-XWWTN,Male,0,No,Yes,3,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26.4,121.25,No +1937-OTUKY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),98.2,7015.9,No +1573-LGXBA,Male,0,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),97.55,5598,No +1764-VUUMT,Male,0,No,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,1269.1,No +5073-WXOYN,Female,0,No,No,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.8,3027.4,Yes +4713-ZBURT,Male,0,No,Yes,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),99.7,4634.35,No +3050-GBUSH,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),34.8,113.95,No +0207-MDKNV,Female,0,No,No,15,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,105.1,1582.75,Yes +7876-AEHIG,Female,0,No,Yes,51,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),60.15,3077,No +7945-HLKEA,Female,0,No,No,60,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,64.75,4039.5,No +9342-VNIMQ,Male,0,No,No,33,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.65,1665.2,No +9851-KIELU,Male,0,No,No,10,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.1,1043.3,Yes +3523-BRGUW,Male,1,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,504.2,No +3908-BLSYF,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,83.9,497.55,Yes +3199-NPKCN,Female,0,Yes,No,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.25,7511.65,No +5170-PTRKA,Female,0,Yes,Yes,49,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Credit card (automatic),35.8,1782,No +4661-NJEUX,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,20.05,No +2123-AGEEN,Female,1,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.35,609.65,No +1258-YMZNM,Female,1,No,No,27,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),110.5,2857.6,No +0048-LUMLS,Male,0,Yes,Yes,37,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Credit card (automatic),91.2,3247.55,No +7549-MYGPK,Female,0,Yes,Yes,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,100.55,6215.35,Yes +5898-IGSLP,Male,0,Yes,Yes,31,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,89.3,2823,No +3804-RVTGV,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.85,5017.9,Yes +6259-WJQLC,Male,1,No,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),81.1,2619.25,No +9227-LUNBG,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.6,24.6,Yes +7997-EASSD,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),81.2,4965.1,No +0730-KOAVE,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.3,2679.7,No +8975-SKGRX,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.1,8310.55,No +0678-RLHVP,Female,0,No,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,105.55,5682.25,No +4315-MURBD,Female,0,No,No,12,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.9,1120.95,Yes +2267-FPIMA,Male,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.4,4914.9,No +1051-GEJLJ,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,27.55,No +9734-YWGEX,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),98.3,923.5,Yes +2719-BDAQO,Male,0,No,No,17,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,93.85,1625.65,Yes +5285-MVEHD,Female,0,Yes,No,56,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.6,6068.65,No +0379-DJQHR,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),81.35,5398.6,No +0781-LKXBR,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,918.6,Yes +5543-QDCRY,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,56.4,234.85,No +0297-RBCSG,Male,0,No,No,19,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),65.35,1231.85,No +4694-PHWFW,Female,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,170.9,No +0835-JKADZ,Female,0,No,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.25,7984.15,No +1907-UBQFC,Male,1,No,No,10,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,72.85,688.65,Yes +7508-SMHXL,Female,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Credit card (automatic),89,1288.3,No +3865-YIOTT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.1,7848.5,No +5993-BQHEA,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,267,No +6024-RUGGH,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.2,1798.9,No +6513-EECDB,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.55,73.55,Yes +3956-CJUST,Female,1,No,No,23,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.4,1643.55,No +4079-WWQQQ,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.55,4807.45,No +6103-BOCOU,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.7,2193,No +5149-TGWDZ,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,104.55,2239.4,No +7471-WNSUF,Male,0,Yes,No,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.15,1505.9,No +8942-DBMHZ,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,255.35,No +4301-VVZKA,Male,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,1189.4,No +9199-PWQVC,Female,0,Yes,No,63,Yes,Yes,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),79.7,4786.15,No +4824-GUCBY,Female,1,No,No,22,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.7,1820.9,No +5393-HJZSM,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),76.3,2404.15,No +7074-IEVOJ,Female,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.4,205.05,Yes +9625-QSTYE,Female,0,No,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.15,952.3,Yes +0862-PRCBS,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),103.75,7039.45,No +8812-ZRHFP,Female,0,Yes,Yes,30,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,One year,No,Electronic check,86.45,2538.05,No +5146-CBVOE,Female,0,No,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.1,1212.85,No +0454-OKRCT,Male,0,No,No,33,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),80.6,2651.1,No +5787-KXGIY,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.3,1304.8,No +4750-ZRXIU,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,360.1,Yes +4198-VFOEA,Female,0,No,No,12,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,33.6,435.45,No +6630-UJZMY,Female,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.25,308.05,No +5709-LVOEQ,Female,0,Yes,Yes,0,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Mailed check,80.85, ,No +6400-BWQKW,Female,0,No,No,6,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.05,434.5,Yes +2692-AQCPF,Female,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),108.05,7118.9,No +0347-UBKUZ,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,320.45,No +0835-DUUIQ,Female,0,No,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),21.05,531.55,No +0811-GSDTP,Female,0,No,Yes,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.15,382.2,No +7567-ECMCM,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),79.85,2001,No +6115-ZTBFQ,Female,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),65.5,4919.7,No +6353-BRMMA,Female,0,Yes,Yes,54,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.1,5645.8,No +6680-WKXRZ,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.4,215.8,Yes +6231-WFGFH,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,77.6,No +9904-EHEVJ,Female,1,Yes,Yes,32,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,91.35,2896.55,No +7028-DVOIQ,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.05,3395.8,Yes +6169-PPETC,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,759.35,No +4208-UFFGW,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.95,85.15,Yes +8584-KMVXD,Female,0,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,75.6,535.55,No +8467-WYNSR,Male,0,No,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,55.1,1253.15,No +0851-DFJKB,Female,0,No,No,15,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,58.95,955.15,No +5382-SOYZL,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,2162.6,No +9448-REEVD,Male,0,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),44.7,44.7,Yes +3261-CQXOL,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,1813.35,No +8388-FYNPZ,Male,0,No,No,4,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Electronic check,56.75,245.15,No +4002-BQWPQ,Male,0,No,No,25,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),81.75,2028.8,No +5651-YLPRD,Female,0,Yes,Yes,32,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.1,2723.75,No +2826-DXLQO,Male,1,Yes,No,7,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.8,220.45,No +4378-BZYFP,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.5,365.8,No +9489-UTFKA,Male,1,Yes,No,8,Yes,No,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),60.9,551.95,No +4849-PYRLQ,Female,1,No,No,56,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),73.25,4054.2,No +9117-SHLZX,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.7,45.7,Yes +9889-TMAHG,Male,1,No,No,8,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),100.3,832.35,Yes +4541-RMRLG,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.25,112.3,Yes +7764-BDPEE,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,60.65,No +3429-IFLEM,Female,0,No,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),77.35,5550.1,No +3158-MOERK,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96,174.8,Yes +7294-TMAOP,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.55,90.55,Yes +5002-GCQFH,Male,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.85,4733.1,No +0556-FJEGU,Male,0,No,No,58,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),70.1,4048.95,No +8919-FYFQZ,Male,1,Yes,No,44,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.35,1359.7,Yes +0604-THJFP,Female,0,Yes,Yes,59,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),75.95,4542.35,No +2834-JRTUA,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.05,7532.15,Yes +5875-YPQFJ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,Yes +5879-SESNB,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,888.65,No +6646-QVXLR,Male,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.75,6383.35,Yes +6461-PPAXN,Female,0,Yes,Yes,35,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),54.95,1916,No +3318-ISQFQ,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.5,413,No +1106-HRLKZ,Male,0,Yes,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,808.95,No +2483-XSSMZ,Female,0,No,No,39,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,47.85,1886.4,No +8603-IJWDN,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.6,86.6,Yes +8165-ZJRNM,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.75,1679.25,No +9369-XFEHK,Female,1,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.6,2656.5,Yes +2604-XVDAM,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),43.8,540.95,No +3717-OFRTN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.75,19.75,No +9046-JBFWA,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.15,537.35,No +3280-NMUVX,Male,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,678.8,No +1206-EHBDD,Female,0,Yes,No,56,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Two year,No,Bank transfer (automatic),80.3,4513.65,No +8361-LBRDI,Female,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.35,1423.85,No +4883-KCPZJ,Female,0,Yes,Yes,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,555.4,No +9108-EQPNQ,Female,0,Yes,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26.1,225.55,No +7277-KAMWT,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20,268.45,No +3842-IYKUE,Female,0,No,No,35,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),85.3,2917.5,Yes +6641-XRPSU,Female,0,No,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70,2416.1,Yes +1374-DMZUI,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.3,424.45,Yes +2545-LXYVJ,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.7,1492.1,No +3234-VKACU,Male,0,No,No,2,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,70.3,132.4,No +8357-EQXFO,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.35,660.9,Yes +1989-PRJHP,Male,1,Yes,No,27,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,1893.95,Yes +8120-JDCAM,Male,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.55,284.9,No +8917-FAEMR,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,784.25,No +7047-YXDMZ,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,417.7,No +2858-EIMXH,Female,1,Yes,No,53,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),95.85,5016.25,No +9524-EGPJC,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.1,1612.75,Yes +6993-OHLXR,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.95,119.75,Yes +8818-XYFCQ,Male,0,Yes,Yes,32,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.55,3204.65,Yes +6419-ZTTLE,Male,1,Yes,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.75,485.2,No +0929-HYQEW,Male,0,No,No,3,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,160.85,No +6614-YOLAC,Female,0,Yes,Yes,71,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Mailed check,58.65,4145.25,No +7426-RHZGU,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.9,827.45,No +4065-JJAVA,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,49.5,49.5,No +4695-VADHF,Male,0,Yes,Yes,18,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,57.45,990.85,Yes +3863-IUBJR,Male,0,Yes,Yes,12,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Credit card (automatic),53.65,696.35,Yes +7649-SIJJF,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,80.1,5585.4,No +9361-YNQWJ,Female,0,No,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.4,1601.2,No +3748-FVMZZ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,40.05,162.45,No +9391-TTOYH,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,470.2,No +1452-XRSJV,Female,0,Yes,Yes,39,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.05,2066,No +3422-WJOYD,Male,0,Yes,No,28,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54.35,1426.45,No +8242-SOQUO,Female,1,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.7,392.5,No +7460-ITWWP,Female,1,Yes,No,45,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,86.1,3861.45,No +7147-AYBAA,Male,0,No,No,37,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.35,2552.9,No +7868-TMWMZ,Female,1,Yes,No,60,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110,6668.35,No +4822-RVYBB,Male,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,819.4,Yes +6732-FZUGP,Female,0,No,No,47,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Credit card (automatic),94.9,4615.25,No +8436-BJUMM,Male,0,Yes,Yes,26,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.75,2070.6,Yes +4184-TJFAN,Female,1,Yes,Yes,3,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,88.3,273.75,Yes +8329-GWVPJ,Female,0,Yes,Yes,50,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.75,3557.7,No +1352-VHKAJ,Male,0,Yes,Yes,27,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),71.6,1957.1,No +4145-UQXUQ,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.1,729.95,Yes +2632-TACXW,Female,0,Yes,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.65,1416.75,No +8146-QQKZH,Female,0,Yes,No,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),81.85,5924.4,No +1767-CJKBA,Male,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,1697.7,No +6445-TNRXS,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.7,7849.85,No +4581-LNWUM,Female,0,No,No,13,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,49.15,649.4,No +4869-EPIUS,Male,0,Yes,No,56,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Electronic check,80.9,4557.5,No +9948-YPTDG,Male,0,Yes,No,38,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.45,3013.05,Yes +1236-WFCDV,Male,1,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),90.45,1266.1,Yes +1915-OAKWD,Female,0,No,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.3,360.35,No +7296-PIXQY,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.2,1046.5,No +4883-QICIH,Male,0,Yes,Yes,32,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.75,2347.9,Yes +3354-OADJP,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.25,447.75,No +3524-WQDSG,Female,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.3,4209.95,No +0810-DHDBD,Female,0,No,No,52,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Credit card (automatic),74,3877.65,No +4026-SKKHW,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.25,152.3,No +2829-HYVZP,Male,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.8,572.2,No +8329-IBCTI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,Yes +1271-SJBGZ,Male,1,No,No,12,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,43.65,526.95,Yes +3845-JHAMY,Female,0,Yes,Yes,16,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),35.5,552.7,No +7013-PSXHK,Female,0,No,No,40,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,80.75,3208.65,No +5669-SRAIP,Female,0,No,No,5,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,39.5,210.75,Yes +5981-ITEMU,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.1,3706.95,Yes +3486-NPGST,Female,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,620.75,No +6941-PMGEP,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80,412.5,Yes +1624-WOIWJ,Female,0,No,No,10,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.7,832.05,Yes +2074-GKOWZ,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),89.55,185.55,Yes +0376-YMCJC,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,90.6,1943.2,Yes +6100-FJZDG,Male,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.05,505.9,No +4829-ZLJTK,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,112.4,8046.85,No +1730-VFMWO,Female,0,Yes,No,34,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),50.2,1815.3,No +7143-BQIBA,Male,0,No,No,10,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),62.25,612.95,No +3800-LYTRK,Female,0,No,No,14,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,55.7,795.15,No +0634-SZPQA,Female,0,No,No,23,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.05,2169.8,Yes +9646-NMHXE,Male,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,973.1,No +7030-NJVDP,Male,0,Yes,No,24,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.25,2210.2,No +5536-RTPWK,Male,0,Yes,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.05,4853.75,Yes +8883-GRDWQ,Male,1,No,No,20,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54,1055.9,No +6166-ILMNY,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.75,144.55,Yes +3097-NNSPB,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.05,91.1,Yes +7771-ZONAT,Male,0,No,No,22,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),56.75,1304.85,No +0655-RBDUG,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.05,713,Yes +2111-DWYHN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,21.1,21.1,No +4194-WHFCB,Female,0,Yes,Yes,59,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),96.65,5580.8,No +4121-AGSIN,Female,0,Yes,Yes,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),24.5,1497.9,No +4361-BKAXE,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),114.5,4527.45,Yes +9845-PEEKO,Female,1,No,No,59,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Two year,Yes,Credit card (automatic),79.2,4590.35,No +0455-XFASS,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,200.2,No +0301-KOBTQ,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,614.45,No +1751-NCDLI,Male,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.85,4564.9,No +4367-NUYAO,Male,0,Yes,Yes,0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75, ,No +9878-TNQGW,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.95,171.15,Yes +9170-ARBTB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,1012.4,No +4441-NIHPT,Female,1,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.3,940.35,Yes +8999-BOHSE,Female,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),89.7,1047.7,Yes +7241-AJHFS,Male,0,No,No,32,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),87.65,2766.4,No +7029-RPUAV,Male,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.45,1622.45,Yes +4546-FOKWR,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.75,1129.35,No +9036-CSKBW,Female,0,No,No,51,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),107.45,5680.9,No +5832-TRLPB,Male,0,No,No,29,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),75.35,2243.9,No +8590-YFFQO,Male,0,Yes,No,70,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),64.95,4523.25,No +8659-IOOPU,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Electronic check,100.45,7159.7,No +1338-CECEE,Male,0,Yes,Yes,41,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),68.5,2839.95,No +7439-DKZTW,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.55,80.55,No +4646-QZXTF,Female,0,Yes,No,7,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81.25,580.1,No +4607-CHPCA,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,90.4,2178.6,Yes +9742-XOKTS,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,No,Electronic check,89.55,6038.55,No +6921-OZMFH,Male,0,Yes,Yes,5,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.7,259.4,No +9578-FOMUK,Male,0,No,Yes,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,24.8,324.15,No +4712-UYOOI,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20,417.65,No +8824-RWFXJ,Male,0,Yes,Yes,3,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,56.15,168.15,Yes +7722-CVFXN,Male,0,Yes,Yes,54,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,105.2,5637.85,No +8717-VCTXJ,Male,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.55,839.4,No +7363-QTBIW,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.75,769.1,No +4159-NAAIX,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),97.45,6253,No +0971-QIFJK,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.25,1641.8,No +9397-TZSHA,Female,0,No,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.6,1678.05,No +3391-JSQEW,Male,0,Yes,No,40,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,2058.5,No +0343-QLUZP,Male,0,No,No,60,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),39.6,2424.5,No +9763-PDTKK,Female,0,No,No,4,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),94.4,387.2,Yes +2176-LVPNX,Female,1,No,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,89.85,6293.45,No +7627-JKIAZ,Female,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),78.95,2839.65,Yes +3312-UUMZW,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.85,3145.9,No +1271-UODNO,Male,0,No,No,39,Yes,Yes,DSL,No,No,No,Yes,No,No,Two year,Yes,Credit card (automatic),53.85,2200.7,No +8461-EFQYM,Female,0,No,No,38,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,24.25,914.4,No +6900-RBKER,Male,0,No,No,52,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),89.45,4577.75,No +6891-JPYFF,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.25,4997.5,No +1459-QNFQT,Male,0,Yes,Yes,70,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.5,4144.8,No +1047-NNCBF,Male,0,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.55,1493.55,No +3696-XRIEN,Female,0,No,No,50,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82.5,4179.1,No +4081-DYXAV,Female,0,No,No,19,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),44.85,893.55,Yes +0074-HDKDG,Male,0,Yes,Yes,25,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),61.6,1611,No +8791-GFXLZ,Male,0,No,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.05,593.05,No +8111-SLLHI,Male,1,Yes,No,39,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.65,4284.8,Yes +0927-LCSMG,Male,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,74.65,544.55,Yes +9330-DHBFL,Female,0,Yes,Yes,23,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Mailed check,66.25,1533.8,No +0098-BOWSO,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.4,529.8,No +3452-ABWRL,Male,1,No,No,47,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),86.05,3865.6,No +5859-HZYLF,Male,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.15,515.75,No +8257-RZAHR,Female,0,Yes,No,14,Yes,Yes,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),64.7,941,Yes +5293-WXJAK,Female,1,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.05,1133.65,Yes +3156-QLHBO,Male,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,48.35,No +2208-NQBCT,Female,0,Yes,Yes,26,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.95,2070.05,No +1779-PWPMG,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.65,8333.95,No +6621-NRZAK,Female,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20,1209.25,No +0831-JNISG,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.8,1396.25,No +0774-IFUVM,Male,0,Yes,Yes,11,Yes,Yes,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),65.15,723.35,No +3082-WQRVY,Male,1,Yes,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,228.65,No +9553-DLCLU,Female,0,No,Yes,13,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.95,1161.75,No +1641-BYBTK,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,98.35,No +2460-NGXBJ,Male,1,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.2,775.3,No +2446-ZKVAF,Male,0,Yes,No,18,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),56.8,1074.65,No +0841-NULXI,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.55,35.55,Yes +3522-CDKHF,Female,0,Yes,No,32,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.5,2324.7,No +1430-SFQSA,Male,0,No,No,29,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,35.6,1072.6,No +0411-EZJZE,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,60.25,170.5,No +7851-WZEKY,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.15,196.9,Yes +8844-TONUD,Male,0,Yes,Yes,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,96.65,1162.85,Yes +8807-ARQET,Female,0,No,No,41,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,40.35,1677.85,No +8992-CEUEN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,18.85,18.85,No +4320-QMLLA,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,54.85,370.4,No +8777-PVYGU,Female,0,Yes,No,52,Yes,No,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Mailed check,64.3,3410.6,No +8292-ITGYJ,Female,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.65,1138.8,No +6870-ZWMNX,Male,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),76.1,5264.25,No +0621-CXBKL,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.7,1005.7,No +5268-DSMNQ,Female,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),97.95,5936.55,No +5334-JLAXU,Female,0,Yes,No,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.1,5475.9,No +4086-YQSNZ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.4,224.05,Yes +6242-MBHPK,Female,1,Yes,No,23,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,2326.05,No +5868-CZJDR,Male,0,No,Yes,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,31.35,31.35,Yes +9359-UGBTK,Female,0,No,No,67,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),72.35,4991.5,No +0135-NMXAP,Female,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.75,1052.4,Yes +4782-OSFXZ,Female,1,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),82.7,5831.2,No +6479-OAUSD,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,510.8,No +7129-ACFOG,Female,0,No,No,5,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,53.8,283.95,No +4189-NAKJS,Male,0,No,No,26,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),51.55,1295.4,No +5562-BETPV,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,19.65,No +1282-IHQAC,Male,1,No,No,70,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),44.05,3011.65,No +9127-FHJBZ,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114,8093.15,No +6270-OMFIW,Male,0,Yes,No,60,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,94.4,5610.25,Yes +1641-RQDAY,Female,1,Yes,Yes,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.4,3217.65,No +0107-WESLM,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.85,19.85,Yes +6994-ORCWG,Female,0,No,No,14,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Mailed check,54.25,773.2,No +1346-UFHAX,Female,0,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80,1029.35,No +3992-YWPKO,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.9,669.45,Yes +2933-XEUJM,Female,0,No,No,46,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Mailed check,79.2,3593.8,No +0125-LZQXK,Male,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,1553.95,Yes +5461-QKNTN,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,94.3,3953.15,No +4835-YSJMR,Male,0,No,No,39,Yes,No,DSL,No,No,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),49.8,1971.15,No +8399-YNDCH,Male,1,No,No,21,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),60.05,1236.15,Yes +3164-YAXFY,Male,0,No,No,57,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,53.75,3196,No +0887-WBJVH,Female,0,Yes,No,53,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,93.45,4872.2,No +4660-IRIBM,Male,0,Yes,Yes,18,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,87.9,1500.5,No +5673-FSSMF,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,60.15,60.15,Yes +7670-ZBPOQ,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),61.05,3478.75,No +8089-UZWLX,Female,1,No,No,71,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),104.05,7413.55,No +0080-OROZO,Female,0,No,No,35,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,99.25,3532,No +3916-NRPAP,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),85.7,256.75,No +6807-SIWJI,Male,0,No,No,38,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,104.85,3887.25,No +8221-HVAYI,Male,0,Yes,Yes,35,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),69.15,2490.15,No +1579-KLYDT,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,90.45,593.45,Yes +5232-NXPAY,Female,0,No,No,47,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,74.45,3510.3,No +8967-SZQAS,Female,0,No,No,14,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.45,765.45,No +4468-KAZHE,Female,1,Yes,No,20,Yes,No,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,60,1259.35,No +0455-ENTCR,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,85.25,5538.35,No +8944-AILEF,Male,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.45,340.85,No +5542-NKVRU,Female,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.75,844.45,No +7126-RBHSD,Female,0,Yes,No,17,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,78.9,1348.95,No +5370-IIVVL,Male,0,No,No,37,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.5,3778,No +6789-HJBWG,Female,0,No,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,611.65,No +3927-NLNRY,Male,0,Yes,No,53,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94.25,4867.95,Yes +9087-EYCPR,Female,0,No,No,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,1505.05,No +6791-YBNAK,Male,0,Yes,Yes,18,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25.55,467.85,No +6358-LYNGM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,74.9,Yes +6077-BDPXA,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,194.2,No +0013-MHZWF,Female,0,No,Yes,9,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),69.4,571.45,No +5494-HECPR,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.25,80.25,Yes +8268-YDIXR,Male,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,93.15,5253.95,No +9824-BEMCV,Male,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69,1149.65,Yes +1373-ORVIZ,Female,0,Yes,Yes,11,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,66.35,740.8,Yes +4291-SHSBH,Male,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,521.35,No +6980-IMXXE,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1412.65,No +9866-QEVEE,Male,0,No,No,19,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),86,1532.45,Yes +9897-KXHCM,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.3,250.05,Yes +0040-HALCW,Male,0,Yes,Yes,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.4,1090.6,No +0784-GTUUK,Male,0,Yes,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),23.75,1446.8,No +7979-CORPM,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.55,2282.55,Yes +2294-DMMUS,Female,0,Yes,Yes,62,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),70.45,4300.45,No +0872-JCPIB,Male,0,No,No,17,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),65.75,1111.2,No +3055-MJDSB,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.6,190.1,No +9091-WTUUY,Male,0,Yes,Yes,64,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,69.25,4447.75,No +1618-CFHME,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.9,143.35,Yes +3165-HDOEW,Male,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,Yes +6581-NQCBA,Female,0,Yes,No,16,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,49.95,810.2,Yes +7115-IRDHS,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.65,1830.05,No +8496-DMZUK,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),90.4,2820.65,No +2040-VZIKE,Female,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,100.85,4847.35,No +9068-VPWQQ,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),75.35,4729.3,No +0178-SZBHO,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,87.2,4017.45,No +0384-RVBPI,Male,0,No,No,20,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),64.4,1398.6,No +1689-MRZQR,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.3,2564.3,Yes +1299-AURJA,Female,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.7,1685.9,No +4525-VZCZG,Male,0,No,Yes,54,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,105.85,5826.65,No +1543-LLLFT,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Mailed check,98.3,6066.55,No +5835-BEQEU,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.95,228.4,Yes +2788-CJQAQ,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,270.2,No +5565-FILXA,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.15,1529.2,Yes +0319-QZTCO,Female,0,Yes,Yes,3,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),58.7,168.6,No +2120-SMPEX,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.15,536.35,No +0096-FCPUF,Male,0,No,No,30,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,64.5,1888.45,No +0668-OGMHD,Female,0,Yes,No,21,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,28.5,629.35,No +5552-ZNFSJ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.3,45.3,Yes +2223-KAGMX,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.4,289.3,Yes +6507-ZJSUR,Male,1,Yes,No,23,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.45,2117.25,No +9408-HRXRK,Female,0,Yes,Yes,45,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.15,4730.9,No +5593-SUAOO,Female,0,Yes,Yes,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),83.15,2033.05,No +7321-PKUYW,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,90.15,987.95,Yes +2833-SLKDQ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.05,45.05,Yes +6766-HFKLA,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),103.2,5744.35,No +7595-EUIVN,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,75.8,75.8,Yes +7617-EYGLW,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.45,19.45,No +2026-TGDHM,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.3,523.15,Yes +9220-ZNKJI,Female,1,Yes,No,55,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),88.8,4805.3,No +4030-VPZBD,Female,0,No,No,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,30.9,59.05,Yes +2226-ICFDO,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.9,6110.75,No +0723-VSOBE,Female,1,No,No,45,No,No phone service,DSL,No,No,No,No,No,Yes,One year,No,Electronic check,34.2,1596.6,No +5529-GIBVH,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,1046.2,No +4187-CINZD,Female,1,No,No,46,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),95.25,4424.2,Yes +9992-UJOEL,Male,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.3,92.75,No +4741-WWJQZ,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.15,194.55,No +6625-UTXEW,Female,0,Yes,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,51.25,612.1,No +6818-WOBHJ,Female,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.6,6127.6,Yes +6244-BESBM,Male,0,Yes,Yes,69,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),95.2,6671.7,No +1004-NOZNR,Male,1,No,Yes,56,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Credit card (automatic),94.8,5264.3,No +1251-STYSZ,Female,1,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,303.7,No +2612-PHGOX,Male,0,Yes,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),76.1,4818.8,No +2408-TZMJL,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,110.15,6448.05,Yes +8480-PPONV,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),115.55,7159.05,No +8780-IHCRN,Male,0,Yes,Yes,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.65,1574.5,No +4598-ZADCK,Female,0,No,No,53,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,53.6,2879.2,No +1257-SXUXQ,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,86.05,No +9681-KYGYB,Male,1,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,88.2,4159.45,No +7182-OVLBJ,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),101.15,6638.35,No +5095-ETBRJ,Female,0,Yes,No,55,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,56.8,3112.05,No +7005-CYUIL,Female,1,Yes,No,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Electronic check,99.4,7168.25,No +4821-WQOYN,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.1,1326.25,No +4730-AWNAU,Male,0,Yes,Yes,36,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),60.7,2234.55,No +3452-FLHYD,Male,0,Yes,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.95,495.15,No +2388-LAESQ,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.85,8317.95,No +9531-NSBMR,Female,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.25,679.8,No +6260-ONULR,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,62.8,62.8,No +4389-UEFCZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,105.5,7544,No +8711-LOBKY,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,1188.25,No +9134-CEQMF,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,676.7,Yes +8985-OOPOS,Female,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),74.1,74.1,No +8800-ZKRFW,Female,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.5,3242.5,No +2616-FLVQC,Male,0,No,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,1240.15,No +9968-FFVVH,Male,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Bank transfer (automatic),68.8,4111.35,No +3108-PCCGG,Male,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),84.45,5899.85,No +7993-PYKOF,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75,632.95,Yes +8390-FESFV,Female,0,No,No,62,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),84.5,5193.2,No +3022-BEXHZ,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.2,7530.8,No +5027-XWQHA,Male,0,No,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.75,270.95,Yes +6248-TKCQV,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.6,5460.2,No +6729-GDNGC,Female,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),80.7,1614.2,No +6198-ZFIOJ,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.6,402.5,No +5989-OMNJE,Female,0,Yes,Yes,24,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,57.6,1367.75,No +4566-QVRRW,Female,0,Yes,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.05,483.7,Yes +1291-CUOCY,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.6,7962.2,No +9795-SHUHB,Female,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),58.2,3810.8,No +3230-IUALN,Female,0,Yes,Yes,45,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,81,3533.6,No +0042-RLHYP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1396.9,No +8519-IMDHU,Male,1,Yes,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.6,1345.55,Yes +4945-RVMTE,Female,0,No,No,28,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.55,1646.45,No +0201-OAMXR,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),115.55,8127.6,Yes +1866-NXPSP,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Mailed check,75.55,2680.15,No +3372-KWFBM,Male,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.6,1281,Yes +7831-QGOXH,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.2,1553.9,Yes +6393-WRYZE,Female,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.65,3207.55,Yes +3941-XTSKM,Male,0,Yes,Yes,42,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),45.1,2049.05,No +1661-CZBAU,Male,0,No,No,48,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),70.95,3629.2,No +6599-RCLCJ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.55,5124.55,Yes +9831-BPFRI,Female,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,89.55,3474.45,Yes +5158-RIVOP,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.9,202.3,No +9788-YTFGE,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,147.5,No +9277-JOOMO,Female,0,No,No,3,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.6,86.35,No +1907-YLNYW,Male,0,No,No,8,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,66.7,579,No +1725-MIMXW,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.45,19.45,Yes +8947-YRTDV,Male,0,Yes,Yes,32,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Mailed check,94.8,3131.55,No +3161-ONRWK,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),65.85,3928.3,No +0114-RSRRW,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.95,187.75,No +4565-NLZBV,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.65,1710.15,No +0031-PVLZI,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,76.35,Yes +7206-GZCDC,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,69.25,Yes +6682-VCIXC,Female,0,Yes,Yes,43,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),51.25,2151.6,No +4791-QRGMF,Male,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),99.5,5961.1,Yes +6475-VHUIZ,Female,0,Yes,No,23,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,54.25,1221.55,No +3910-MRQOY,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.4,1496.45,No +0661-WCQNQ,Male,0,Yes,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Credit card (automatic),56.25,1292.2,No +7537-RBWEA,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.15,25.15,No +4656-CAURT,Male,0,No,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.95,1713.1,No +0121-SNYRK,Male,0,No,No,50,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,35.4,1748.9,No +1768-ZAIFU,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.2,25.2,Yes +4671-LXRDQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45,96.45,Yes +3733-LSYCE,Female,0,Yes,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.35,1114.55,No +6265-FRMTQ,Male,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,609.1,No +1934-SJVJK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,Yes +3838-OZURD,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105,7133.25,Yes +1371-DWPAZ,Female,0,Yes,Yes,0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),56.05, ,No +9269-CQOOL,Male,0,No,Yes,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),54.7,169.45,Yes +2017-CCBLH,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,141.6,No +7690-KPNCU,Male,0,Yes,Yes,64,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),73.05,4688.65,No +0536-BGFMZ,Female,0,Yes,No,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,563.05,No +2293-IJWPS,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),100.75,5985,No +2845-HSJCY,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,87.25,1258.6,Yes +5469-NUJUR,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,373.5,No +1184-PJVDB,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,857.2,Yes +2625-TRCZQ,Female,0,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.65,2553.35,No +4102-HLENU,Female,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Mailed check,65.65,4322.85,No +7266-GSSJX,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.45,250.8,No +7722-VJRQD,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),60.95,4549.05,No +7073-QETQY,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.35,1359.5,No +9415-DPEWS,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,88.35,1639.3,Yes +5624-RYAMH,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.5,178.85,No +0196-JTUQI,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.2,633.85,No +7130-YXBRO,Male,0,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),111.45,5315.1,No +9272-LSVYH,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.15,735.5,No +7943-RQCHR,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,889.9,Yes +3793-MMFUH,Female,1,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.05,1290,Yes +3249-ZPQRG,Male,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,78.45,330.05,Yes +2568-BRGYX,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,237.95,Yes +3084-DOWLE,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92,6474.4,No +1084-MNSMJ,Female,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),85.5,4421.95,No +7721-JXEAW,Male,0,Yes,No,59,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),41.05,2452.7,Yes +7249-WBIYX,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.6,813.85,Yes +4238-HFHSN,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82.15,4904.85,No +6250-CGGUN,Male,0,No,No,54,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,84.4,4484.05,No +5478-JJVZK,Female,0,No,No,33,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,60.9,2033.85,No +7596-IIWYC,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.25,538.2,No +6567-HOOPW,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.2,79.2,Yes +9793-WECQC,Male,0,No,No,23,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Mailed check,95.3,2192.9,No +4291-HPAXL,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,19.85,No +8999-YPYBV,Male,0,Yes,Yes,45,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84.35,3858.05,No +1839-FBNFR,Female,0,Yes,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.85,854.8,No +3164-AALRN,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,70,347.4,Yes +3071-MVJCD,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),82.3,5815.15,No +1697-BCSHV,Female,0,Yes,Yes,58,Yes,Yes,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),66.8,3970.4,No +0562-KBDVM,Female,0,No,No,70,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),44.6,3058.15,No +1131-SUEKT,Male,0,Yes,Yes,61,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),98.45,6145.2,No +3717-OEAUQ,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.7,129.2,No +4538-WNTMJ,Female,0,Yes,Yes,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.95,1165.9,No +3334-CTHOL,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.95,49.95,Yes +4704-ERYFC,Female,0,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,1554,Yes +9432-RUVSL,Female,0,No,No,48,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),102.5,4904.25,No +8060-HIWJJ,Male,0,No,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.55,5632.55,No +7684-XSZIY,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,1643.25,No +9089-UOWJG,Female,0,Yes,Yes,12,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),58.35,740.55,No +8621-MNIHH,Female,1,Yes,No,34,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.25,3217.55,Yes +8039-ACLPL,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Credit card (automatic),68.75,4888.2,No +9885-AIBVB,Male,0,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.8,2440.25,No +1934-MKPXS,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,620.55,No +2592-YKDIF,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,20.35,No +2272-JKMSI,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.8,6840.95,No +0471-LVHGK,Male,0,Yes,No,41,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,73,3001.2,Yes +9518-RWHZL,Female,0,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),100.05,6254.2,Yes +8714-CTZJW,Female,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),82.85,319.6,No +3569-EDBPQ,Female,0,No,No,24,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,84.35,1938.05,No +3131-NWVFJ,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,294.5,No +7521-YXVZY,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,58.3,No +5419-CONWX,Female,1,No,No,4,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.8,442.85,Yes +6240-EURKS,Female,0,No,Yes,18,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35,553,Yes +2373-NTKOD,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,66.25,546.45,No +1970-KKFWL,Female,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.3,797.1,No +6960-HVYXR,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,76,76,Yes +9337-SRRNI,Male,0,No,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1673.8,No +0895-UADGO,Male,0,No,Yes,8,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Two year,Yes,Mailed check,44.55,343.45,No +5678-VFNEQ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.1,7412.25,No +5977-CKHON,Female,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),92.55,4039,No +7024-OHCCK,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,170.85,Yes +2692-BUCFV,Male,1,No,No,29,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.45,2948.6,No +7861-UVUFT,Female,0,Yes,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.3,1308.4,Yes +1830-GGFNM,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),94.55,6078.75,No +5302-BDJNT,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,95.5,3418.2,No +5223-UZAVK,Male,0,No,No,64,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.3,6603.8,No +4859-ZSRDZ,Female,0,Yes,Yes,58,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),55.5,3166.9,No +5651-WYIPH,Female,1,No,No,18,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.85,865.75,No +9350-VLHMB,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.55,6373.1,No +3498-LZGQZ,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.15,1177.05,No +8785-CJSHH,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,5985.75,No +5357-TZHPP,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.4,732.5,Yes +3870-SPZSI,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.05,7869.05,No +0680-DFNNY,Male,0,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.1,1504.05,Yes +7560-QRBXH,Female,0,No,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,936.7,No +7077-XJMET,Male,0,Yes,No,12,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.15,741.4,No +8752-GHJFU,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,92,6585.2,No +6896-SRVYQ,Male,1,No,No,44,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,73.85,3122.4,No +7767-UXAGJ,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.45,50.45,Yes +4652-ODEVH,Male,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.45,1088.25,No +6510-UPNKS,Female,0,No,No,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.8,615.35,No +6718-BDGHG,Female,0,Yes,No,43,Yes,Yes,DSL,No,No,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),64.85,2908.2,No +9046-DQMTP,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.75,739.9,No +6439-LAJXL,Male,0,Yes,No,9,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,68.95,593.85,No +1571-SAVHK,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.95,1132.75,Yes +9052-VKDUW,Female,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.4,7227.45,No +9546-CQJSU,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.4,193.6,Yes +1666-JZPZT,Male,0,No,No,27,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,49,1291.35,No +5777-KJIRB,Female,0,No,No,40,Yes,No,DSL,No,No,Yes,No,No,No,One year,Yes,Mailed check,50.25,2023.55,No +0506-LVNGN,Female,1,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.55,349.65,Yes +7677-SJJJK,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,153.95,No +2480-EJWYP,Female,1,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),97.8,5458.8,No +3253-HKOKL,Female,0,Yes,Yes,52,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,100.3,5244.45,No +7055-HNEOJ,Male,0,Yes,No,3,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,55.8,154.55,No +5514-YQENT,Male,0,No,Yes,41,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.15,4507.15,No +3211-AAPKX,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,98.55,2031.95,No +8445-DNBAE,Male,0,No,Yes,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.05,50.05,No +2951-QOQTK,Male,0,No,Yes,4,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),80.8,332.45,Yes +2958-NHPPS,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.85,473.9,No +6806-YDEUL,Female,1,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,106.8,No +1735-XMJVH,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.35,152.6,No +6890-PFRQX,Male,0,No,No,18,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,69.5,1199.4,No +0222-CNVPT,Male,1,No,No,52,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),48.8,2555.05,No +5899-OUVKV,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.5,2979.2,No +8681-ICONS,Male,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.65,654.85,No +1621-YNCJH,Female,0,Yes,No,36,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),106.05,3834.4,No +3473-XIIIT,Female,0,Yes,No,16,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100,1534.75,Yes +6362-QHAFM,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,108.3,4586.15,No +7893-IXHRQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.55,20.55,Yes +3070-BDOQC,Female,0,No,No,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,99.65,5941.05,No +2952-QAYZF,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.3,424.15,Yes +6234-PFPXL,Male,0,Yes,No,22,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,No,Credit card (automatic),95.9,2234.95,No +9824-QCJPK,Male,0,Yes,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,666.75,No +4763-PGDPO,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,281,Yes +4283-IVYCI,Male,0,No,No,9,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,64.95,547.8,No +1866-OBPNR,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.6,74.6,No +8205-MQUGY,Male,0,Yes,Yes,12,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.2,571.15,No +8970-ANWXO,Female,0,No,No,23,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,73.75,1756.6,No +9480-BQJEI,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Bank transfer (automatic),92.3,5731.45,No +5394-SVGJV,Male,0,No,No,37,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),98.8,3475.55,Yes +6979-TNDEU,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,156.85,No +9777-WJJPR,Male,0,Yes,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Credit card (automatic),88.65,2683.2,No +9283-LZQOH,Male,0,Yes,Yes,13,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.4,896.75,Yes +7079-QRCBC,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.75,2407.3,Yes +9495-SKLKD,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.95,4456.65,No +6048-UWKAL,Female,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),105.4,6998.95,No +5067-DGXLL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,36.8,No +5469-CTCWN,Male,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,106,6547.7,Yes +9851-QXEEQ,Male,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.7,4346.4,Yes +6281-FKEWS,Female,0,No,No,44,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,49.05,2265,No +8898-KASCD,Male,0,No,No,39,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,No,Mailed check,35.55,1309.15,No +9242-TKFSV,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.1,4754.3,No +9290-SHCMB,Female,1,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.85,1235.55,No +0743-HNPFG,Female,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Credit card (automatic),69.75,3562.5,No +2277-BKJKN,Female,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,99.2,7213.75,No +9809-IMGCQ,Male,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.7,2082.95,Yes +5208-HFSBT,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55.05,102.75,Yes +5035-PGZXH,Female,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.8,5914.4,No +8695-WDYEA,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,51.25,51.25,No +6543-JXSOO,Female,0,Yes,Yes,23,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,57.75,1282.85,No +8016-ZMGMO,Female,1,Yes,No,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),70.85,4738.85,No +8605-ITULD,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No +3254-YRILK,Male,1,No,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.2,1775.8,Yes +6416-YJTTB,Male,0,No,No,11,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.5,795.65,No +2667-WYLWJ,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.75,145,Yes +4472-VESGY,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),98.15,4993.4,No +3195-TQDZX,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.25,61.45,No +3128-YOVTD,Female,0,Yes,Yes,51,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.15,4018.55,No +0529-ONKER,Male,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.65,1146.65,Yes +1728-CXQBE,Male,1,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.25,6081.4,No +7041-TXQJH,Female,0,No,No,37,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.2,1478.85,No +5014-GSOUQ,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,243.65,No +5724-BIDBU,Male,0,Yes,No,49,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,55.35,2633.95,No +0481-SUMCB,Female,1,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),102.15,4735.35,No +1769-GRUIK,Female,0,No,No,18,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.1,1247.75,No +5240-IJOQT,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes +8819-WFGGJ,Male,0,Yes,No,68,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),54.1,3794.5,No +7427-AUFPY,Male,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,1008.7,No +2811-POVEX,Female,1,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),88.45,2130.55,No +1092-GANHU,Male,0,No,No,17,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,76.65,1313.55,Yes +7898-PDWQE,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),80.4,5727.15,No +9972-EWRJS,Female,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.25,1372.9,No +9314-IJWSQ,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.8,1203.9,No +0661-XEYAN,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.8,25.8,Yes +5799-JRCZO,Female,0,No,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1215.1,No +1921-KYSAY,Female,0,No,No,41,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Electronic check,68.6,2877.05,No +6198-RTPMF,Female,0,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,92.6,1579.7,No +2924-KHUVI,Male,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,100.55,5514.95,No +1925-GMVBW,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.55,96.1,No +7881-EVUAD,Female,0,No,No,2,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,42.6,72.4,Yes +6184-DYUOB,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,55.25,No +9207-ZPANB,Male,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,67.45,2443.3,No +5766-XQXMQ,Female,0,No,No,29,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),68.85,1970.5,Yes +9327-QSDED,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.55,335.4,No +1656-DRSMG,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.85,7002.95,No +3012-VFFMN,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,158.95,No +2984-AFWNC,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.4,293.15,No +0640-YJTPY,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21,1493.75,No +8096-LOIST,Female,0,No,No,19,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,56.2,1093.4,No +9764-REAFF,Female,0,Yes,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),18.4,1057.85,No +3703-VAVCL,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),90,190.05,Yes +7107-UBYKY,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.75,882.55,No +4881-GQJTW,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.6,300.4,No +8519-QJGJD,Female,0,No,No,14,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.35,1025.95,Yes +7876-DNYAP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,1436.95,No +7905-NJMXS,Male,1,Yes,No,7,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,64.2,475,No +2882-WDTBA,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.75,5388.15,No +2091-GPPIQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,78.95,5730.15,No +6326-MTTXK,Male,0,No,No,8,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,100.85,819.55,Yes +5071-FBJFS,Female,0,Yes,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,50.3,217.1,No +2796-UUZZO,Male,0,Yes,Yes,63,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.3,4896.35,No +2429-AYKKO,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1434.1,No +9798-OPFEM,Female,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,21.1,937.1,No +0330-IVZHA,Female,0,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.95,330.15,Yes +3794-NFNCH,Male,0,Yes,No,30,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50,1474.9,No +5193-QLVZB,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.75,6536.5,No +7114-AEOZE,Female,0,No,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1128.1,No +2886-KEFUM,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.5,6873.75,Yes +5522-NYKPB,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,85.9,2199.05,No +4237-RLAQD,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,Yes +9957-YODKZ,Male,1,Yes,No,6,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.8,457.1,No +6518-KZXCB,Male,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,566.5,No +2245-ADZFJ,Female,0,Yes,Yes,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.55,2471.6,No +7776-QGYJC,Female,0,Yes,Yes,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),81.5,3107.3,No +9313-QOLTZ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,518.3,No +9651-GTSAQ,Female,0,Yes,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.1,5769.75,Yes +3186-BAXNB,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Electronic check,91.7,91.7,Yes +4672-FOTSD,Male,0,No,No,12,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,67.25,832.3,No +0637-YLETY,Female,0,No,No,16,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),95.6,1555.65,Yes +9818-XQCUV,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,45.3,No +7338-ERIVA,Male,0,No,Yes,39,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),45.05,1790.6,No +1157-BQCUW,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,74.95,Yes +8259-NFJTV,Female,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,34.65,246.6,No +3223-DWFIO,Male,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.35,261.65,No +2660-EMUBI,Male,1,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.35,898.35,Yes +6968-GMKPR,Female,0,No,No,55,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.55,4509.5,No +4751-ERMAN,Male,0,Yes,Yes,72,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),75.4,5480.25,No +1436-ZMJAN,Female,0,Yes,No,10,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),67.8,653.15,No +3292-PBZEJ,Male,1,No,No,11,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.4,1183.05,No +0799-DDIHE,Female,0,Yes,Yes,15,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46.3,639.45,No +3070-FNFZQ,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,478.75,No +2812-SFXMJ,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No +7675-OZCZG,Female,1,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45,127.1,Yes +5014-WUQMG,Male,0,Yes,Yes,47,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,96.1,4391.45,No +5312-TSZVC,Female,0,No,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,270.6,No +2003-CKLOR,Male,0,No,No,66,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.5,6710.5,Yes +0993-OSGPT,Female,1,Yes,No,68,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),60.65,3975.9,No +9254-RBFON,Female,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),98.6,1704.95,Yes +1205-WNWPJ,Female,0,No,No,7,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,59.5,415.95,Yes +9391-EOYLI,Male,1,Yes,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.45,950.2,Yes +7108-DGVUU,Female,1,Yes,No,21,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),71.7,1497.05,No +2782-JEEBU,Male,0,No,No,21,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,36,780.15,No +5127-BZENZ,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,No,Bank transfer (automatic),65.2,3512.15,No +2720-FVBQP,Female,0,Yes,Yes,6,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.95,273.25,No +9906-NHHVC,Female,1,No,No,65,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),53.5,3517.9,No +4522-XRWWI,Male,0,Yes,No,42,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Credit card (automatic),80.45,3375.9,No +3766-EJLFL,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.05,7508.55,No +5939-SXWHM,Male,0,Yes,Yes,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.3,1245.05,No +8152-UOBNY,Female,1,No,No,50,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,106.8,5347.95,No +7351-KYHQH,Female,1,No,No,7,Yes,No,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,64.95,493.65,No +7643-RCHXS,Female,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.35,1263.85,No +8246-SHFGA,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.1,385.55,No +8387-MOJJT,Female,0,Yes,Yes,42,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),77.95,3384,Yes +0620-XEFWH,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.85,84.2,No +6485-QXWWE,Female,0,No,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26,1638.7,No +2761-OCIAX,Male,1,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,165.4,Yes +7321-VGNKU,Female,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,120.25,No +5327-CNLUQ,Male,0,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),96.9,4473.45,No +7552-KEYGT,Male,0,Yes,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,520.55,No +5816-JMLGY,Female,0,Yes,Yes,70,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.4,5717.85,No +3068-OMWZA,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.8,88.8,Yes +2927-QRRQV,Male,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,94.65,4312.5,No +6032-KRXXO,Male,0,No,No,30,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.25,2755.35,Yes +7459-RRWQZ,Female,0,No,No,15,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.65,994.55,Yes +6265-SXWBU,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),95.75,6511.25,No +7941-RCJOW,Male,0,No,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.55,1218.65,No +6374-NTQLP,Male,1,Yes,Yes,72,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.1,7447.7,No +4154-AQUGT,Male,1,Yes,No,13,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.05,1169.35,Yes +2387-KDZQY,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.1,279.5,No +3584-WKTTW,Male,0,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.55,5720.35,No +3399-BMLVW,Male,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),60.5,3121.45,No +1971-DTCZB,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),90.95,6468.6,No +3092-IGHWF,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,87.4,5918.8,Yes +3374-PZLXD,Male,0,No,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,675.6,No +3813-DHBBB,Male,0,Yes,No,67,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),50.95,3521.7,No +2812-REYAT,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.05,923.1,No +6518-PPLMZ,Male,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.4,1110.35,No +4939-KYYPY,Male,0,No,No,27,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,59.45,1611.65,No +8017-LXHFA,Female,1,No,No,23,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,2293.6,Yes +5930-GBIWP,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),81.5,5553.25,No +6022-KOUQO,Female,0,Yes,Yes,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),29.05,44.75,No +6352-TWCAU,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.45,3029.1,Yes +2361-UPSND,Female,0,Yes,No,46,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,No,Mailed check,70.6,3231.05,No +6035-RIIOM,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),97.2,5129.45,No +2929-QNSRW,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,98.25,5508.35,Yes +1262-OPMFY,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.75,655.9,Yes +9504-DSHWM,Male,0,No,No,20,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),59.2,1191.2,No +5035-BVCXS,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,75.9,866.4,No +6267-DCFFZ,Female,1,Yes,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.05,2627.2,No +3533-UVMOM,Male,0,Yes,No,68,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),70.95,4741.45,No +2439-LYPMQ,Male,1,Yes,No,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.6,4009.2,No +4248-QPAVC,Female,1,Yes,No,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.35,1463.45,Yes +1899-VXWXM,Male,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),106.1,5082.8,Yes +1478-VPOAD,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,43.8,43.8,No +9995-HOTOH,Male,0,Yes,Yes,63,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,59,3707.6,No +2988-PLAHS,Female,0,No,No,3,Yes,No,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,69.95,220.45,No +1371-OJCEK,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.35,1133.7,No +4999-IEZLT,Male,0,No,No,66,No,No phone service,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),29.45,1983.15,No +8883-ANODQ,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),84.4,5746.75,No +4690-LLKUA,Male,1,No,No,17,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.05,770.6,Yes +2351-RRBUE,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,134.05,No +5980-BDHPY,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),87.1,6230.1,No +1498-DQNRX,Female,0,Yes,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,573.05,No +9469-WEJBT,Male,0,Yes,No,37,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.35,3419.3,No +3331-HQDTW,Female,0,No,No,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,109.8,3587.25,Yes +9490-DFPMD,Female,1,No,No,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.65,3541.35,Yes +2581-VKIRT,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,65.5,3801.3,No +5442-XSDCW,Male,0,Yes,Yes,11,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),79.5,868.5,Yes +7426-WEIJX,Male,1,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.95,4859.1,No +2851-MMUTZ,Female,0,No,No,27,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,56.15,1439.35,No +3049-NDXFL,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,85.8,85.8,Yes +8580-AECUZ,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.1,79.1,Yes +3307-TLCUD,Male,0,Yes,No,17,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,34.4,592.75,No +6625-FLENO,Male,0,Yes,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1185.95,No +2967-MXRAV,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,18.8,No +7963-GQRMY,Female,0,Yes,Yes,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.3,134.5,Yes +8189-HBVRW,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,90.8,4921.2,No +4163-KIUHY,Male,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.6,901.25,No +1228-FZFRV,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),105.95,5341.8,Yes +3500-NSDOA,Male,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Credit card (automatic),70.8,4859.95,No +1171-TYKUR,Male,0,Yes,No,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25.4,1139.2,No +3761-FLYZI,Female,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.8,7082.45,No +2058-DCJBE,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.75,324.6,Yes +5364-XYIRR,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,4812.75,Yes +4829-AUOAX,Female,0,No,No,46,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),96.05,4399.5,Yes +1219-NNDDO,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.85,663.55,No +8388-DMKAE,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25,174.65,No +4403-BWPAY,Male,0,No,No,14,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),24.8,321.7,No +9659-QEQSY,Female,0,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,115.65,5125.5,No +5405-ZMYXQ,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.6,548.9,No +5047-LHVLY,Male,1,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.15,50.15,Yes +1442-OKRJE,Male,0,Yes,Yes,66,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.15,7031.3,No +4737-AQCPU,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),72.1,5016.65,No +9158-VCTQB,Female,0,Yes,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),113.6,4594.95,Yes +2808-CHTDM,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,611.45,No +6311-UEUME,Female,0,No,No,29,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.9,2384.15,Yes +0793-TWELN,Female,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.15,319.85,No +3283-WCWXT,Male,0,Yes,Yes,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,153.3,No +1060-ENTOF,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),105.4,7035.6,No +0999-QXNSA,Male,1,No,Yes,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.75,344.2,No +5451-MHQOF,Male,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.45,1431.65,No +4836-WNFNO,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25,1849.2,No +9225-BZLNZ,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,85.25,6083.1,No +0354-VXMJC,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,426.65,No +4422-QVIJA,Female,0,No,Yes,35,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.15,1655.35,No +9365-SRSZE,Male,1,Yes,No,27,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.55,1943.9,No +6839-ITVZJ,Female,0,Yes,Yes,26,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,60.05,1616.15,Yes +8332-OSJDW,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26.4,314.95,No +4735-BJKOU,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,804.85,No +0274-JKUJR,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,58.85,465.7,No +5740-YHGTW,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),97.55,6669.05,No +8917-SZTTJ,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,1161.75,No +1696-MZVAU,Male,0,Yes,Yes,39,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),25.25,947.75,No +7359-WWYJV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.45,8375.05,No +0375-HVGXO,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,34.7,34.7,Yes +4906-ZHGPK,Male,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,70.7,3770,No +8593-WHYHV,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.3,264.8,Yes +3795-GWTRD,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),75.55,4707.85,No +1298-PHBTI,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Two year,Yes,Electronic check,84.8,6152.4,No +6223-DHJGV,Female,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.65,958.1,No +6961-MJKBO,Male,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.45,943,No +6097-EQISJ,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),102.45,6615.15,Yes +4423-YLHDV,Female,0,Yes,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.4,2200.25,Yes +8158-WPEZG,Male,0,No,No,11,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,35.65,425.1,No +0107-YHINA,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.75,99.75,Yes +4918-FYJNT,Female,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,90.45,5044.8,No +0727-BNRLG,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),97.65,6743.55,No +4854-CIDCF,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,73.85,196.4,No +8640-SDGKB,Male,0,No,No,4,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.4,299.7,Yes +3280-MRDOF,Male,1,No,No,30,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),69.1,2093.9,No +6435-SRWBJ,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,82.75,417.75,No +9964-WBQDJ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.4,1725.4,No +6303-KFWSL,Female,0,No,No,29,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Electronic check,55.25,1620.2,No +1702-CCFNJ,Male,0,Yes,No,52,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.35,3169.55,No +8932-CZHRQ,Male,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),76.75,5233.25,No +0386-CWRGM,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,967.85,No +5515-RUGKN,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),54.75,438.05,No +0404-AHASP,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1421.9,No +7279-NMVJC,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,323.15,No +2081-VEYEH,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.95,318.6,No +6407-UTSLV,Female,1,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),83.8,163.7,No +4116-TZAQJ,Female,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.25,639.65,Yes +9060-HJJRW,Female,0,No,No,51,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),56.4,2928.5,No +2587-YNLES,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,100.35,No +7398-SKNQZ,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.9,273.2,No +5935-FCCNB,Female,1,No,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,1608.15,No +1958-RNRKS,Male,0,Yes,No,30,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,49.9,1441.95,No +5136-RGMZO,Male,0,No,No,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,71.05,2168.15,No +8345-MVDYC,Female,0,No,No,45,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),81.65,3618.7,No +8226-BXGES,Male,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),89.45,5692.65,No +3877-JRJIP,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.85,59.85,Yes +8375-DKEBR,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes +9705-IOVQQ,Male,1,Yes,Yes,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,99,5969.3,No +1015-OWJKI,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,19.05,No +7511-YMXVQ,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.4,418.8,Yes +2040-XBAVJ,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.45,8100.55,No +7551-JOHTI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,19.5,Yes +8887-IPQNC,Female,0,Yes,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.25,313.45,No +8646-JCOMS,Female,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),90.55,6130.95,No +9804-ICWBG,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,Yes +1222-KJNZD,Male,0,Yes,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.4,745.3,No +0106-GHRQR,Male,0,No,No,16,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),71.4,1212.1,No +5318-IXUZF,Female,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87.15,183.75,Yes +3768-VHXQO,Male,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.85,1583.5,No +8952-WCVCD,Female,0,Yes,No,41,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.45,4162.05,No +2418-TPEUN,Female,0,Yes,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1119.9,No +3963-RYFNS,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.45,8013.55,No +3198-VELRD,Female,0,Yes,Yes,3,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),84.75,264.85,Yes +8540-ZQGEA,Female,0,Yes,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1102.4,No +1320-REHCS,Male,1,No,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.75,5832,No +4137-JOPHL,Female,0,No,No,50,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),89.7,4304.5,No +9436-ZBZCT,Male,0,No,No,14,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,89.95,1178.4,Yes +7801-CEDNV,Male,0,Yes,No,27,Yes,No,DSL,Yes,No,No,No,No,No,One year,No,Credit card (automatic),48.7,1421.75,No +2057-BOYKM,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),96.6,6827.5,No +3658-QQJYD,Male,0,No,No,62,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),74.3,4698.05,No +1803-BGNBD,Female,0,No,No,12,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.3,654.5,No +0134-XWXCE,Female,1,No,No,44,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),74.85,3268.05,No +6950-TWMYB,Male,0,Yes,Yes,54,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),79.95,4362.05,No +5848-FHRFC,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,1386.9,No +2243-FNMMI,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,415.4,No +2511-MORQY,Male,0,Yes,Yes,50,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,No,Bank transfer (automatic),54.9,2614.1,No +5356-KZCKT,Male,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.45,1513.6,No +9470-XCCEM,Male,0,Yes,Yes,35,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.65,3161.6,No +6519-CFDBX,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.4,80.95,No +3902-MIVLE,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,75.7,4676.7,No +0409-WTMPL,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),110.65,6526.65,No +8763-KIAFH,Female,0,Yes,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.55,583.3,No +3669-WHAFY,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.15,8078.1,No +3055-VTCGS,Female,0,No,No,63,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),58.55,3503.5,No +3144-KMTWZ,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.25,6669.45,No +7279-BUYWN,Female,1,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,113.2,4689.5,Yes +7156-MHUGY,Male,1,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.5,1201.15,Yes +7198-GLXTC,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79,143.65,Yes +2007-QVGAW,Female,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.35,1292.65,No +5207-PLSTK,Male,0,Yes,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.75,48.75,No +2307-FYNNL,Male,1,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.05,7108.2,No +5605-XNWEN,Male,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25,1802.55,No +2155-AMQRX,Female,0,No,No,28,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),54.9,1505.15,No +6181-AXXYF,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,1859.1,No +5091-HFAZW,Female,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.15,168.5,No +0516-VRYBW,Female,0,No,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.15,390.85,Yes +2519-LBNQL,Male,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.35,6339.45,No +8623-ULFNQ,Female,1,No,No,26,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,66.05,1652.4,No +8380-PEFPE,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,71.65,Yes +5687-DKDTV,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,77.5,Yes +1568-LJSZU,Male,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92.2,6392.85,No +7530-HDYDS,Female,0,No,No,38,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),84.25,3264.5,Yes +7789-HKSBS,Female,1,Yes,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,4599.15,No +7416-CKTEP,Female,0,Yes,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.6,1134.25,No +2586-CWXVV,Male,0,Yes,No,54,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.4,1621.35,No +3096-IZETN,Female,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),78.1,947.3,Yes +2348-KCJLT,Female,0,Yes,No,44,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,61.5,2722.2,No +8401-EMUWF,Male,0,Yes,Yes,42,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.4,3058.3,No +4193-IBKSW,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1769.6,No +5377-NDTOU,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,91.05,6293.75,No +5922-ABDVO,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,89.65,1761.05,Yes +2474-LCNUE,Female,0,Yes,No,23,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),73.65,1642.75,No +0839-QNXME,Female,0,No,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,578.5,No +3506-OVLKD,Male,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),26.2,954.9,No +9172-ANCRX,Female,0,No,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,973.25,Yes +6650-VJONK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),43.85,43.85,No +2178-PMGCJ,Male,0,No,No,22,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.7,1490.4,No +7492-TAFJD,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Mailed check,38.55,280,No +2773-MADBQ,Female,0,No,No,36,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,53.1,1901.25,No +6016-LVTJQ,Female,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,716.4,No +7860-KSUGX,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),64.45,4720,No +8966-KZXXA,Male,0,Yes,Yes,36,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,930.95,No +6910-HADCM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.35,76.35,Yes +4816-LXZYW,Female,0,No,No,23,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,1676.95,Yes +9606-PBKBQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,2642.05,Yes +5149-QYTTU,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),95.15,6770.85,No +2070-XYMFH,Female,1,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.35,1835.3,No +2085-BOJKI,Male,0,Yes,No,17,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),96.65,1588.25,No +0817-HSUSE,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,75.5,75.5,No +5442-PPTJY,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,258.35,No +1927-QEWMY,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1502.25,No +1663-MHLHE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,19.2,No +5663-QBGIS,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),98.35,6929.4,No +4450-MDZFX,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.35,4453.3,No +6701-DHKWQ,Female,0,Yes,Yes,61,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),51.35,3244.4,No +7554-AKDQF,Female,0,Yes,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,323.45,No +3536-IQCTX,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.3,2661.1,Yes +4911-BANWH,Female,0,No,Yes,31,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),86.55,2697.4,Yes +8496-EJAUI,Male,0,No,No,19,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.85,1424.5,Yes +0794-YVSGE,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,1401.15,No +5423-BHIXO,Female,0,No,No,32,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,54.2,1739.6,No +6908-VVYHM,Male,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.65,5931,No +2959-EEXWB,Female,0,Yes,Yes,45,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),50.9,2333.85,No +1839-UMACK,Male,0,No,No,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.05,949.85,No +3030-YDNRM,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,572.45,No +7321-KKSDU,Male,0,No,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,696.8,No +3402-XRIUO,Female,1,Yes,No,22,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,63.55,1381.8,No +3132-TVFDZ,Male,1,Yes,No,57,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.85,2572.95,Yes +8286-AFUYI,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,47.95,47.95,No +8080-DDEMJ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.1,45.1,Yes +8356-WUAOJ,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45,45,No +6365-MTGZX,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96,2122.45,Yes +1349-WXNGG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.05,20.05,Yes +8058-DMYRU,Male,1,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,4931.8,No +9350-ZXYJC,Female,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,116.95,No +6990-YNRIO,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),108.65,6937.95,Yes +8958-JPTRR,Female,0,Yes,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.3,1261.7,No +6959-GQEGV,Male,0,No,No,45,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,75.95,3273.8,No +3173-WSSUE,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1415.85,No +1265-HVPZB,Male,0,Yes,No,59,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),66.4,3958.2,No +4115-UMJFQ,Male,0,No,No,69,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),35.75,2492.25,No +7369-TRPFD,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,279.2,No +1098-KFQEC,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1083,No +7190-XHTWJ,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,755.5,No +0621-TWIEM,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.55,402.6,Yes +3537-RYBHH,Female,1,Yes,No,47,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),67.45,3252,No +2485-ITVKB,Female,0,Yes,No,2,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.1,68.75,Yes +3669-OYSJI,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),46.2,46.2,Yes +1612-EOHDH,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.15,45.15,Yes +6702-OHFWR,Male,1,No,No,1,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,43.3,43.3,Yes +5296-BFCYD,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.1,936.85,No +4510-PYUSH,Female,1,No,No,38,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),57.15,2250.65,Yes +9359-JANWS,Female,0,Yes,No,65,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),58.9,3857.1,No +7517-SAWMO,Female,0,Yes,No,19,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.2,1441.1,Yes +4143-HHPMK,Male,0,No,No,52,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.35,4338.6,Yes +3279-DYZQM,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.45,1378.45,No +7054-LGEQW,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.95,45.95,Yes +0523-VNGTF,Female,1,No,No,52,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,50.5,2566.3,No +9575-IWCAZ,Male,0,Yes,No,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.1,171,No +7105-MXJLL,Female,1,Yes,No,26,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Mailed check,60.7,1597.4,No +7064-FRRSW,Male,1,No,No,48,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,99,4744.35,No +7940-UQQUG,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.4,6721.6,No +0923-PNFUB,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,83.75,247.25,Yes +3961-SXAXY,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.05,44.05,No +7010-BRBUU,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.1,1734.65,No +3566-HJGPK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.55,45.55,No +3062-ICYZQ,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.8,4539.35,No +9938-PRCVK,Female,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,804.25,No +0973-KYVNF,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),70.65,5011.15,No +5129-HHMZC,Female,0,Yes,No,43,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,3574.5,No +9637-CDTKZ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.1,8086.4,No +3946-JEWRQ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),95.2,4563,No +7873-CVMAW,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.55,6362.35,No +0463-WZZKO,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.75,67.1,No +3494-JCHRQ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.05,70.05,Yes +6474-FVJLC,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86,165.45,Yes +4524-QCSSM,Male,0,No,No,26,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),44.65,1156.55,No +5832-EXGTT,Male,0,Yes,Yes,29,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,60.2,1834.15,No +8840-DQLGN,Female,1,Yes,No,35,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),100.5,3653.35,Yes +2039-JONDJ,Male,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),55.45,1477.65,No +7217-JYHOQ,Male,0,Yes,Yes,24,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),70.3,1706.45,No +6695-FRVEC,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),60.4,3953.7,No +4547-LYTDD,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,72.65,1194.3,Yes +9894-QMIMJ,Female,0,No,No,23,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),55.8,1327.85,No +8069-YQQAJ,Male,0,No,No,14,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,31.1,419.7,No +6770-XUAGN,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21,21,Yes +4193-ORFCL,Female,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.1,45.1,Yes +1636-NTNCO,Male,1,No,No,4,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.95,207.35,No +3466-WAESX,Male,0,No,Yes,16,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,69.1,1083.7,No +9281-PKKZE,Female,0,Yes,No,46,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,43.95,2007.85,No +3638-VBZTA,Male,0,No,Yes,68,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.5,5882.75,No +7459-IMVYU,Male,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,69.95,2657.55,No +7776-QWNFX,Male,1,Yes,No,30,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.4,1527.5,Yes +6689-TCZHQ,Female,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.95,378.4,Yes +8563-OYMQY,Male,0,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.95,1612.2,No +0754-EEBDC,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,76.65,No +5777-ZPQNC,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.15,260.7,No +1951-IEYXM,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.6,6441.85,No +3318-NMQXL,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92,266.8,No +3143-ILDAL,Male,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,94.45,5124.6,Yes +1022-RKXDR,Female,0,No,No,41,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.85,962.25,No +2361-FJWNO,Male,0,No,No,40,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Credit card (automatic),36,1382.9,No +2272-UOINI,Female,0,No,No,7,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,78.5,571.05,No +8232-UTFOZ,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,1399.35,No +3750-YHRYO,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,150,No +6637-KYRCV,Female,0,Yes,Yes,5,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.5,167.2,No +5668-MEISB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),106.1,7657.4,No +0129-QMPDR,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.5,865.05,No +7188-CBBBA,Female,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,95.5,6153.85,No +5356-CSVSQ,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,64.6,174.2,No +3221-CJMSG,Male,0,No,No,24,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),51.1,1269.6,No +4720-VSTSI,Female,0,No,No,44,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,3862.55,Yes +3219-JQRSL,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.1,6352.4,No +2801-NISEI,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.95,1348.5,No +3946-MHCZW,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,50.9,50.9,Yes +4623-ZKHLY,Male,0,Yes,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.45,471.55,No +6732-VAILE,Male,0,Yes,Yes,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.95,5931.75,No +8201-AAXCB,Male,0,Yes,Yes,25,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,60.35,1404.65,No +7696-CFTAT,Male,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,726.1,No +1845-CSBRZ,Female,1,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),85.35,1961.6,No +2123-VSCOT,Female,0,Yes,Yes,59,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),72.1,4194.85,No +6651-AZVTJ,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,4872.45,Yes +4566-GOLUK,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.35,5118.95,Yes +2484-DGXPZ,Female,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,658.95,Yes +2018-QKYGT,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.05,81.05,No +2792-VPPET,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.5,76.95,No +7409-JURKQ,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),111.8,5809.75,No +3247-MHJKM,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No +1964-SVLEA,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.7,415.9,No +4587-NUKOX,Female,0,No,No,3,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.1,246.5,Yes +7297-DVYGA,Female,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,996.95,No +2239-CGBUZ,Female,0,Yes,No,51,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.5,3145.15,No +0854-UYHZD,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,265.3,No +7243-LCGGZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,No +8267-KFGYD,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,21.05,21.05,No +4890-VMUAV,Male,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,71.5,4576.3,No +9261-WDCAF,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,54.65,189.1,No +3764-MNMOI,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.2,908.15,No +7442-YGZFK,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.8,49.8,No +0420-BWTPW,Male,0,No,Yes,8,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.5,215.2,Yes +8229-BUJHX,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,1500.95,No +7449-HVPIV,Male,0,Yes,Yes,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.4,5099.15,No +5504-WSIUR,Female,0,No,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),90.25,6385.95,No +8183-ONMXC,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.75,159.45,Yes +8466-PZBLH,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),104.6,6885.75,No +9614-RMGHA,Male,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),91.85,5940.85,Yes +8735-IJJEG,Male,0,Yes,No,14,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),50.2,668.85,No +0564-MUUQK,Female,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.5,1916.2,No +5054-IEXZT,Male,0,No,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,75.35,Yes +5834-ASPWA,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.45,75.45,Yes +0701-RFGFI,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.4,4613.95,No +0019-EFAEP,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),101.3,7261.25,No +5619-PTMIK,Female,0,Yes,No,46,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,53.1,2459.8,No +3737-XBQDD,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.85,2048.8,No +5882-CMAZQ,Female,0,Yes,Yes,5,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,34.25,163.55,No +5846-QFDFI,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),88.6,2888.7,No +4445-KWOKW,Female,0,No,No,42,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),60.15,2421.6,No +3511-APPBJ,Male,0,No,No,23,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),99.95,2292.75,No +7967-HYCDE,Male,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.7,553.4,No +2430-RRYUW,Male,0,No,No,66,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Mailed check,54.8,3465.7,No +3948-XHGNA,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.55,1210.4,Yes +3723-BFBGR,Male,1,No,No,24,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),54.8,1291.3,No +0565-IYCGT,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),78.6,5356.45,Yes +5447-WZAFP,Female,0,No,No,53,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,100.3,5200.8,No +5110-CHOPY,Female,0,No,No,60,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Electronic check,53.6,3237.05,No +5445-UTODQ,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81.1,576.65,Yes +4425-OWHWB,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.35,433.75,No +7892-QVYKW,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.6,1868.4,No +9675-ICXCT,Male,0,Yes,Yes,72,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,80.8,5728.55,No +1024-VRZHF,Male,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,825.7,Yes +4703-MQYKT,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,390.4,No +9497-QCMMS,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.55,93.55,Yes +5692-ICXLW,Male,1,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.7,2845.15,No +0602-DDUML,Female,0,No,No,57,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,69.75,3894.4,No +2208-MPXIO,Female,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20,886.4,No +1960-UYCNN,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.25,1021.55,No +0348-SDKOL,Female,0,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.1,5885.4,Yes +3190-FZATL,Male,0,No,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,268.4,No +7336-RLLRH,Male,0,Yes,No,27,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Mailed check,80.85,2204.35,No +4373-MAVJG,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),90.9,1259,Yes +8901-HJXTF,Female,0,Yes,Yes,12,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.2,309.1,Yes +7710-JSYOA,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),93.3,6398.05,No +5419-KLXBN,Female,0,Yes,Yes,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.15,2257.75,Yes +3424-NMNBO,Male,1,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.85,6287.25,Yes +9885-MFVSU,Female,0,Yes,Yes,35,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),46.35,1662.05,No +4514-GFCFI,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.75,1350.15,Yes +0607-MVMGC,Male,0,Yes,Yes,45,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78.75,3600.65,No +3365-SAIGS,Female,0,No,No,17,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.55,1329.15,No +9828-AOQLM,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.7,45.7,Yes +8022-BECSI,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,422.5,No +8000-REIQB,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.95,69.95,Yes +9993-LHIEB,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,67.85,4627.65,No +0266-CLZKZ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.65,6717.9,No +7615-ESMYF,Female,0,Yes,No,2,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,44.6,97.1,Yes +3858-VOBET,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,1710.45,Yes +7020-OZKXZ,Female,1,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),75.5,637.4,No +3977-QCRSL,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,117.95,No +0017-DINOC,Male,0,No,No,54,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Credit card (automatic),45.2,2460.55,No +1447-PJGGA,Female,0,No,No,57,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,95.25,5464.65,Yes +8565-CLBZW,Male,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,89.85,2165.05,Yes +9139-WQQDY,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Mailed check,100.45,4941.8,Yes +0224-HJAPT,Male,0,No,No,5,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,47.15,223.15,Yes +8086-OVPWV,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.2,181.1,Yes +9430-FRQOC,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,87.1,341.45,Yes +7639-OPLNG,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),79.25,5731.85,No +3074-GQWYX,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.9,357.75,Yes +1492-QGCLU,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,85.7,4616.1,No +6845-RGTYS,Female,0,Yes,No,47,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,98.75,4533.7,Yes +7328-OWMOM,Female,0,No,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,589.25,No +4418-LZMSV,Male,0,Yes,Yes,13,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.8,750.1,No +5155-AZQPB,Female,0,Yes,Yes,28,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,49.9,1410.25,No +8861-HGGKB,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.45,830.85,Yes +1087-GRUYI,Male,0,Yes,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,743.5,No +7065-YUNRY,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.3,45.3,Yes +7694-VLBWQ,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,104.1,7040.85,Yes +2546-KZAAT,Male,0,Yes,No,52,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,75.4,3865.45,No +0181-RITDD,Male,0,Yes,Yes,62,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,108.15,6825.65,No +5989-PGKJB,Female,0,No,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.25,1340.1,No +4795-KTRTH,Female,1,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81,371.65,Yes +8272-ONJLV,Male,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,95.7,1184,No +1488-PBLJN,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.85,8477.7,No +0308-GIQJT,Male,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),105.75,7382.85,No +3778-FOAQW,Female,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,456.85,No +4452-ROHMO,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,331.6,No +6481-OGDOO,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),90.6,6056.15,Yes +3090-LETTY,Male,0,No,Yes,2,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),60.95,134.6,No +5349-AZPEW,Female,0,Yes,Yes,5,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.05,125.5,No +3753-TSEMP,Female,0,Yes,No,15,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,88.15,1390.6,Yes +8305-VHZBZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes +9720-JJJOR,Male,0,Yes,Yes,41,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),60.3,2511.3,No +8100-HZZLJ,Female,0,No,Yes,43,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,63.95,2737.05,No +8775-ERLNB,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.3,74.3,No +8309-IEYJD,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.6,70.6,No +9172-JITSM,Female,0,Yes,Yes,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.8,2361.8,Yes +6298-QDFNH,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.35,1730.35,Yes +7398-HPYZQ,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),90.55,6404,No +3546-GHEAE,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.45,165.35,No +7361-YPXFS,Female,1,No,No,28,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),64.45,1867.6,No +6557-BZXLQ,Male,1,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,1043.3,No +2550-QHZGP,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,128.6,No +7519-JTWQH,Female,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.5,7455.45,No +2538-OIMXF,Female,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.7,24.7,No +8543-MSDMF,Male,0,No,No,3,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,77.4,206.15,No +9961-JBNMK,Male,1,No,No,21,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),96.8,2030.3,Yes +1170-SASML,Female,0,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.4,5869.4,No +4872-JCVCA,Female,0,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),47.6,3377.8,No +5346-BZCHP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,1346.2,No +2038-LLMLM,Female,0,No,No,48,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.85,4946.05,No +6173-ITPWD,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),83.35,4065,Yes +9734-UYXQI,Female,0,No,No,2,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,106.55,Yes +1216-BGTSP,Male,0,No,No,45,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.45,4964.7,No +4138-NAXED,Male,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),81,4085.75,No +2189-UXTKY,Female,0,Yes,No,22,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,79.2,1742.75,Yes +0744-BIKKF,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.65,6224.8,No +7483-IQWIB,Male,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,92.95,3415.25,No +5248-KWLAR,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.35,6325.25,No +4958-GZWIY,Male,0,Yes,Yes,7,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,48.7,340.25,Yes +7996-MHXLW,Female,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.15,1683.6,No +7833-PKIHD,Male,0,Yes,Yes,51,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),76.4,3966.3,No +7061-OVMIM,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.55,608.5,No +5153-RTHKF,Female,0,No,No,34,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,85.35,2896.6,No +1852-QSWCD,Male,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1514.85,No +4832-VRBMR,Male,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.15,6792.45,No +9079-LWTFD,Male,0,No,No,47,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,100.75,4669.2,No +6356-ELRKD,Female,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,95.6,Yes +8624-GIOUT,Female,0,No,No,49,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),59.75,2934.3,Yes +3392-EHMNK,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),94.1,6302.8,No +5986-WWXDV,Male,0,No,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.35,779.2,No +3061-BCKYI,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,283.75,No +6179-GJPSO,Female,1,No,No,43,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.15,4600.7,Yes +7901-TBKJX,Male,1,No,No,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.05,5594,No +7228-PAQPD,Female,0,No,No,14,Yes,No,DSL,No,No,No,Yes,No,Yes,One year,No,Credit card (automatic),59.1,772.85,No +3177-LASXD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,71.35,71.35,Yes +7746-QYVCO,Male,0,Yes,Yes,16,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Mailed check,55.85,857.8,No +5804-HYIEZ,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.05,7554.05,No +9919-FZDED,Male,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),84.1,5981.65,No +5934-TSSAU,Female,0,Yes,Yes,23,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,1702.9,No +3486-KHMLI,Male,0,No,Yes,21,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.7,467.15,No +4897-QSUYC,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.15,20.15,Yes +1084-UQCHV,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.75,69.75,Yes +8290-YWKHZ,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.2,2931,Yes +2955-BJZHG,Male,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,80.85,1400.85,Yes +3806-DXQOM,Female,0,No,No,4,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,33.65,137.85,Yes +6784-XYJAE,Female,0,No,No,36,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,No,Electronic check,55.8,1941.5,No +3933-DQPWX,Female,0,No,No,50,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),39.7,1932.75,No +6661-EIPZC,Female,0,Yes,Yes,48,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),29.5,1423.05,No +8957-THMOA,Female,0,No,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.15,970.85,No +2251-PYLPB,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),79.55,5810.9,No +5555-RNPGT,Male,0,No,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),24.8,223.9,No +1057-FOGLZ,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,391.7,No +9300-RENDD,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,79.95,Yes +0761-AETCS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.3,19.3,Yes +8087-LGYHQ,Male,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.05,811.65,No +4137-BTIKL,Male,0,No,No,2,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,90.75,174.75,No +2190-BCXEC,Female,0,Yes,No,40,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),78.85,3126.85,No +6227-FBDXH,Male,0,Yes,No,69,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),99.5,6841.45,No +2153-MREFK,Female,0,Yes,No,37,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Electronic check,99.2,3754.6,Yes +2911-WDXMV,Male,0,No,Yes,18,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.55,1406.65,No +7206-PQBBZ,Male,1,Yes,No,11,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,834.7,No +3106-ULWFW,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.2,627.4,Yes +0925-VYDLG,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,242,Yes +4547-FZJWE,Male,0,Yes,Yes,55,Yes,No,DSL,Yes,No,No,No,No,Yes,One year,No,Credit card (automatic),59.45,3157,No +7422-WNBTY,Male,0,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.35,3092,No +0842-IWYCP,Female,0,No,No,46,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.95,2168.9,No +3521-HTQTV,Male,0,No,No,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.1,980.35,No +3744-ZBHON,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.2,65.95,No +3373-DIUUN,Male,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21.25,711.9,No +8383-SGHJU,Female,0,No,No,33,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Electronic check,59.4,1952.8,No +7607-QKKTJ,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),95,4368.85,No +7707-PYBBH,Male,0,No,No,40,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,61.9,2647.1,No +8984-HPEMB,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,118.65,8477.6,No +4349-GFQHK,Male,0,No,No,1,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,54.35,54.35,Yes +4139-DETXS,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),64.45,4528,No +9779-DPNEJ,Female,0,Yes,Yes,22,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.15,1790.65,No +9805-FILKB,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,845.6,No +5793-YOLJN,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21,1210.3,No +0673-IGUQO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,20.45,No +4123-FCVCB,Female,0,No,No,12,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,75.85,854.45,No +8819-IMISP,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.45,2429.1,No +7802-EFKNY,Male,0,Yes,No,5,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.95,100.4,Yes +8311-UEUAB,Female,0,Yes,Yes,67,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,Two year,Yes,Electronic check,75.5,5229.45,No +5858-EAFCZ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.45,44.45,No +8035-BUYVG,Male,0,Yes,No,40,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,42.35,1716.45,Yes +1163-ONYEY,Male,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),74.55,3023.55,No +9787-XVQIU,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.3,75.3,Yes +8945-MUQUF,Male,0,No,No,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Electronic check,94.8,4837.6,Yes +5656-MJEFC,Male,0,Yes,Yes,42,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),48.15,2032.3,No +6082-OQFBA,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,436.9,No +8051-HJRLT,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.55,70.55,Yes +8974-OVACP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,No +4010-YLMVT,Female,0,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),106.6,5893.95,No +1379-FRVEB,Male,0,No,Yes,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91,1430.05,No +8612-GXIDD,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.4,313,No +6288-CHQJB,Female,0,Yes,Yes,54,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),69.95,3871.85,No +8160-HOWOX,Female,0,No,No,7,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,66.85,458.1,No +3023-GFLBR,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),86.15,2745.7,Yes +6648-INWPS,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.15,341.35,No +4223-BKEOR,Female,0,No,Yes,21,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,64.85,1336.8,No +4079-VTGLK,Male,1,Yes,No,30,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,74.85,2181.75,No +1763-WQFUK,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.5,147.75,No +1391-UBDAR,Male,0,No,No,11,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,72.9,818.45,No +8894-JVDCV,Female,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),115.05,7133.45,No +2023-VQFDL,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19,348.8,No +1345-GKDZZ,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,128.6,No +2014-MKGMH,Female,0,No,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.1,4674.4,No +5628-FCGYG,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.1,1737.45,No +2560-WBWXF,Male,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.15,1498.85,No +0248-IPDFW,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.1,50.1,No +7978-DKUQH,Female,0,Yes,No,25,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.6,1797.75,No +4335-UPJSI,Female,0,No,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,498.1,No +0524-IAVZO,Female,0,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,2624.25,Yes +2737-YNGYW,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.55,184.1,Yes +1784-EZDKJ,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.8,5498.8,No +9297-FVVDH,Female,0,Yes,Yes,57,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.5,4845.4,No +8007-YYPWD,Female,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.05,369.1,No +7101-HRBLJ,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),83.7,6096.9,No +5159-YFPKQ,Female,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,75.8,160.75,Yes +6635-CPNUN,Male,0,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Credit card (automatic),96.6,2684.35,No +4021-RQSNY,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,3004.15,Yes +5453-YBTWV,Male,0,Yes,Yes,70,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),101.1,6994.8,No +5039-LZRQT,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.2,273.25,No +2931-VUVJN,Female,1,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,94.05,5483.9,No +9061-TIHDA,Male,1,Yes,No,13,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.25,1233.65,Yes +8699-ASUFO,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.4,527.9,Yes +6418-PIQSP,Female,0,Yes,No,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81,4985.9,No +8220-OCUFY,Female,0,No,No,21,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Electronic check,60.25,1258.35,No +3995-WFCSM,Female,0,No,No,2,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,60.85,111.4,No +1895-QTKDO,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),43.95,43.95,No +2038-OEQZH,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,86.05,308.1,No +1178-PZGAB,Female,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.25,383.65,No +7927-AUXBZ,Female,0,No,No,30,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,85.15,2555.9,Yes +2626-VEEWG,Male,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.4,1284.2,No +2878-RMWXY,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),102.65,7550.3,No +1657-DYMBM,Male,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1110.05,No +7311-MQJCH,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.55,99.6,No +7375-WMVMT,Male,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),95.5,6707.15,No +1136-XGEQU,Female,0,Yes,Yes,50,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),84.15,4164.4,No +2530-FMFXO,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,103.2,5873.75,No +6844-DZKRF,Male,0,No,No,2,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),50.2,109.25,No +4695-WJZUE,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,88.55,179.25,Yes +7619-ODSGN,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,54.75,1338.15,Yes +5970-GHJAW,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,862.4,No +8879-XUAHX,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,116.25,8564.75,No +3689-MOZGR,Female,0,No,No,29,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,31.2,926.2,No +4195-PNGZS,Male,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1718.2,No +5003-XZWWO,Male,0,Yes,No,71,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.2,5956.85,No +3988-RQIXO,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.3,91.3,Yes +7622-FWGEW,Male,1,Yes,No,56,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.65,4824.45,No +6922-NCEDI,Male,0,No,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,21.2,1238.65,No +2514-GINMM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.5,79.5,Yes +9891-NQDBD,Female,0,Yes,No,28,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.55,672.2,No +6131-IUNXN,Female,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,382.2,No +8548-AWOFC,Male,0,Yes,No,66,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,63.85,4264.6,No +9798-DRYDS,Female,0,Yes,Yes,17,Yes,Yes,DSL,No,No,Yes,Yes,No,No,One year,Yes,Mailed check,61.95,1070.7,No +8532-UEFWH,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1345.85,No +6296-DDOOR,Female,0,No,No,19,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,No,Electronic check,58.2,1045.25,No +7951-VRDVK,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),85.85,3003.55,No +5931-FLJJF,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.1,467.55,Yes +4815-YOSUK,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),104.9,7537.5,No +2659-VXMWZ,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,111.3,7482.1,Yes +0380-NEAVX,Male,1,No,No,34,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.85,3343.15,No +3207-OYBWH,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.25,5427.05,Yes +4285-GYRQC,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,86.25,587.1,Yes +7216-EWTRS,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,100.8,Yes +4365-MSDYN,Male,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.55,161.15,No +7036-TYDEC,Female,0,No,No,69,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,104,7028.5,No +5802-ADBRC,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,104.4,5232.9,No +8076-FEZKJ,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,225.85,No +5197-YPYBZ,Female,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,274.7,No +8337-MSSXB,Female,0,No,No,14,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.3,1180.95,Yes +4312-GVYNH,Female,0,Yes,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),49.85,3370.2,No +8495-LJDFO,Female,1,No,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.95,7111.3,No +0839-JTCUD,Female,0,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.9,5958.85,No +5494-WOZRZ,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82,5999.85,No +1302-UHBDD,Male,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.95,1648.45,No +2234-EOFPT,Male,0,Yes,No,72,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.35,5753.25,No +8619-IJNDK,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),64.05,4492.9,No +8378-LKJAF,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.15,3956.7,No +8182-BJDSI,Female,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.95,2625.55,Yes +2528-HFYZX,Male,1,Yes,No,17,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,76.45,1233.4,Yes +1153-GNOLC,Male,0,No,No,33,No,No phone service,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,39.1,1309,No +3298-QEICA,Female,0,Yes,Yes,23,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,34.6,813.45,No +0788-DXBFY,Male,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.55,1108.8,No +3597-YASZG,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.45,7349.35,No +3496-LFSZU,Male,0,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.5,294.2,No +5242-UOWHD,Male,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,929.2,No +2482-CZGBB,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70,740,Yes +6479-SZPLM,Male,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,754.5,No +8097-VBQTZ,Male,0,No,No,54,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,69.9,3883.3,No +4500-HKANN,Male,0,Yes,Yes,23,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,No,Mailed check,59.7,1414.2,No +9917-KWRBE,Female,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),78.35,3211.2,No +3420-ZDBMA,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,71.45,371.6,No +2212-LYASK,Male,0,Yes,Yes,27,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),45.85,1246.4,No +1393-IMKZG,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.85,95.85,No +8069-RHUXK,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Credit card (automatic),35.7,2545.7,No +3398-GCPMU,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),89.55,6448.85,No +2908-WGAXL,Female,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1468.9,No +3378-AJRAO,Male,0,Yes,Yes,44,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.85,1013.6,No +1013-QCWAM,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,6690.75,No +0866-QLSIR,Female,0,No,No,34,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,64.4,2088.75,Yes +6050-FFXES,Female,0,Yes,No,69,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),105.35,7240.65,No +7181-BQYBV,Female,0,Yes,Yes,1,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.45,102.45,Yes +0362-RAOQO,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,830.25,No +9554-DFKIC,Male,0,Yes,Yes,30,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.45,1588.7,No +5527-ACHSO,Female,0,No,No,11,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,70.5,829.3,No +0829-DDVLK,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,302.45,No +1399-UBQIU,Male,0,No,No,11,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,69.35,712.25,No +1813-JLKWR,Female,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,1336.65,No +0336-PIKEI,Male,1,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),74.4,5360.75,No +7322-OCWHC,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),93.05,6735.05,No +9537-VHDTA,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,51.2,51.2,No +4957-TIALW,Female,0,No,Yes,15,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Credit card (automatic),65.6,1010,No +2054-PJOCK,Female,0,No,No,60,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),80.55,4847.05,No +9150-HEPMB,Male,0,No,No,56,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,52.7,3019.7,No +9030-QGZNL,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,161.65,No +6204-IEUXJ,Female,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),80.1,217.55,Yes +3126-WQMGH,Female,0,Yes,No,49,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),52.15,2583.75,No +4529-CKBCL,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.2,146.05,Yes +2506-CLAKW,Female,0,No,No,6,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),98.15,567.45,Yes +7176-WRTNX,Male,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.95,7711.25,No +1583-IHQZE,Male,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,112.95,1384.75,Yes +5732-IKGQH,Male,1,Yes,No,52,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.45,5481.25,No +9239-GZHZE,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.65,8124.2,No +7205-BAIAD,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.6,827.3,No +0151-ONTOV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.9,70.9,Yes +4140-MUHUG,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,86.85,220.95,Yes +0093-EXYQL,Female,1,No,No,40,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.55,3673.6,No +8064-RAVOH,Male,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.85,49.85,No +0219-QAERP,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,576.65,No +0320-JDNQG,Male,0,Yes,Yes,23,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.85,2331.3,Yes +7180-PISOG,Male,0,Yes,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,74.5,Yes +9168-INPSZ,Female,1,Yes,No,44,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,104.15,4495.65,No +3571-RFHAR,Male,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.15,6941.2,Yes +0015-UOCOJ,Female,1,No,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,48.2,340.35,No +5334-AFQJB,Male,1,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.1,1789.9,No +2754-SDJRD,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.15,908.55,No +9578-VRMNM,Female,0,No,No,16,Yes,Yes,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),65.2,1043.35,Yes +1587-FKLZB,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.5,6822.15,Yes +6140-QNRQQ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,71.55,71.55,Yes +8963-JLGJT,Male,0,No,Yes,3,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,55.9,157.55,No +4307-KTUMW,Male,0,Yes,No,53,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,93.9,5029.2,Yes +1465-LNTLJ,Male,1,Yes,No,8,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),64.4,581.7,No +5440-FLBQG,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.4,7318.2,Yes +2135-DQWAQ,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,85.3,420.45,No +4056-QHXHZ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,107.45,7576.7,No +7470-MCQTK,Female,0,Yes,No,13,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),48.75,633.4,Yes +7488-MXJIV,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.65,321.65,Yes +7401-JIXNM,Female,0,Yes,Yes,54,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),91.3,4965,No +9339-FIIJL,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.95,6151.9,No +2027-FECZV,Male,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.7,1253.9,Yes +2672-DZUOY,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.15,25.15,Yes +4706-DGAHW,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.2,45.2,No +3870-MQAMG,Female,0,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,110.35,5893.15,Yes +6670-MFRPK,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Two year,Yes,Credit card (automatic),79.2,5420.65,No +6177-PEVRA,Female,0,No,No,48,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,No,Credit card (automatic),55.5,2627.35,No +4800-CZMPC,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),103.25,5037.55,Yes +4813-HQMGZ,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.25,743.75,No +7579-KKLOE,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,91.25,6589.6,No +7377-DMMRI,Male,0,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,47.8,92.45,Yes +8402-EIVQS,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.9,6733.15,No +4947-DSMXK,Male,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.7,3410,No +7245-NIIWQ,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,199.85,No +0002-ORFBO,Female,0,Yes,Yes,9,Yes,No,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Mailed check,65.6,593.3,No +3324-OIRTO,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.65,7288.4,No +5414-OFQCB,Male,0,No,No,57,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),90.45,5229.8,No +4967-WPNCF,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.7,4464.8,No +8552-OBVRU,Female,1,Yes,Yes,48,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.5,5068.05,No +8499-BRXTD,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,401.85,No +9154-QDGTH,Male,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.3,4451.85,No +8197-BFWVU,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),93.25,6688.95,No +2577-GVSIL,Male,0,Yes,Yes,35,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),73.45,2661.1,No +9367-OIUXP,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,73.05,No +6770-UAYGJ,Female,0,Yes,Yes,49,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1211.65,No +6463-HHXJR,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Bank transfer (automatic),100.5,7030.65,No +7928-VJYAB,Male,0,Yes,Yes,11,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.6,1020.2,No +1187-WILMM,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),89.4,5597.65,No +9776-OJUZI,Female,1,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),95.45,6223.3,No +1306-RPWXZ,Female,0,No,Yes,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.45,1024.65,No +8949-JTMAY,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.6,2933.2,Yes +2774-LVQUS,Female,1,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,83.05,1258.3,Yes +3097-PYWXL,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.95,82.9,No +2266-SJNAT,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),109.15,7789.6,No +0869-PAPRP,Female,1,Yes,No,26,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.7,2067,No +4238-JSSWH,Female,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),102.05,3452.55,No +2972-YDYUW,Female,0,No,No,57,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,One year,No,Electronic check,94.7,5468.95,No +1104-FEJAM,Male,0,Yes,Yes,28,Yes,Yes,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,64.4,1802.15,No +2809-ILCYT,Female,0,Yes,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,26.8,733.55,No +5499-ECUTN,Female,0,Yes,No,47,Yes,No,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),66.05,3021.45,No +4981-FLTMF,Female,0,Yes,Yes,57,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),65.2,3687.85,No +9121-PHQSR,Male,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.05,1391.15,No +3113-IWHLC,Male,0,No,No,5,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.8,274.35,No +3211-ILJTT,Male,0,Yes,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.4,1214.05,Yes +4612-THJBS,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.75,5510.65,Yes +4277-BWBML,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.95,1322.85,No +4094-NSEDU,Female,1,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,1973.75,Yes +0234-TEVTT,Female,0,Yes,Yes,48,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,No,Credit card (automatic),45,2196.3,No +4304-TSPVK,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.9,7843.55,No +1552-AAGRX,Female,0,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),106.4,3211.9,No +2637-FKFSY,Female,0,Yes,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,46.1,130.15,No +9796-MVYXX,Female,1,No,No,14,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,39.7,692.35,No +7874-ECPQJ,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.05,85.5,No +0020-INWCK,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),95.75,6849.4,No +7089-RKVSZ,Male,0,Yes,Yes,8,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.4,203.95,No +2683-JXWQQ,Male,0,Yes,Yes,61,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),33.6,2117.2,No +9548-ZMVTX,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),90.45,6565.85,No +8739-XNIKG,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84,424.75,No +9755-JHNMN,Female,0,No,No,49,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),67.4,3306.85,No +3981-QSVQI,Male,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.7,168.9,No +2789-HQBOU,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.35,253.8,No +9424-CMPOG,Male,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,197.4,No +5067-WJEUN,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),54.2,3838.2,No +3450-WXOAT,Male,0,No,No,46,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.2,2065.15,No +9251-WNSOD,Female,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Mailed check,75.1,5064.45,No +6974-DAFLI,Female,0,Yes,No,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.7,1140.05,No +2616-UUTFK,Male,0,Yes,No,33,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),72.75,2447.45,No +7064-JHXCE,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1263.9,No +5103-MHMHY,Female,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.95,45.95,Yes +7989-AWGEH,Male,0,Yes,Yes,49,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.2,1838.15,No +4373-VVHQL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.75,44.75,No +4559-UWIHT,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,82.65,1185,No +7268-IGMFD,Male,1,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),93.9,1743.9,No +1846-XWOQN,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,70.15,Yes +0235-KGSLC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.55,85.55,Yes +6650-BWFRT,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),117.15,8529.5,No +9570-KYEUA,Male,0,No,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),99.25,6549.45,No +6993-YGFJV,Male,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.55,7806.5,No +2712-SYWAY,Female,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.7,25.7,No +0730-BGQGF,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.3,6287.3,No +5498-IBWPI,Female,0,Yes,Yes,66,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),49.4,3251.85,No +9101-NTIXF,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,50.6,No +0013-SMEOE,Female,1,Yes,No,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.7,7904.25,No +9314-QDMDW,Male,0,No,No,11,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,61.25,729.95,No +9308-ANMVE,Male,0,No,Yes,47,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,55.3,2654.05,No +2884-GBPFB,Female,0,Yes,No,35,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,2416.55,Yes +3757-NJYBX,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),106.35,3520.75,Yes +3413-DHLPB,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.75,5969.95,No +7649-PHJVR,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,226.8,No +6114-TCFID,Female,0,No,No,29,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),39.5,1082.75,No +3787-TRIAL,Male,0,Yes,Yes,21,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,26.05,565.75,No +2573-GYRUU,Male,1,Yes,No,48,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),91.05,4370.75,No +5156-UMKOW,Female,0,No,Yes,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.65,90.05,No +1247-QBVSH,Female,0,Yes,Yes,43,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.2,2169.4,No +6734-GMPVK,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,105.3,550.6,No +9822-OAOVB,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.45,55.45,No +6161-ERDGD,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,85.45,6300.85,No +1226-JZNKR,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.8,160.05,No +7318-EIVKO,Male,0,No,No,8,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.25,436.6,No +3771-PZOBW,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.7,1781.35,No +5136-KCKGI,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,103.7,3467,Yes +8231-BSWXX,Male,0,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Credit card (automatic),79.05,5552.5,No +6486-LHTMA,Female,1,Yes,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,90.7,2835.5,No +4083-BFNYK,Female,1,Yes,No,38,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Credit card (automatic),95,3591.25,No +3722-WPXTK,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.35,88.35,Yes +7389-KBFIT,Female,0,Yes,Yes,2,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,30.25,63.75,No +7176-WIONM,Female,0,Yes,No,12,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),49.85,617.15,No +5141-ZUVBH,Female,0,No,Yes,9,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),93,870.25,No +1089-HDMKP,Male,1,No,Yes,11,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.55,601.25,No +7623-HKYRK,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,111.65,No +0310-SUCIN,Female,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),84.8,6046.1,No +5197-PYEPU,Female,0,Yes,Yes,42,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),94.45,3923.8,No +2929-ERCFZ,Female,0,Yes,Yes,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,777.3,Yes +7548-SEPYI,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.25,512.45,Yes +8835-VSDSE,Female,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.7,141.45,Yes +6619-RPLQZ,Female,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,892.15,No +3275-RHRNE,Male,0,Yes,Yes,28,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60,1682.05,No +3503-TYDAY,Female,0,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,80.45,3398.9,No +6901-GOGZG,Male,0,No,Yes,60,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.95,4984.85,No +1623-NLDOT,Female,0,Yes,No,42,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Mailed check,33.55,1445.3,Yes +7021-XSNYE,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),49.65,305.55,No +9621-OUPYD,Female,0,Yes,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,507.9,No +9898-KZQDZ,Female,1,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.55,3640.45,Yes +8982-NHAVY,Male,0,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.5,2673.45,No +4307-KWMXE,Male,0,No,No,10,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,35.75,389.8,No +0141-YEAYS,Female,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),86.45,2401.05,No +2450-ZKEED,Female,0,No,No,11,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),53.8,651.55,No +3694-DELSO,Male,0,Yes,Yes,4,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),38.55,156.1,No +3893-JRNFS,Male,0,No,No,68,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),39.9,2796.35,No +9603-OAIHC,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.05,70.05,No +1133-KXCGE,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,407.05,No +5236-PERKL,Female,0,No,No,57,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.95,6465,Yes +0142-GVYSN,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.3,511.25,No +1049-FYSYG,Female,0,Yes,No,17,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),35.65,646.05,No +7854-FOKSF,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,35.9,35.9,Yes +2519-FAKOD,Male,0,No,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.25,3777.15,Yes +8406-LNMHF,Male,1,Yes,No,59,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),82.95,4903.15,No +1821-BUCWY,Male,0,No,No,30,Yes,No,DSL,Yes,No,Yes,No,No,No,Two year,Yes,Mailed check,55.65,1653.85,No +8263-JQAIK,Male,1,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.45,47.5,Yes +0023-UYUPN,Female,1,Yes,No,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.2,1306.3,No +8314-DPQHL,Male,0,No,No,9,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Mailed check,50.8,463.6,No +1465-WCZVT,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,60.65,No +9481-SFCQY,Female,0,No,Yes,14,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),59.8,824.85,No +6360-SVNWV,Female,1,No,No,31,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.55,2094.65,No +0567-GGCAC,Female,0,No,No,7,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,61.4,438.9,No +7089-IVVAZ,Female,0,No,No,8,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.35,847.3,Yes +8884-MRNSU,Male,0,Yes,Yes,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,329.75,No +2171-UDMFD,Male,0,Yes,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.45,674.55,No +9050-IKDZA,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,81.5,162.55,No +2205-YMZZJ,Male,1,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.8,546.95,Yes +9802-CAQUT,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),109.55,7887.25,No +1254-IZEYF,Female,1,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.95,3186.65,Yes +0187-WZNAB,Female,0,Yes,Yes,27,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,74.4,1972.35,No +9492-TOKRI,Female,0,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90,1527.35,Yes +1475-VWVDO,Male,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.9,490.55,No +9221-OTIVJ,Female,1,No,No,14,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.85,1531.4,Yes +1357-MVDOZ,Male,0,Yes,Yes,11,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.65,683.25,No +7602-MVRMB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.45,8058.85,No +3325-FUYCG,Male,0,Yes,Yes,28,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Electronic check,106.1,2847.4,Yes +5908-QMGOE,Male,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.2,1133.9,Yes +1197-BVMVG,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.45,294.45,No +5406-KGRMX,Female,0,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.55,1719.15,No +8481-YYXWG,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.35,461.7,Yes +5968-HYJRZ,Male,0,Yes,Yes,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1160.45,No +5198-EFNBM,Male,1,Yes,No,57,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,90.65,5199.8,No +7516-GMHUV,Male,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),105.05,5163.3,No +7140-ADSMJ,Male,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,162.3,No +2230-XTUWL,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,883.35,No +7706-YLMQA,Female,0,No,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.7,1341.5,No +2585-KTFRE,Male,0,No,Yes,1,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),70.45,70.45,No +7994-UYIVZ,Male,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.65,659.45,No +2609-IAICY,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,77.15,77.15,Yes +1740-CSDJP,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),35.25,35.25,Yes +7717-BICXI,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1205.05,No +6559-RAKOZ,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,97.95,4917.9,No +2636-OHFMN,Male,0,Yes,No,4,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.55,201,Yes +4716-MRVEN,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,599.3,No +2143-LJULT,Female,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.25,1733.15,No +1323-OOEPC,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.4,5149.5,Yes +3200-MNQTF,Male,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),70.9,4677.1,No +6164-HXUGH,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,119.3,No +5630-IXDXV,Female,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,4849.1,No +0320-DWVTU,Female,0,No,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Mailed check,99.5,5424.25,No +9135-MGVPY,Male,0,Yes,No,69,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84.7,5878.9,No +1212-GLHMD,Male,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,86.05,244.85,No +7878-JGDKK,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.55,220.75,No +1088-AUUZZ,Male,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),75.85,4261.2,No +0397-GZBBC,Male,1,Yes,No,59,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.85,5574.75,Yes +6614-YWYSC,Male,1,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25,1501.75,No +9588-OZDMQ,Female,0,Yes,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45,89.75,No +7641-EUYET,Male,1,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,100.7,4541.2,Yes +6476-EPYZR,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,255.5,No +9921-ZVRHG,Female,0,No,No,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.45,1072,Yes +1174-FGIFN,Female,0,Yes,Yes,28,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Electronic check,90.45,2509.25,No +6620-HVDUJ,Male,0,No,No,24,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),60.45,1440.75,No +4701-MLJPN,Male,0,No,No,31,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,55.25,1715.65,Yes +1032-MAELW,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,78.45,5333.35,No +7641-TQFHN,Male,0,No,Yes,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,No,Mailed check,100.55,3895.35,No +1552-TKMXS,Female,0,Yes,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,869.9,No +9206-GVPEQ,Male,0,Yes,No,13,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,54.45,706.85,Yes +8622-ZLFKO,Female,0,Yes,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.75,512.25,No +1596-BBVTG,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.35,2636.05,Yes +6188-UXBBR,Female,0,Yes,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.25,814.75,No +2333-KWEWW,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,388.6,No +5702-SKUOB,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,93.45,No +1134-YWTYF,Male,0,Yes,No,27,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,53.8,1389.85,No +6061-GWWAV,Male,0,No,Yes,41,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,70.2,2894.55,No +0679-TDGAK,Male,0,Yes,Yes,50,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Electronic check,75.5,4025.6,No +6585-WCEWR,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.35,1354.4,No +9067-YGSCA,Female,0,No,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),26.05,1856.4,No +9067-SQTNS,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.6,926,No +8433-WXGNA,Male,0,No,No,2,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.7,189.2,Yes +1776-SPBWV,Female,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.1,682.1,No +8735-SDUFN,Female,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,1778.7,No +9668-PUGNU,Male,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,24.5,1816.2,No +9405-GPBBG,Female,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.5,7069.25,No +1926-QUZNN,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.25,1841.2,No +3707-GNWHM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.25,74.25,Yes +7016-NVRIC,Male,1,Yes,No,29,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,One year,No,Bank transfer (automatic),90.1,2656.7,No +5829-NVSQN,Female,0,Yes,No,23,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),68.75,1689.45,No +9565-AXSMR,Male,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.2,1054.75,No +8922-LIEGH,Female,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.7,2187.55,Yes +8869-LIHMK,Female,0,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.1,7334.05,No +8245-UMPYT,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.4,1581.2,Yes +5186-SAMNZ,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.5,69.5,Yes +0447-RXSGD,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.65,2404.85,No +4927-WWOOZ,Male,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.45,171.45,No +5788-YPOEG,Female,0,Yes,Yes,34,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,84.75,2839.45,No +5373-SFODM,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.25,3132.75,Yes +0661-KBKPA,Male,0,Yes,Yes,53,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,78.75,3942.45,No +9081-WWXKP,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,873.4,No +0784-ZQJZX,Male,0,No,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1529.65,No +3133-PZNSR,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),97.75,6991.6,No +5766-ZJYBB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,19.4,Yes +8931-GJJIQ,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.3,803.3,Yes +4277-PVRAN,Female,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),80.1,679.3,Yes +0022-TCJCI,Male,1,No,No,45,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Credit card (automatic),62.7,2791.5,Yes +0722-SVSFK,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.4,715,No +3612-YVGSJ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.45,1681.6,No +9825-YCXWZ,Female,1,No,No,41,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),101.1,4016.2,No +5397-NSKQG,Male,0,Yes,Yes,67,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Two year,No,Credit card (automatic),50.9,3281.65,No +8565-HBFNN,Male,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),107.2,7317.1,No +2000-DHJUY,Female,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),92.2,6474.45,No +0203-HHYIJ,Male,0,No,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.3,676.35,Yes +8670-ERCJH,Male,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),113.4,8164.1,No +7758-UJWYS,Male,0,Yes,Yes,34,No,No phone service,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Electronic check,40.55,1325.85,No +2050-ONYDQ,Female,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26,1654.85,No +7055-JCGNI,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.95,7795.95,No +0739-UUAJR,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),53.8,3952.45,No +4826-DXMUP,Male,0,No,Yes,35,Yes,No,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,72.1,2495.15,No +0952-KMEEH,Male,0,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,98.15,1230.25,Yes +7285-KLOTR,Female,0,Yes,No,12,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,78.85,876.75,No +0654-PQKDW,Female,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),70.75,4263.45,No +7175-NTIXE,Female,0,No,No,25,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),76.15,1992.95,No +7963-SHNDT,Female,0,No,No,52,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,39.1,1982.1,No +9796-BPKIW,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,562.7,No +0188-GWFLE,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,33.7,No +8129-GMVGI,Female,0,Yes,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,1090.1,No +2882-DDZPG,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.45,227.45,No +3547-LQRIK,Female,0,Yes,No,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,26.9,1250.85,No +9137-NOQKA,Male,1,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.2,37.2,No +5843-TTHGI,Female,0,No,No,18,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50,892.7,No +1849-RJYIG,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,60,487.75,No +8868-GAGIO,Male,0,Yes,No,45,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,84.55,3713.95,No +4061-UKJWL,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.45,141.7,No +5380-XPJNZ,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,678.2,No +8263-QMNTJ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,115.55,8425.3,No +8178-EYZUO,Male,0,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.7,4154.8,Yes +3230-JCNZS,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),99,7061.65,No +0277-ORXQS,Male,0,Yes,Yes,66,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),50.55,3364.55,No +5130-IEKQT,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,105.95,2655.25,Yes +3230-WYKIR,Male,0,No,No,18,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82,1425.45,Yes +7996-BPXHY,Female,0,Yes,Yes,13,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25,332.5,No +3227-WLKLI,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),91.55,5963.95,No +0407-BDJKB,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.75,5742.9,Yes +2266-FUBDZ,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,278.85,No +8237-ULIXL,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.85,1871.85,No +9600-UDOPK,Male,0,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.05,2866.45,Yes +8216-AZUUZ,Female,0,Yes,Yes,42,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,100.4,4303.65,No +9153-BTBVV,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25,1753,No +4074-SJFFA,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,54.75,54.75,Yes +3269-ATYWD,Male,1,No,No,39,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.65,3759.05,Yes +5186-PEIZU,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.25,617.65,No +1074-AMIOH,Female,0,Yes,Yes,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.25,5935.1,No +4910-GMJOT,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,94.6,Yes +0354-WYROK,Female,1,Yes,Yes,31,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.9,2911.3,Yes +4361-FEBGN,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.15,982.95,No +7748-UMTRK,Female,1,No,Yes,30,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.3,2974.5,No +0380-ZCSBI,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20,198.7,No +7145-FEJWU,Female,0,No,Yes,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,1275.65,No +6463-MVYRY,Female,1,No,No,57,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),69.85,4003,No +3969-JQABI,Female,0,Yes,No,58,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),65.25,3791.6,No +9624-EGDEQ,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.8,813.3,No +1051-EQPZR,Female,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,780.25,No +5849-ASHZJ,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,552.9,No +5780-INQIK,Female,0,No,No,8,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,49.4,408.25,No +7576-OYWBN,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,231.8,Yes +4526-ZJJTM,Female,1,Yes,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),88.4,2191.15,No +8384-FZBJK,Female,0,Yes,Yes,57,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,5611.7,No +3750-RNQKR,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,246.25,No +0962-CQPWQ,Female,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,1296.15,No +3096-YXENJ,Female,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.65,7082.85,No +1265-BCFEO,Female,0,Yes,No,71,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.45,5662.25,No +5837-LXSDN,Female,0,Yes,Yes,21,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),58.85,1215.45,No +5945-AZYHT,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,109.6,7854.15,No +8325-QRPZR,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,75.15,525,No +6384-VMJHP,Female,0,No,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),73,5265.2,No +2262-SLNVK,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.1,70.1,No +7730-CLDSV,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),98.65,7129.45,No +1135-HIORI,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.45,7266.95,No +0164-APGRB,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114.9,8496.7,No +6481-ESCNL,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),100.55,2878.75,No +1790-NESIO,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.4,261.3,No +1550-EENBN,Female,0,No,No,31,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,104.35,3205.6,No +5539-TMZLF,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.75,69.75,Yes +4323-SADQS,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,34.5,279.25,Yes +4446-BZKHU,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.55,6281.45,Yes +5202-IVJNU,Female,0,No,Yes,39,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),30.1,1131.3,Yes +5976-JCJRH,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,738.2,Yes +8198-RKSZG,Female,0,Yes,Yes,14,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),80.45,1137.05,No +0137-OCGAB,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.2,80.2,Yes +3351-NQLDI,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),94.35,6341.45,Yes +9297-EONCV,Female,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),91.35,6697.2,No +7593-JNWRU,Male,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.6,260.8,Yes +4588-YBNIB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,19.6,Yes +1069-QJOEE,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.9,505.45,No +3336-JORSO,Female,1,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.45,3655.45,Yes +7799-DSEWS,Male,0,No,No,18,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,68.35,1299.8,No +8766-PAFNE,Male,0,Yes,No,71,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.1,5564.85,No +5315-CKEQK,Male,1,Yes,Yes,28,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Electronic check,51,1381.8,No +3130-ICDUP,Female,0,No,Yes,2,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),80.55,188.1,No +0820-FNRNX,Male,0,Yes,Yes,17,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,66.7,1077.05,No +0880-FVFWF,Male,0,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,86.4,4922.4,No +4611-ANLQC,Female,0,Yes,No,60,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,50.05,2911.5,No +4213-HKBJO,Female,0,No,No,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.7,826.1,No +2792-LSHWX,Female,0,No,No,1,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,83.4,83.4,No +5028-GZLDO,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.7,140.7,Yes +0014-BMAQU,Male,0,Yes,No,63,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Two year,Yes,Credit card (automatic),84.65,5377.8,No +6861-XWTWQ,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.25,665.45,Yes +9018-PCIOK,Female,0,No,No,55,Yes,No,DSL,No,Yes,Yes,No,No,Yes,Two year,Yes,Mailed check,64.75,3617.1,No +4837-QUSFT,Female,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),100.15,6643.5,No +6877-TJMBR,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,84.8,84.8,Yes +9953-ZMKSM,Male,0,No,No,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1559.3,No +0907-HQNTS,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113,7987.6,No +7665-NKLAV,Female,0,Yes,Yes,36,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),40.65,1547.35,No +6769-DCQLI,Male,0,No,No,52,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105,5426.85,Yes +2433-KMEAS,Male,0,No,No,22,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,54.45,1127.35,Yes +4391-LNRXK,Male,0,No,No,22,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),94.95,2142.8,No +8250-ZNGGW,Female,1,No,No,5,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),59.9,287.85,No +2195-ZRVAX,Female,0,Yes,No,47,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85.3,4045.65,Yes +3550-SAHFP,Female,0,No,No,33,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.35,2757.85,Yes +2011-TRQYE,Male,0,No,No,18,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),33.5,600,Yes +8562-GHPPI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.8,19.8,No +5893-PYOLZ,Male,0,No,No,56,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),81.8,4534.45,No +4986-MXSFP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20,40.9,No +6131-FOYAS,Male,0,No,No,35,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,59.6,2094.9,No +3027-YNWZU,Female,0,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25,1584.8,No +5609-IMCGG,Female,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.35,1302.65,No +4873-ILOLJ,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.35,2238.5,Yes +4727-MCYZG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,55.55,55.55,No +9481-WHGWY,Female,0,Yes,Yes,70,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),75.35,5437.75,No +2725-KXXWT,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.75,90.75,Yes +9565-DJPIB,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Mailed check,89.6,365.65,Yes +4328-VUFWD,Female,0,No,No,39,Yes,No,DSL,No,No,No,Yes,No,Yes,One year,No,Electronic check,59.3,2209.15,No +3301-LSLWQ,Female,0,No,No,29,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,66.1,1912.15,No +7473-ZBDSN,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.8,255.55,No +3166-PNEOF,Female,0,No,No,61,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,5175.3,No +5639-NTUPK,Male,0,No,Yes,13,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),52.1,670.65,No +8780-YRMTT,Female,0,No,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Mailed check,47.4,3177.25,No +8348-HFYIV,Male,0,No,No,2,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.25,90.35,Yes +5140-FOMCQ,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.15,6557.75,No +6242-SGYTS,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),94.95,5791.85,No +8166-ORCHU,Male,1,Yes,No,33,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,Yes,Electronic check,93.55,3055.5,No +8414-OOEEL,Male,0,No,Yes,66,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.5,5196.1,No +8454-AATJP,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.05,8405,No +6849-WLEYG,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,Yes +4659-NZRUF,Female,0,No,No,19,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,95.15,1789.25,Yes +4531-AUZNK,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,One year,Yes,Mailed check,95.15,5000.05,No +4191-XOVOM,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,105.4,6713.2,No +2150-OEGBV,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.1,562.6,No +8429-XIBUM,Male,0,No,No,22,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.35,2317.1,Yes +1855-CFULU,Female,1,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,91.45,No +4878-BUNFV,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.7,828.85,No +1872-EBWSC,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,617.35,No +2608-BHKFN,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70.05,266.9,Yes +7026-YMSBE,Male,0,No,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,625.05,No +7341-LXCAF,Male,0,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.65,301.4,Yes +6997-UVGOX,Male,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.45,6029.9,No +9674-EHPPG,Male,0,Yes,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),40.4,1842.7,No +9462-MJUAW,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.4,206.6,Yes +8128-YVJRG,Female,0,No,No,7,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,79.65,604.7,Yes +5440-VHLUL,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,7386.05,No +5781-BKHOP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Bank transfer (automatic),100.65,7334.05,No +4283-FUTGF,Male,1,No,No,19,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.85,1471.75,Yes +5213-TWWJU,Male,0,No,No,28,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,No,Electronic check,91,2626.15,No +1569-TTNYJ,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.75,412.1,Yes +8628-MFKAX,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.75,8277.05,No +2397-BRLOM,Male,1,Yes,Yes,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80.45,583.45,Yes +7629-WIXZF,Female,0,No,No,7,Yes,No,DSL,Yes,No,No,No,No,Yes,One year,Yes,Electronic check,59.1,369.25,No +5445-GLVOT,Female,0,No,No,22,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.8,1049.05,No +3976-HXHCE,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,1414.8,No +2466-NEJOJ,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.65,169.75,No +0254-KCJGT,Male,0,Yes,No,52,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),81.4,4354.45,No +5472-CVMDX,Female,0,No,No,68,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,38.9,2719.2,No +6461-SZMCV,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),87.95,6365.35,No +8150-QUDFX,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,51.6,No +9508-ILZDG,Female,1,No,No,34,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,96.35,3190.25,No +2346-DJQTB,Female,0,No,No,35,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.15,812.5,No +1697-LYYYX,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.1,1143.8,No +1942-OQFRW,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44,44,No +4749-VFKVB,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.1,50.1,Yes +9640-ZSLDC,Female,0,Yes,Yes,53,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),60.6,3297,No +4231-LZUYM,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.65,1887,No +7598-UAASY,Male,0,Yes,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.4,151.8,Yes +7938-OUHIO,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,293.65,Yes +8510-AWCXC,Female,1,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,1308.1,Yes +6128-AQBMT,Male,1,Yes,No,41,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,53.95,2215.4,No +3594-BDSOA,Female,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.4,482.8,No +0431-APWVY,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),90.1,2598.95,Yes +5133-VRSAB,Male,0,No,No,8,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.35,216.45,No +5996-DAOQL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,20.45,No +6838-YAUVY,Female,0,No,No,54,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),95.1,5064.85,No +0484-JPBRU,Male,0,No,No,41,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.25,996.45,No +7883-ROJOC,Female,0,Yes,No,19,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.9,839.65,No +0244-LGNFY,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92.65,6733,No +7274-CGTOD,Male,0,No,No,62,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),43.7,2618.3,No +4295-YURET,Female,1,Yes,Yes,56,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),72.6,4084.35,No +3426-NIYYL,Male,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,51.55,765.5,Yes +8225-BTJAU,Male,1,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.25,793.55,Yes +4635-EJYPD,Male,0,Yes,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.95,613.95,No +1866-ZSLJM,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.5,402.85,No +4636-TVXVG,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.95,1244.8,No +4236-UJPWO,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.5,46.4,No +9392-XBGTD,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,581.85,No +3387-VATUS,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.85,462.8,Yes +6402-SSEJG,Female,0,No,No,25,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,61.05,1540.2,No +1143-NMNQJ,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.7,169.8,Yes +1169-SAOCL,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),106.65,5168.1,No +1110-KYLGQ,Female,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),108.25,6780.1,No +9929-PLVPA,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.4,94.5,No +3518-PZXZQ,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,55.3,55.3,No +2371-JUNGC,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,208,No +7693-QPEFS,Male,1,No,No,52,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.95,3829.75,No +0924-BJCRC,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.45,5294.6,No +5074-FBGHB,Male,0,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.65,6889.8,No +2351-BKRZW,Female,0,Yes,Yes,43,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),75.2,3254.35,No +4455-BFSPD,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),101.15,6383.9,No +0415-MOSGF,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.4,44.4,Yes +1724-BQUHA,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,477.7,Yes +3948-KXDUF,Male,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),68.75,4447.55,No +2323-ARSVR,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.05,7321.05,No +0815-MFZGM,Female,0,Yes,No,42,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),99,4135,No +4826-XTSOH,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.05,86.05,Yes +5480-XTFFL,Female,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21,697.7,No +8295-FHIVV,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,168.65,No +2495-INZWQ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.55,174.3,Yes +9086-YJYXS,Male,0,Yes,Yes,34,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),77.2,2753.8,No +1179-INLAT,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.45,69.25,No +7909-FIOIY,Female,0,Yes,Yes,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.85,434.8,No +4139-SUGLD,Male,0,Yes,Yes,31,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),35.4,1077.5,Yes +6857-VWJDT,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,95.65,95.65,Yes +6351-SCJKT,Male,0,No,No,3,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,41.35,107.25,No +5468-BPMMO,Male,0,Yes,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.6,851.2,No +5624-BQSSA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.95,20.95,Yes +0197-PNKNK,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,No,Bank transfer (automatic),84.45,5848.6,No +2439-QKJUL,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,109.8,No +1194-SPVSP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.65,19.65,No +9534-NSXEM,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.65,595.5,No +2408-WITXK,Female,1,No,No,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,34.7,329.8,Yes +8929-KSWIH,Male,0,No,No,25,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),99.3,2513.5,No +2250-IVBWA,Male,0,Yes,Yes,64,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.05,5135.35,No +1810-MVMAI,Male,0,Yes,Yes,30,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,67.6,2000.2,No +9506-UXUSK,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,931.75,No +1229-RCALF,Female,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,115,7396.15,No +3572-UOLYZ,Female,0,No,Yes,46,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,3958.85,No +1429-UYJSV,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,260.9,No +5577-OTWWW,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.75,297.3,Yes +6100-QQHEB,Male,0,Yes,Yes,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.55,1515.1,Yes +6366-XIVKZ,Female,0,Yes,Yes,13,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,63.15,816.8,No +3470-OBUET,Female,0,Yes,Yes,67,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),74,4868.4,No +2770-NSVDG,Male,0,Yes,No,24,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,29.1,688,No +9375-MHRRS,Male,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50.05,288.35,No +2634-HCZGT,Male,1,Yes,No,53,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Electronic check,60.05,3229.65,Yes +7503-QQRVF,Male,1,Yes,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.3,1178.25,Yes +4860-YZGZM,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20,185.4,No +6599-GZWCM,Female,0,No,No,13,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Mailed check,74.65,966.25,No +2691-NZETQ,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.35,758.6,Yes +4404-HIBDJ,Female,0,No,No,25,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Mailed check,74.3,1863.8,Yes +5533-NHFRF,Male,1,No,No,7,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,44.4,265.8,No +7037-MTYVW,Male,0,Yes,Yes,38,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.4,3297,No +4760-THGOT,Female,0,Yes,No,43,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,94.1,4107.3,No +7295-JOMMD,Female,0,No,Yes,4,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.1,396.3,Yes +4016-BJKTZ,Female,0,No,No,25,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,108.9,2809.05,No +6584-VQMYT,Male,0,No,Yes,27,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,56.2,1567.55,No +9838-BFCQT,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.1,1851.45,No +2790-XUYMV,Male,0,No,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),85.45,6028.95,No +0581-MDMPW,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),88.95,2072.75,No +5013-SBUIH,Female,0,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,109.65,5551.15,Yes +1023-BQXZE,Male,0,No,No,57,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.35,4317.35,No +9163-GHAYE,Female,0,No,No,15,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,48.85,736.8,No +3904-UKFRE,Male,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.1,336.15,No +5353-WILCI,Female,0,No,No,28,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,56.05,1522.65,No +0709-TVGUR,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,622.9,Yes +0058-EVZWM,Female,0,Yes,No,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.8,4959.6,No +6023-YEBUP,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.95,329.95,Yes +7209-JCUDS,Male,0,No,No,10,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.9,1048.85,Yes +7009-PCARS,Male,0,No,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.1,1001.5,No +0519-DRGTI,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,442.6,No +1017-FBQMM,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106.05,6703.5,No +3001-CBHLQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.9,3351.55,Yes +1985-MBRYP,Female,0,No,No,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.65,779.25,No +6158-DWPZT,Male,0,Yes,No,9,No,No phone service,DSL,No,No,No,No,No,No,One year,No,Bank transfer (automatic),24.1,259.8,Yes +9372-TXXPS,Female,0,Yes,No,60,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),59.85,3483.45,No +3259-QMXUN,Male,0,Yes,No,58,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,86.1,4890.5,No +1015-JPFYW,Male,0,No,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,136.75,No +6645-MXQJT,Male,0,Yes,Yes,2,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,97.1,184.15,No +4360-QRAVE,Male,1,No,No,37,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,36.65,1315,No +8433-WPJTV,Female,1,Yes,Yes,65,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.9,6767.1,No +5804-JMYIO,Female,0,Yes,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,757.95,No +3763-GCZHZ,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,104.05,6890,Yes +6484-LATFU,Male,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1657.4,No +7599-NTMDP,Female,0,Yes,Yes,62,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),48.7,3008.55,No +0772-GYEQQ,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,88.35,262.05,Yes +0536-ACXIP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,109.55,8165.1,No +0936-NQLJU,Female,0,Yes,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.65,875.55,No +4831-EOBFE,Male,0,Yes,Yes,29,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),94.65,2649.15,Yes +1575-KRZZE,Female,0,No,No,4,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.2,220.65,No +3251-YMVWZ,Male,0,No,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.05,1301.9,No +4102-OQUPX,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,74.4,Yes +9170-GYZJC,Female,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),79.9,3326.2,Yes +4884-LEVMQ,Male,0,Yes,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.45,790,No +8857-CUPFQ,Male,0,Yes,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,1237.65,No +7610-TVOPG,Male,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,26.35,378.6,No +3638-DIMPH,Female,0,Yes,No,13,Yes,No,DSL,No,No,No,No,No,No,One year,No,Electronic check,43.8,592.65,No +1845-ZLLIG,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,50.15,No +8559-WNQZS,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,20.45,No +3999-QGRJH,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,560.85,Yes +1699-UOTXU,Male,0,No,No,60,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,61.4,3638.25,No +2454-RPBRZ,Female,1,Yes,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,98.1,1060.2,Yes +0635-WKOLD,Male,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),70.75,2921.75,No +5993-JSUWV,Female,0,No,No,66,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),61.15,4017.45,No +4518-FZBSX,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,854.9,No +5387-ASZNZ,Female,1,No,No,66,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),63.85,4174.35,No +6988-CJEYV,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.7,4920.55,No +2002-MZHWP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,Yes +3097-FQTVJ,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,810.3,No +5465-BUBFA,Female,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,772.4,No +7299-GNVPL,Female,0,Yes,Yes,23,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,84.4,1936.85,No +9743-DQKQW,Male,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.1,79.8,No +1215-VFYVK,Female,0,No,No,4,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,No,Mailed check,48.25,202.25,No +9371-BITHB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,1070.5,No +2265-CYWIV,Female,1,Yes,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.6,347.65,Yes +9093-FPDLG,Female,0,No,No,11,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,94.2,999.9,No +0541-FITGH,Female,0,Yes,No,2,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,62.15,113.1,No +6985-HAYWX,Female,0,Yes,No,26,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),79.3,2015.8,No +7508-KBIMB,Male,0,Yes,Yes,24,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),56.25,1454.25,No +6838-HVLXG,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,246.7,No +2277-DJJDL,Male,1,Yes,No,60,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99,6017.9,No +1897-OKVMW,Female,0,Yes,Yes,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,90.6,5817.45,No +5485-ITNPC,Male,0,Yes,No,66,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.9,5595.3,No +0233-FTHAV,Female,0,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),79.2,4765,No +4644-PIZRT,Male,0,Yes,Yes,17,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),70.35,1201.65,No +8922-NPKBJ,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,867.3,No +2740-TVLFN,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.15,50.15,No +7771-CFQRQ,Female,0,Yes,Yes,47,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),63.8,3007.25,No +9512-PHSMG,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,252.75,No +6963-EZQEE,Male,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.55,6306.5,No +2452-KDRRH,Male,1,No,No,67,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.4,6841.05,No +2004-OCQXK,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.95,81.95,Yes +5027-QPKTE,Male,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,451.1,Yes +4146-SVFUD,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.6,44.6,No +1564-HJUVY,Male,0,No,No,4,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),63.75,226.2,No +3617-XLSGQ,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),109.25,7082.5,No +7517-LDMPS,Female,0,No,No,12,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,1017.35,No +7244-KXYZN,Female,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.45,527.35,No +5226-NOZFC,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.75,2146.5,No +2672-HUYVI,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.1,455.3,Yes +1400-WIVLL,Male,0,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,107.95,5969.85,No +7508-MYBOG,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.1,1235.55,Yes +8148-NLEGT,Female,0,Yes,Yes,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,22.95,1014.25,No +0148-DCDOS,Male,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.7,2362.1,Yes +8347-GDTMP,Female,0,Yes,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,1225.65,No +9992-RRAMN,Male,0,Yes,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.1,1873.7,Yes +6746-WAUWT,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.7,386.5,No +0310-MVLET,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.15,6010.05,Yes +0428-IKYCP,Male,0,Yes,No,22,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87,1850.65,No +4550-VBOFE,Male,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.95,7101.5,Yes +2187-PKZAY,Male,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),79.95,1043.4,No +4003-OCTMP,Female,0,Yes,No,31,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,64,1910.75,No +6652-YFFJO,Female,0,No,No,11,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,64.9,716.1,No +7225-IILWY,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1686.15,No +5248-RPYWW,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),90.15,6716.45,No +7923-IYJWY,Male,1,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.1,7839.85,No +3170-GWYKC,Female,0,No,No,60,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.95,6236.75,No +5696-QURRL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.05,45.05,Yes +7409-KIUTL,Female,1,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71,71,Yes +9830-ECLEN,Male,0,Yes,Yes,58,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,50,2919.85,No +1732-VHUBQ,Female,1,Yes,Yes,47,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.55,3309.25,Yes +0495-RVCBF,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.7,79.7,Yes +2668-TZSPS,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,20.45,No +7854-EDSSA,Male,0,No,No,22,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,59,1254.7,Yes +8869-TORSS,Female,0,No,No,48,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),60.35,2896.4,Yes +7446-SFAOA,Female,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,717.5,No +9522-ZSINC,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.95,253.8,No +8234-GSZYK,Male,0,No,No,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.45,1110.05,No +6505-OZNPG,Female,0,No,No,6,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,63.4,348.8,No +6164-HAQTX,Male,0,No,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),53.95,3888.65,No +0679-IDSTG,Female,1,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,69.25,Yes +7765-LWVVH,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Electronic check,95.1,6843.15,No +1658-TJVOA,Female,1,No,No,6,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.1,450.9,No +0953-LGOVU,Male,0,Yes,Yes,12,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,35.5,432.25,No +2115-BFTIW,Male,0,No,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.95,1767.35,Yes +4692-NNQRU,Female,0,Yes,No,21,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,79.2,1742.45,No +7742-MYPGI,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,48.8,297.35,No +0611-DFXKO,Male,0,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89,1820.45,Yes +7780-OTDSO,Male,0,Yes,No,18,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.4,1742.95,Yes +9619-GSATL,Female,0,No,No,43,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,No,Electronic check,55.45,2444.25,No +5622-UEJFI,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.4,949.8,No +9747-DDZOS,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),73.5,73.5,Yes +0674-DGMAQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.5,2970.8,No +6203-HBZPA,Male,0,No,No,52,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),63.9,3334.95,No +0484-FFVBJ,Male,0,No,No,32,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),64.85,2010.95,No +0301-FIDRB,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.8,4684.3,No +4139-JPIAM,Male,0,No,No,51,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),44.45,2181.55,No +2181-TIDSV,Male,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.95,1303.25,No +2761-XECQW,Male,1,Yes,No,8,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,43.35,371.4,No +1936-CZAKF,Male,0,Yes,No,49,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,No,Credit card (automatic),49.65,2409.9,No +9453-PATOS,Female,0,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,85.1,6155.4,No +0564-JJHGS,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.5,829.1,Yes +3348-CFRNX,Female,0,Yes,No,28,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,92.35,2602.9,Yes +4402-FTBXC,Male,0,No,No,54,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,89.8,4667,No +1428-GTBJJ,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,824.75,Yes +2931-XIQBR,Female,0,Yes,Yes,50,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,103.05,5153.5,No +0106-UGRDO,Female,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,116,8182.85,No +5542-TBBWB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,No +1930-QPBVZ,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),95.1,6683.4,No +2606-PKWJB,Male,0,No,Yes,40,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,40.25,1564.05,No +5322-ZSMZY,Male,0,Yes,Yes,31,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,755.6,No +8059-UDZFY,Female,1,No,Yes,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,3465.05,No +7740-BTPUX,Male,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.6,6292.7,No +5220-AGAAX,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24,1664.3,No +0208-BPQEJ,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.4,198.1,No +9435-JMLSX,Male,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.1,6045.9,No +3352-ALMCK,Male,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,102.65,4108.15,No +5312-IRCFR,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,92.85,5980.75,No +5294-IMHHT,Male,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,One year,No,Bank transfer (automatic),97.75,5043.2,No +8802-UNOJF,Male,1,No,No,12,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,83.8,1029.75,Yes +6313-GIDIT,Male,1,No,No,53,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,54.45,2854.55,Yes +6176-YJWAS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),97.95,7114.25,No +5310-NOOVA,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.95,907.05,No +4526-EXKKN,Male,0,No,No,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.6,973.95,No +5311-IHLEI,Male,0,No,No,12,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),50.95,605.75,No +3987-KQDDU,Male,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.6,661.55,No +3404-JNXAX,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.75,4116.9,No +5131-PONJI,Male,0,Yes,Yes,49,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.4,4494.65,No +2845-AFFTX,Male,1,Yes,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,4259.3,Yes +3489-VSFRD,Female,0,No,No,56,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),60.25,3282.75,No +3345-JHUEO,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.2,55.7,No +5815-HGGHV,Male,0,Yes,No,20,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Mailed check,64.15,1274.45,No +5260-UMPWX,Female,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.25,493.95,No +2249-YPRNG,Female,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.85,2239.65,Yes +7410-YTJIK,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75.45,480.75,Yes +4626-GYCZP,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,635.6,Yes +5649-RXQTV,Male,0,No,No,51,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99,5038.15,No +2674-MIAHT,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.3,324.2,No +2576-HXMPA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.55,19.55,No +7587-AOVVU,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,No,Electronic check,100.75,2793.55,No +5590-BYNII,Male,0,No,No,22,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.75,2095,Yes +6898-MDLZW,Male,0,No,No,12,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,53.75,648.65,No +3237-AJGEH,Female,0,Yes,Yes,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,31,95.05,Yes +4707-YNOQA,Female,0,Yes,Yes,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),25.6,917.15,No +9357-UJRUN,Male,0,Yes,No,24,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Electronic check,58.35,1346.9,No +1591-NFNLQ,Male,0,No,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),80,4242.35,Yes +8648-PFRMP,Female,1,No,No,14,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,46.35,672.7,No +7663-CUXZB,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,113.75,6561.25,No +0258-NOKBL,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,90.4,268.45,No +1163-VIPRI,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,109.3,7337.55,No +2815-CPTUL,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.25,331.9,Yes +9348-ROUAI,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.3,5194.05,No +9443-JUBUO,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.25,4478.85,No +0596-BQCEQ,Female,0,Yes,Yes,62,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.15,6283.3,Yes +1481-ZUWZA,Male,0,No,No,28,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.5,2659.4,Yes +3043-TYBNO,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,60.65,196.9,No +4830-FAXFM,Male,0,No,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),24.1,439.2,No +5906-BFOZT,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,19.5,No +2960-NKRSO,Male,0,No,No,24,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,85.95,2107.15,No +8996-ZROXE,Male,1,No,No,57,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,Yes,Electronic check,53.5,3035.8,No +5598-IKHQQ,Female,0,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.45,1866.45,No +0397-ZXWQF,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,1430.95,No +5266-PFRQK,Male,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.85,1071.6,No +4674-HGNUA,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.9,6457.15,No +6765-MBQNU,Female,0,Yes,No,26,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26,684.05,No +9786-IJYDL,Female,0,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,113.2,3914.05,No +1303-SRDOK,Female,0,Yes,Yes,55,Yes,No,Fiber optic,No,No,No,No,No,No,Two year,Yes,Credit card (automatic),69.05,3842.6,No +3769-MHZNV,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,670.35,No +6295-OSINB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,109.65,7880.25,No +3308-MHOOC,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.2,19.2,No +2309-OSFEU,Male,0,No,No,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,33.9,298.45,Yes +2207-QPJED,Female,1,Yes,No,37,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,90,3371.75,No +4177-JPDFU,Male,0,No,No,12,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,34,442.45,No +2239-CFOUJ,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.4,20.4,No +8046-DNVTL,Male,0,Yes,No,62,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),38.6,2345.55,No +2209-XADXF,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),25.25,25.25,No +6620-JDYNW,Female,0,No,No,18,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,60.6,1156.35,No +1891-FZYSA,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.95,6143.15,Yes +4770-UEZOX,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,144.8,No +1038-RQOST,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,414.95,No +7613-LLQFO,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.45,1059.55,Yes +4568-TTZRT,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,181.8,No +9513-DXHDA,Male,0,No,No,27,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,81.7,2212.55,No +2640-PMGFL,Male,0,No,Yes,27,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,79.5,2180.55,Yes +3801-HMYNL,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,89.15,89.15,Yes +0516-QREYC,Female,1,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,459.95,No +9685-WKZGT,Male,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,1036.75,Yes +6022-UGGSO,Female,1,No,No,32,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,2276.95,Yes +8084-OIVBS,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,211.95,No +8896-BQTTI,Male,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25,25,No +3865-QBWSJ,Male,1,No,Yes,38,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,80.45,3162.65,No +3352-RICWQ,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,210.65,No +2160-GPFXD,Male,0,Yes,Yes,54,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),65.65,3566.7,No +2065-MMKGR,Female,0,No,No,29,Yes,Yes,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),71,2080.1,No +5857-TYBCJ,Male,1,Yes,No,44,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,4040.2,No +1498-NHTLT,Male,0,Yes,Yes,59,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,86.75,5186,No +4484-CGXFK,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.3,196.15,Yes +1402-PTHGN,Female,0,Yes,Yes,18,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,61.5,1087.45,No +4176-RELJR,Male,1,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,1672.15,No +6214-EDAKZ,Female,0,Yes,Yes,22,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,55.15,1206.05,Yes +5199-FPUSP,Male,0,No,Yes,33,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),34.05,1113.95,No +6377-KSLXC,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,107.05,No +1796-JANOW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,38.15,No +0238-WHBIQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.7,6339.3,No +8735-NBLWT,Male,0,No,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,184.1,No +6651-RLGGM,Male,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.3,1688.9,No +6127-ISGTU,Female,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.95,1378.25,Yes +1614-JBEBI,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.7,137.6,No +8740-XLHDR,Male,0,No,No,5,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,43.25,219,Yes +1208-DNHLN,Male,0,Yes,Yes,23,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),48.35,1067.15,Yes +1761-AEZZR,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.55,79.55,Yes +3923-CSIHK,Female,1,Yes,No,50,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.05,3444.85,Yes +5696-EXCYS,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,369.05,No +5795-KTGUD,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.8,7553.6,No +7120-RFMVS,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.5,84.5,Yes +7924-GJZFI,Female,1,Yes,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.3,1813.1,No +4702-HDRKD,Male,0,No,No,67,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),49.35,3321.35,No +8512-WIWYV,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.35,707.5,No +5897-ZYEKH,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,105.6,7112.15,No +5456-ITGIC,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.45,4641.1,No +7317-GGVPB,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.6,7690.9,Yes +1406-PUQVY,Male,0,No,Yes,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.9,49.9,No +1322-AGOQM,Male,0,No,No,46,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),30.3,1380.1,Yes +3677-IYRBF,Female,1,No,No,2,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,30.4,78.65,Yes +5692-FPTAH,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.4,45.4,Yes +9114-AAFQH,Female,0,Yes,No,48,Yes,No,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,65.65,3094.65,No +8715-KKTFG,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.3,6518.35,No +1550-LOAHA,Female,0,Yes,No,32,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),84.15,2585.95,Yes +1728-BQDMA,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.45,82.7,No +0268-QKIWO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,58.85,Yes +0876-WDUUZ,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),85.4,425.9,Yes +5117-ZSMHQ,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),89.9,6342.7,No +5151-HQRDG,Male,0,Yes,No,37,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,55.05,2030.75,No +0960-HUWBM,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.1,6700.05,No +6465-GSRCL,Female,0,No,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),106.6,7244.7,No +0617-FHSGK,Male,0,No,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.2,3678.3,Yes +0263-FJTQO,Male,0,Yes,Yes,50,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.5,3486.65,No +7319-ZNRTR,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.6,411.15,No +2858-MOFSQ,Female,0,No,Yes,17,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,Yes,Mailed check,55.85,937.5,Yes +7503-EPSZW,Female,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.05,1559.15,No +7089-XXAYG,Male,0,Yes,No,25,No,No phone service,DSL,No,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),38.1,970.4,No +8118-LSUEL,Male,1,No,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,2483.5,Yes +8070-AAWZP,Male,1,Yes,No,24,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,34.25,828.2,No +1666-JXLKU,Female,0,No,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3810.55,No +7855-DIWPO,Female,0,No,No,21,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.65,1493.2,No +5133-POWUA,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.8,45.8,No +5652-MSDEY,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.75,777.3,No +7005-CCBKV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.4,556.35,Yes +1810-BOHSY,Male,0,Yes,No,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),96.4,4911.05,No +1784-BXEFA,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,187.35,No +7351-MHQVU,Female,0,No,No,6,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),50.95,307.6,No +9224-VTYID,Male,0,Yes,Yes,47,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,90.5,4318.35,No +9500-IWPXQ,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,79.4,4820.55,No +5762-TJXGK,Female,0,No,No,52,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),58.75,3038.55,No +4504-YOULA,Female,0,Yes,Yes,35,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),59.45,2136.9,No +5569-IDSEY,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.7,7472.15,No +4250-FDVOU,Female,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,56.25,389.1,Yes +7284-ZZLOH,Male,0,Yes,No,45,Yes,No,DSL,Yes,No,Yes,No,No,No,Two year,No,Credit card (automatic),53.3,2296.25,No +5277-ZLOOR,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.55,187.45,Yes +2141-RRYGO,Female,0,No,No,4,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),68.65,261.25,Yes +1777-JYQPJ,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.3,38.45,No +6376-GAHQE,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,77.85,299.2,Yes +3401-URHDA,Male,0,No,No,51,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),59.9,3043.6,No +1599-EAHXY,Male,0,Yes,Yes,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),23.95,1506.4,No +8631-XVRZL,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.15,163.7,No +5052-PNLOS,Male,0,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,323.25,Yes +3853-LYGAM,Male,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.65,1640,No +6979-ZNSFF,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,87.05,762.1,Yes +5751-USDBL,Male,0,Yes,Yes,46,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81,3846.35,No +5680-LQOGP,Female,0,No,No,68,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82.45,5646.6,No +2386-LAHRK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,53.5,53.5,Yes +8189-DUKMV,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,79.05,No +6032-IGALN,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.1,25.1,Yes +9931-DCEZH,Male,0,No,Yes,28,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.4,1516.6,No +1898-JSNDC,Female,0,No,No,39,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),58.6,2224.5,No +0315-LVCRK,Male,0,No,No,11,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,84.8,888.75,No +3911-RSNHI,Female,0,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),61.4,4310.35,No +2410-CIYFZ,Male,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,42.9,No +4248-HCETZ,Male,1,Yes,No,30,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.65,2365.15,Yes +5505-OVWQW,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,353.65,No +7271-AJDTL,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),94.45,5073.1,No +1867-TJHTS,Female,0,No,No,58,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.8,4526.85,No +0516-WJVXC,Female,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.2,308.25,Yes +9174-FKWZE,Female,1,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.45,19.45,Yes +6860-YRJZP,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.05,678.45,No +4429-WYGFR,Male,0,No,No,26,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),49.15,1237.3,No +2817-LVCPP,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1023.95,No +5038-ETMLM,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.65,8182.75,No +5056-FIMPT,Female,0,No,Yes,43,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106,4532.3,No +4521-WFJAI,Male,0,No,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.95,1444.05,No +6569-KTMDU,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.1,19.1,No +8809-RIHDD,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,103.4,7372.65,Yes +8809-XKHMD,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),100.55,7325.1,No +0396-YCHWO,Male,0,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.4,3474.2,No +0867-LDTTC,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),75.15,392.65,No +4822-NGOCH,Female,0,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.45,1058.6,Yes +9391-DXGGG,Female,1,No,No,44,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),89.15,3990.75,No +9844-FELAJ,Female,1,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,107.9,7475.85,No +2122-SZZZD,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.5,835.5,No +5307-DZCVC,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.95,2628.6,Yes +3148-AOIQT,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1718.35,No +8679-JOEVF,Female,1,No,No,16,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,59.4,1023.9,Yes +8395-ETZKQ,Male,1,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.5,1193.55,No +6692-YQHXC,Male,0,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,1205.5,No +3889-VWBID,Male,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),82.85,5776.45,No +5222-JCXZT,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19,78.9,No +9754-CLVZW,Female,0,Yes,Yes,26,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),38.85,1025.15,No +1432-FPAXX,Female,0,No,No,29,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.6,856.35,Yes +2739-CCZMB,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,122,No +7080-TNUWP,Male,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),95,6602.9,No +0496-AHOOK,Male,0,Yes,No,24,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),74.4,1712.9,No +8336-TAVKX,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),78.45,5682.25,No +2468-SJFLM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,74.3,74.3,No +3181-VTHOE,Male,0,Yes,No,70,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),51.05,3635.15,No +7168-HDQHG,Female,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.2,702.9,No +4803-AXVYP,Female,1,No,No,38,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.55,3734.25,Yes +3884-HCSWG,Female,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70,1144.5,Yes +4567-AKPIA,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.1,4454.25,No +5077-DXTCG,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.3,45.3,Yes +1142-WACZW,Male,0,No,No,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),29.85,75.6,Yes +7901-HXJVA,Male,0,No,No,14,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.45,1117.55,No +5649-ANRML,Male,1,No,No,2,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95.1,180.25,Yes +4892-VLANZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.8,19.8,Yes +5924-IFQTT,Male,0,Yes,Yes,13,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,72.8,930.05,No +7968-QUXNS,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.95,110.15,No +2919-HBCJO,Female,0,No,No,4,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),76.65,333.6,Yes +4236-XPXAV,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.15,465.05,Yes +8903-WMRNW,Female,0,Yes,No,15,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.75,1669.4,No +2452-SNHFZ,Female,0,No,No,47,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.45,3545.1,No +3629-WEAAM,Female,0,No,No,8,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,No,Mailed check,64.1,504.05,No +6029-CSMJE,Male,0,No,No,17,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.65,440.2,No +7993-NQLJE,Male,0,Yes,Yes,15,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,75.1,1151.55,No +9909-DFRJA,Female,0,No,No,26,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),95.85,2475.35,No +9099-FTUHS,Female,0,No,No,23,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,54.4,1249.25,No +0581-BXBUB,Female,1,No,No,4,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,72.75,317.75,No +4962-CHQPW,Male,0,No,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.85,535.05,No +9467-ROOLM,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,461.3,No +3030-YZADT,Male,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.95,431,Yes +7410-KTVFV,Male,0,Yes,No,18,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.55,878.35,Yes +5150-ITWWB,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.85,335.75,No +2253-KPMNB,Female,0,Yes,Yes,69,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),46.25,3121.4,No +1345-ZUKID,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.35,324.8,No +6429-SHBCB,Male,0,No,No,19,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,69.6,1394.55,No +9281-OFDMF,Male,1,No,No,39,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,90.7,3413.25,No +2603-HVKCG,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,3143.65,No +1834-WULEG,Male,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,439.75,No +9097-ZUBYC,Male,0,Yes,No,14,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),48.8,664.4,No +5148-ORICT,Female,0,Yes,No,64,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,74.35,4759.55,No +4893-GYUJU,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.35,1033,No +4578-PHJYZ,Male,0,Yes,Yes,52,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,68.75,3482.85,No +7272-QDCKA,Male,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,100.2,2688.45,No +8908-SLFCJ,Female,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.85,435.25,No +8393-DLHGA,Male,0,No,Yes,25,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.9,2448.75,Yes +9766-HGEDE,Female,0,Yes,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.35,307,No +6968-MHOMU,Male,0,Yes,No,58,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),45,2689.35,No +7395-IGJOS,Male,1,Yes,No,17,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),81.5,1329.2,Yes +5044-XDPYX,Female,0,Yes,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.5,1281.25,No +1814-WFGVS,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,48.9,3527,No +2834-SPCJV,Male,0,Yes,No,52,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.1,4348.65,Yes +3721-WKIIL,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.6,561.15,No +6734-CKRSM,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,63.6,No +1265-ZFOSD,Female,0,Yes,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,81.3,5129.3,No +6568-POCUI,Female,0,Yes,No,45,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),95.2,4285.8,No +7890-VYYWG,Male,1,Yes,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,36.45,93.7,Yes +5197-LQXXH,Female,0,Yes,No,71,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.3,5894.5,No +9907-SWKKF,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.05,25.05,Yes +3457-PQBYH,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1160.75,No +7682-AZNDK,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.85,3091.75,No +0587-DMGBH,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.85,365.55,Yes +5384-ZTTWP,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.8,272.95,No +3745-HRPHI,Male,0,Yes,Yes,66,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),54.65,3632,No +7636-OWBPG,Male,1,No,No,12,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),29.35,381.2,No +1231-YNDEK,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.15,1035.5,No +1407-DIGZV,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.1,52,No +6397-JNZZG,Female,1,Yes,No,43,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),55.55,2342.2,Yes +0570-BFQHT,Female,0,No,No,9,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,80.55,653.9,No +4393-OBCRR,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,71.2,No +3523-QRQLL,Female,0,Yes,Yes,22,Yes,No,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),69.5,1498.2,Yes +8564-LDKFL,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106,4178.65,No +3696-DFHHB,Female,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.5,1821.8,No +0895-DQHEW,Male,0,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.3,5278.15,Yes +4717-GHADL,Female,0,No,No,50,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,79.6,4024.2,No +5501-TVMGM,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.25,55.25,No +5879-HMFFH,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),88.05,6520.8,No +6772-WFQRD,Male,0,No,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.4,854.9,No +3810-DVDQQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),117.6,8308.9,No +6972-SNKKW,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,109.2,No +3694-GLTJM,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.65,92.05,No +8550-XSXUQ,Male,0,Yes,No,48,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),70.55,3420.5,No +8149-RSOUN,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,93.85,Yes +9055-MOJJJ,Female,0,Yes,Yes,64,Yes,No,DSL,Yes,No,No,Yes,Yes,No,One year,No,Mailed check,65.8,4068,No +4359-INNWN,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,337.9,No +0585-EGDDA,Male,0,Yes,No,40,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,80,3168.75,No +4032-RMHCI,Female,0,Yes,Yes,41,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),35.4,1412.4,No +0549-CYCQN,Male,1,No,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),79.6,3974.7,No +3481-JHUZH,Male,0,Yes,No,41,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,3439,No +7250-EQKIY,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,50.45,50.45,Yes +3594-IVHJZ,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,42.45,No +6869-FGJJC,Male,0,No,No,68,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Credit card (automatic),79.6,5461.45,No +3896-ZVNET,Female,0,Yes,Yes,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.7,571.75,No +8205-VSLRB,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),77.3,5498.2,No +5960-MVTUK,Male,0,No,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.75,96.85,No +6817-WTYHE,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.9,111.05,No +3082-VQXNH,Male,0,Yes,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),29.8,94.4,No +4013-UBXWQ,Female,0,No,No,7,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.65,521.1,Yes +4931-TRZWN,Female,0,No,No,13,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,71.95,923.85,No +0750-EKNGL,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,141.1,No +7669-LCRSD,Male,0,Yes,Yes,12,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,56.3,628.65,No +3567-PQTSO,Male,0,Yes,Yes,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.25,5576.3,No +5519-NPHVG,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,1046.1,Yes +8043-PNYSD,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,1245.6,No +9938-EKRGF,Female,0,No,No,15,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Mailed check,84.45,1287.85,No +2703-AMTUL,Male,0,Yes,Yes,36,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,53.65,1939.35,No +0928-JMXNP,Male,1,Yes,No,4,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.9,118.25,No +8173-RXAYP,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,452.55,No +4825-XJGDM,Female,0,No,No,61,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Credit card (automatic),43.7,2696.55,No +5402-HTOTQ,Male,0,No,No,16,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.3,875.35,No +6734-JDTTV,Male,0,Yes,Yes,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.85,1267.05,No +7850-THJMU,Female,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,494.9,No +3890-RTCMS,Male,0,No,No,16,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.45,799,No +8849-GYOKR,Female,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),106.55,5763.3,Yes +3148-BLQJT,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,20.1,Yes +3717-FDJFU,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,106.9,No +3665-JATSN,Female,0,No,No,19,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.7,710.05,No +7966-YOTQW,Male,0,No,No,10,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),54.5,568.2,No +0461-CVKMU,Female,0,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,83.8,1900.25,Yes +8806-EAGWC,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.15,159.15,Yes +8853-TZDGH,Female,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.6,8012.75,No +7779-LGOVN,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.65,856.65,Yes +4324-BZCKL,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.55,551.3,No +6924-TDGMT,Male,0,Yes,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.55,184.95,No +9710-ZUSHQ,Female,1,No,No,37,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),106.75,4056.75,Yes +1536-YHDOE,Male,0,Yes,Yes,17,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,62.1,1096.65,No +8123-QBNAZ,Female,0,Yes,Yes,36,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,3684.95,No +3629-ZNKXA,Male,1,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.8,1752.45,No +4827-LTQRJ,Female,1,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110.6,7210.85,No +7711-YIJWC,Male,0,Yes,Yes,61,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),84.9,5264.5,No +5482-VXSXJ,Male,0,No,No,22,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.2,2157.3,No +7365-BVCJH,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.4,24.4,No +9620-ENEJV,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.55,433.95,No +4183-WCSEP,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,78.45,2435.15,Yes +2378-YIZKA,Female,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85,5607.75,No +5498-TXHLF,Female,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,87.45,2874.15,Yes +0689-DSXGL,Female,0,Yes,Yes,52,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),85.8,4433.3,No +6818-DJXAA,Female,0,No,Yes,10,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,91.1,964.35,No +9722-UJOJR,Male,0,Yes,Yes,29,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.75,1974.8,Yes +0464-WJTKO,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1460.85,No +8902-ZEOVF,Male,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,951.55,No +6778-EICRF,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,74.8,1821.2,No +2662-NNTDK,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.8,1600.95,No +4132-KALRO,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,100.85,399.25,No +3902-FOIGH,Male,1,Yes,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,1218.55,Yes +6772-KSATR,Male,0,No,No,1,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,81.7,81.7,Yes +7112-OPOTK,Male,0,No,No,33,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.25,2171.15,Yes +2874-YXVVA,Female,0,No,No,34,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.1,3634.8,No +1245-HARPS,Female,0,Yes,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.4,292.4,No +4210-QFJMF,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.15,317.25,Yes +4323-ELYYB,Male,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,218.55,No +4293-ETKAP,Female,0,Yes,Yes,65,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.4,5071.9,No +6064-PUPMC,Male,0,Yes,Yes,23,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),57.2,1423.35,No +6504-VBLFL,Male,0,Yes,No,55,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,58.6,3068.6,No +6322-PJJDJ,Male,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Electronic check,94.8,4690.65,No +0330-BGYZE,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),102.5,6157.6,No +1085-LDWAM,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.35,1442.65,No +7586-ZATGZ,Male,0,No,No,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.9,3369.05,No +7197-VOJMM,Male,0,Yes,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),69.2,4671.65,No +3318-OSATS,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,3474.05,Yes +5828-AVIPD,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.95,1875.55,Yes +1843-TLSGD,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,272.35,No +9626-VFRGG,Female,0,No,Yes,41,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),88.5,3645.05,No +7075-BNDVQ,Female,0,No,No,4,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,35,135.75,No +9143-CANJF,Female,0,Yes,Yes,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,55.15,1319.85,No +7284-BUYEC,Female,0,No,No,5,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.95,229.4,No +2041-JIJCI,Female,0,No,No,5,Yes,Yes,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,64,370.25,No +1086-LXKFY,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.1,69.1,Yes +4900-MSOMT,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),80.2,5714.2,No +2229-VWQJH,Female,0,No,No,24,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),49.3,1233.25,No +9194-GFVOI,Female,0,Yes,No,42,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.35,3571.6,No +1336-EZFZY,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,83.3,No +4282-MSACW,Male,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),117.2,8035.95,No +1403-LKLIK,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,579.4,No +2636-ALXXZ,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes +7774-OJSXI,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.45,3066.45,Yes +7786-WBJYI,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),77.95,305.55,Yes +0136-IFMYD,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.95,7634.25,No +5144-TVGLP,Male,1,No,No,38,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.75,3653,No +9643-AVVWI,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,80,241.3,No +0253-ZTEOB,Female,0,Yes,Yes,48,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,79.65,3870.3,No +2706-QZIHY,Female,0,Yes,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.2,387.9,No +6061-PQHMK,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,527.5,No +9885-CSMWE,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.45,78.45,Yes +6137-MFAJN,Female,0,No,No,48,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,44.8,2104.55,No +9122-UMROB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,20.3,No +4232-JGKIY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.2,19.2,No +2402-TAIRZ,Female,0,No,No,37,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,80.05,3019.1,No +9659-ZTWSM,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),107.35,7051.95,No +9139-TWBAS,Female,0,Yes,No,26,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),47.85,1190.5,No +6685-GBWJZ,Male,0,Yes,No,63,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),70.8,4448.8,No +5016-ETTFF,Male,0,No,No,10,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,29.5,255.25,Yes +3866-MDTUB,Female,0,No,No,2,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,70.75,146.9,Yes +2195-VVRJF,Male,1,Yes,No,18,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),59.1,1011.05,No +3913-RDSJZ,Female,0,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.55,1714.95,No +8058-JMEQO,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.45,762.5,Yes +4203-QGNZA,Female,0,No,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,535.35,No +5043-TRZWM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.55,75.55,No +0697-ZMSWS,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.65,338.9,Yes +7657-DYEPJ,Male,1,No,No,38,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.15,2497.35,Yes +9494-BDNNC,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Electronic check,95.3,6273.4,No +1640-PLFMP,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.25,70.25,No +5366-OBVMR,Female,0,Yes,No,18,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.3,908.75,No +8276-MQBYC,Male,1,No,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.8,4913.3,Yes +7644-OMVMY,Male,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85, ,No +7593-XFKDI,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46.3,46.3,Yes +4573-JKNAE,Male,0,No,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,212.3,No +0337-CNPZE,Female,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.3,4443.45,Yes +9817-APLHW,Male,0,No,No,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25,316.2,No +8380-MQINP,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.3,1079.05,No +0840-DFEZH,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,564.65,No +1513-XNPPH,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.4,1095.65,Yes +8690-ZVLCL,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88,6161.9,No +6015-VVHHE,Female,1,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),83.15,446.05,Yes +1125-SNVCK,Female,1,No,No,49,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.8,2106.05,No +0384-LPITE,Male,0,No,No,40,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),62.05,2511.55,No +4616-EWBNJ,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.1,318.6,No +6347-DCUIK,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.15,811.8,Yes +1335-HQMKX,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.35,7323.15,No +2545-EBUPK,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.05,186.05,No +6923-AQONU,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.9,454,No +2172-EJXVF,Female,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.9,7521.95,No +0897-FEGMU,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,1056.95,Yes +7663-RGWBC,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.15,44.15,Yes +1120-BMWUB,Female,0,No,No,16,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,53.9,834.15,Yes +9124-LHCJQ,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.45,85.45,Yes +4536-PLEQY,Male,0,Yes,No,12,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.05,999.8,No +7029-IJEJK,Female,0,No,No,54,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,One year,No,Bank transfer (automatic),44.1,2369.7,No +8871-JLMHM,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),90.2,6297.65,No +2235-ZGKPT,Female,0,Yes,Yes,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.85,239.55,Yes +3891-PUQOD,Female,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,59.2,59.2,Yes +5447-VYTKW,Male,0,No,No,27,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,53.45,1461.45,No +3623-FQBOX,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,416.4,No +0689-NKYLF,Male,0,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,83.2,1060.6,Yes +8659-HDIYE,Female,1,No,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),74.65,4869.35,No +3658-KIBGF,Female,0,No,No,1,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,54.9,54.9,Yes +3474-BAFSJ,Male,0,Yes,No,57,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),57.5,3265.95,No +5519-YLDGW,Female,0,Yes,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.9,2254.2,Yes +3865-ZFZIB,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,358.15,No +1855-AGAWH,Male,0,Yes,No,31,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,93.8,2939.8,No +7109-CQYUZ,Male,0,No,No,52,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,89.25,4652.4,No +1370-GGAWX,Female,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,94.15,4408.45,No +4680-KUTAJ,Female,1,No,No,11,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,55.6,580.8,No +5307-UVGNB,Female,0,Yes,Yes,53,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),48.7,2495.2,No +4946-EDSEW,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.25,180.3,Yes +2883-ILGWO,Male,1,No,No,57,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.9,5913.95,No +2516-VQRRV,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.45,158.4,Yes +7580-UGXNC,Female,1,No,No,2,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.85,104.2,Yes +3642-BYHDO,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1389.35,No +9629-NHXFW,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,19.4,No +2696-RZVZW,Male,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,1629.2,No +5766-FTRTS,Male,0,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,84.45,6033.1,No +0396-HUJBP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,44.4,No +5178-LMXOP,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,95.1,Yes +8879-ZKJOF,Female,0,No,No,41,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),79.85,3320.75,No +6285-FTQBF,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.55,1867.7,No +8185-UPYBR,Male,0,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,438,Yes +4585-HETAI,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.75,325.45,Yes +7526-BEZQB,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.05,1148.1,Yes +1474-JUWSM,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,68.4,3972.25,No +3530-CRZSB,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,155.9,No +8498-XXGWA,Female,0,Yes,No,65,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.15,3673.15,No +9617-INGJY,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.6,70.6,No +0621-TSSMU,Male,0,Yes,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.95,1126.75,No +7234-KMNRQ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19,73.45,No +7636-PEPNS,Female,0,Yes,Yes,58,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,44.1,2413.05,No +4683-WYDOU,Male,0,Yes,No,62,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.6,6912.7,No +9052-DHNKM,Male,0,No,No,26,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,No,Electronic check,61.55,1581.95,No +6794-HKIAJ,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),90.7,5586.45,No +5578-NKCXI,Female,0,Yes,Yes,58,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),99.25,5846.65,No +1642-HMARX,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,91.7,6424.7,No +3096-WPXBT,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),100.7,6018.65,No +8434-PNQZX,Female,0,No,No,42,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),78.45,3373.4,No +5950-AAAGJ,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),84.3,1537.9,No +4299-OPXEJ,Female,0,No,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.55,1080.55,No +4951-UKAAQ,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,88.95,355.2,Yes +9618-LFJRU,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.45,82.85,No +6693-DJWTY,Female,0,No,Yes,35,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Credit card (automatic),55.6,2016.45,No +0744-GKNGE,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),86.8,5327.25,No +6447-EGDIV,Female,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.95,683.25,No +1167-OYZJF,Female,1,Yes,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,1263.05,No +2108-YKQTY,Female,0,No,No,4,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),50.7,151.3,Yes +4806-DXQCE,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.65,7714.65,No +4918-QLLIW,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),53.4,188.7,Yes +7056-IMHCC,Male,1,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.9,5549.4,Yes +4854-SSLTN,Male,0,Yes,Yes,2,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,59.5,130.5,No +5294-DMSFH,Female,0,Yes,Yes,29,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),87.8,2621.75,No +4837-PZTIC,Female,0,No,No,47,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,41.9,1875.25,No +1625-JAIIY,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,Yes,Electronic check,83,5685.8,Yes +0603-OLQDC,Male,0,No,Yes,12,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,69.85,837.5,No +3272-VUHPV,Female,0,Yes,Yes,8,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),56.3,401.5,No +4176-FXYBO,Male,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,109.55,6118.95,No +1063-DHQJF,Male,0,Yes,Yes,69,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,92.15,6480.9,No +8663-UPDGF,Female,0,No,No,26,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.5,1800.05,No +6719-FGEDO,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),97,7104.2,No +1837-YQUCE,Female,0,No,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),58.35,4214.25,No +2947-DOMLJ,Male,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.6,50.6,Yes +4112-LUEIZ,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,863.1,Yes +0369-ZGOVK,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.4,1992.2,No +4510-HIMLV,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,69.8,Yes +9919-KNPOO,Female,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.3,1948.35,No +8749-JMNKX,Male,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.8,4750.95,Yes +7872-BAAZR,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.55,1007.9,No +9391-LMANN,Male,0,No,Yes,53,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,95.95,5036.9,No +2430-USGXP,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.05,2391.8,Yes +8174-TBVCF,Female,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),94.8,6859.05,No +1698-XFZCI,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.75,6521.9,No +1877-HKBQX,Female,0,No,No,11,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,54.6,617.85,No +4450-DLLMH,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),71.3,157.75,No +0428-AXXLJ,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.5,516.3,No +2746-DIJLO,Female,0,No,No,41,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Credit card (automatic),56.3,2364,No +5955-ERIHD,Male,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,1687.95,Yes +0917-EZOLA,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.15,7689.95,Yes +3508-VLHCZ,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.55,6239.05,No +4086-ATNFV,Female,0,Yes,Yes,34,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,60.8,2042.05,No +0468-YRPXN,Male,0,No,No,29,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.8,2807.1,No +5996-NRVXR,Male,1,Yes,No,40,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),98.15,4116.8,No +3739-YBWAB,Male,0,Yes,No,36,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.35,1317.95,No +7047-FWEYA,Female,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,103.15,4594.65,No +2000-MPKCA,Female,0,No,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.75,6332.75,No +9762-YAQAA,Male,0,No,No,39,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,No,Credit card (automatic),81.4,3213.75,No +5949-EBSQK,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),61.45,229.55,Yes +5473-KHBPS,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),95.7,4976.15,No +0100-DUVFC,Male,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.8,7308.95,No +5397-TUPSH,Male,1,Yes,No,65,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.95,4555.2,No +8950-MTZNV,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.95,44.95,No +0326-VDYXE,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.65,6982.5,No +6773-LQTVT,Female,1,Yes,Yes,29,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,35.65,1025.15,No +7274-RTAPZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.55,90.55,Yes +0436-TWFFZ,Female,0,No,No,67,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,85.25,5714.2,No +8566-YPRGL,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,19.5,No +0311-UNPFF,Female,0,No,No,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),88.8,2274.35,Yes +6609-MXJHJ,Female,0,Yes,Yes,30,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,25.1,789.55,No +2669-OIDSD,Female,0,Yes,No,48,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.05,4834,No +8400-WZICQ,Female,0,Yes,Yes,55,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.7,3131.8,No +3834-XUIFC,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.2,602.55,Yes +9576-SYUHJ,Male,0,No,No,37,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.15,3369.25,No +0410-IPFTY,Female,0,Yes,No,31,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),83.85,2674.15,No +2831-EBWRN,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.9,199.75,No +9430-NKQLY,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.1,1790.8,No +8414-MYSHR,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.4,449.75,Yes +0247-SLUJI,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,19.7,No +9402-ORRAH,Female,1,No,No,15,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.5,1400.3,No +6483-OATDN,Male,0,Yes,Yes,8,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),51.3,411.6,No +1293-HHSHJ,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,21.1,741,No +4840-ORQXB,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,104.75,5841.35,No +7599-FKVXZ,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),106.15,4512.7,Yes +3982-DQLUS,Male,1,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,85.75,5688.45,No +8610-ZIKJJ,Female,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,31.9,No +3756-VNWDH,Male,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,100.75,6674.65,No +7801-KICAO,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.15,1345.75,No +7673-LPRNY,Female,0,No,No,23,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,78.55,1843.05,No +8229-TNIQA,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.3,196.95,Yes +6060-QBMGV,Male,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1433.8,No +7339-POGZN,Female,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,50.7,214.55,No +2828-SLQPF,Male,0,No,No,19,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45,865.85,No +4465-VDKIQ,Female,0,No,No,18,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,77.8,1358.6,No +2921-XWDJH,Female,1,Yes,No,38,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.45,3147.15,No +6221-AVQYL,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.25,131.05,Yes +2558-BUOZZ,Male,0,No,No,47,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),94.8,4535.85,No +9257-AZMTZ,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1078.75,No +0003-MKNFE,Male,0,No,No,9,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,59.9,542.4,No +0975-UYDTX,Female,0,Yes,No,26,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),90.1,2312.55,No +7743-EXURX,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,51.05,415.05,Yes +4682-BLBUC,Male,0,Yes,No,44,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,70.95,3250.45,No +0975-VOOVL,Female,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.2,98.5,No +5968-VXZLG,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),46.6,87.9,No +5569-KGJHX,Female,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.35,754.65,Yes +4988-IQIGL,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,75.35,Yes +5201-FRKKS,Male,0,No,No,25,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.3,1952.25,No +9799-CAYJJ,Female,1,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.3,153.8,No +7730-IUTDZ,Male,0,No,No,43,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.2,3198.6,Yes +0426-TIRNE,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,Yes +5443-SCMKX,Female,0,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,94.3,5610.15,No +8295-KMENE,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Mailed check,76.45,4519.5,No +6738-ISCBM,Male,0,No,No,44,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,54,2440.25,No +9821-BESNZ,Male,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,104.25,6860.6,No +3678-MNGZX,Male,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.95,1377.7,No +1335-NTIUC,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.95,190.25,No +2916-BQZLN,Male,0,No,No,19,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.75,1651.95,No +4558-CGYCZ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,78.3,No +2368-GAKKQ,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.65,7939.25,No +8710-YGLWG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.9,44.9,No +3199-XGZCY,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.25,576.7,No +3785-KTYSH,Male,0,No,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.6,1279,No +6814-ZPWFQ,Male,1,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25,1260.7,No +4063-EIKNQ,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,267.35,No +6993-YCOBK,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.6,6586.85,No +5206-HPJKM,Male,0,No,No,17,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55.5,934.15,No +7587-RZNME,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.3,123.65,Yes +0748-RDGGM,Male,0,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.5,7534.65,Yes +8393-JMVMB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,19.45,No +5019-GQVCR,Male,1,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,3645.6,No +6036-TTFYU,Female,0,Yes,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,314.45,No +2550-AEVRU,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Electronic check,53.45,3053,No +0969-RGKCU,Male,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,677.05,No +0378-CJKPV,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),112.1,7965.95,No +4706-AXVKM,Female,1,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.8,906.85,Yes +5889-JTMUL,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.05,4888.7,Yes +9026-RNUJS,Male,1,No,No,5,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,50.35,237.25,Yes +3746-EUBYR,Male,0,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,74.6,Yes +2332-EFBJY,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.7,342.4,Yes +2880-FPNAE,Male,1,Yes,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.2,140.1,No +1703-MGIAB,Female,0,No,No,17,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,69,1108,No +4311-QTTAI,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.35,295.55,No +9474-PHLYD,Female,0,No,No,15,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,59.45,892.65,Yes +4318-RAJVY,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.8,198.25,No +2165-VOEGB,Female,0,No,Yes,46,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,4822.85,Yes +3612-YUNGG,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.2,6741.15,No +2254-DLXRI,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,79.15,79.15,No +5062-CJJKH,Male,0,Yes,Yes,25,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,No,Mailed check,53.65,1355.45,No +9028-LIHRP,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),100.2,7209,No +2219-MVUSO,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.15,438.4,Yes +1053-MXTTK,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.65,7726.35,No +1530-ZTDOZ,Female,0,Yes,No,49,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),40.65,2070.75,No +1301-LOPVR,Male,0,Yes,Yes,29,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),55.35,1636.95,No +0853-TWRVK,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),105.6,7581.5,No +8914-RBTSB,Male,0,Yes,No,31,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,93.8,3019.5,Yes +6212-ATMLK,Female,0,No,No,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.7,4729.75,No +8200-LGKSR,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,83.2,6126.1,No +1568-BEKZM,Male,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.05,6333.4,No +0670-ANMUU,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,No,Credit card (automatic),97.65,6687.85,No +6897-RWMUB,Male,0,Yes,Yes,61,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),68.05,4158.25,No +0963-ZBDRN,Male,0,No,No,32,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96.2,3183.4,Yes +7594-RQHXR,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.6,79.6,Yes +6999-CHVCF,Male,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Bank transfer (automatic),102.1,7149.35,No +6134-KWTBV,Male,0,No,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.4,1429.65,No +1077-HUUJM,Female,0,No,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.05,472.65,No +6331-EWIEB,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.25,1734.5,Yes +0895-LNKRC,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,113.5,No +2045-BMBTJ,Female,1,No,No,33,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),59.45,1884.65,No +8417-GSODA,Male,0,Yes,Yes,28,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),92.2,2568.15,No +5171-EPLKN,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,470,No +4452-QIIEB,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.9,278.4,No +5998-VVEJY,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.5,2088.8,Yes +1624-NALOJ,Male,1,No,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.8,502.6,Yes +6741-EGCBI,Male,1,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.5,2595.85,No +7820-ZYGNY,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,No,Credit card (automatic),90.45,5825.5,No +4317-VTEOA,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,50.75,50.75,Yes +9677-AVKED,Female,0,No,Yes,53,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,84.6,4449.75,No +1670-SVOWZ,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.65,1208.35,Yes +2227-JRSJX,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.15,1956.4,No +9847-HNVGP,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,310.6,No +6696-YDAYZ,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,290.55,No +8980-WQFWL,Female,0,No,No,35,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,62.1,2096.1,No +1730-ZMAME,Female,1,No,No,32,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.5,2665,No +6506-EYCNH,Female,0,Yes,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.55,543.8,No +4634-JLRJT,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.35,20.35,No +9501-UKKNL,Male,0,No,No,59,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,51.7,3005.8,No +2560-QTSBS,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),23.3,1623.15,No +7541-YLXCL,Male,0,No,No,36,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,65.4,2498.4,Yes +4795-WRNVT,Female,0,No,No,40,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,No,Mailed check,65.1,2586,No +6080-TCMYC,Male,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.2,3292.3,No +0260-ZDLGK,Female,0,No,Yes,9,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,72.9,651.4,Yes +7860-UXCRM,Male,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),74.5,4674.55,No +6357-JJPQT,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.5,232.35,No +2292-XQWSV,Male,0,Yes,Yes,40,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,60.3,2448.5,No +9552-TGUZV,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,75,658.1,No +5913-INRQV,Male,1,Yes,No,34,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,One year,No,Mailed check,90.15,3128.8,No +8722-NGNBH,Male,0,No,No,5,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,40,223.45,Yes +6210-KBBPI,Male,1,No,No,9,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.45,919.4,Yes +9643-YBLUR,Male,0,Yes,No,9,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),69.05,653.95,No +8734-FNWVH,Male,0,Yes,Yes,31,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),59.7,1825.5,No +9447-YPTBX,Female,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,943.1,No +0133-BMFZO,Female,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,86.25,181.65,Yes +6128-CZOMY,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.65,45.65,Yes +9540-JYROE,Male,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.1,551.35,Yes +9026-LHEVG,Female,0,No,No,9,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,40.75,359.4,No +2260-USTRB,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.2,115.95,Yes +3656-TKRVZ,Female,0,No,No,3,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.35,165.2,Yes +7011-CVEUC,Male,0,Yes,No,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.7,2338.35,No +6185-TASNN,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46.3,46.3,No +7925-PNRGI,Female,0,Yes,Yes,45,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,No,Mailed check,81.3,3541.1,No +8623-TMRBY,Male,1,Yes,Yes,51,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.2,4146.05,Yes +1552-CZCLL,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20,1087.25,No +3038-PQIUY,Female,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),66.15,2522.4,No +1501-SGHBW,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.85,81,Yes +9313-CDOGY,Male,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.6,717.3,No +8148-BPLZQ,Male,0,No,No,34,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.8,1734.2,No +2623-DRYAM,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.75,7069.3,No +9987-LUTYD,Female,0,No,No,13,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,55.15,742.9,No +3208-YPIOE,Male,0,No,No,39,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,3017.65,Yes +4488-KQFDT,Female,0,No,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.95,6423,No +2612-RANWT,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.15,1164.3,Yes +5693-PIPCS,Male,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),99.65,4220.35,No +0491-KAPQG,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.7,1558.7,No +1925-LFCZZ,Male,1,No,No,55,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),50.05,2743.45,No +8039-EQPIM,Male,0,Yes,No,69,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),60.25,4055.5,No +6900-PXRMS,Male,1,Yes,Yes,26,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,105.75,2710.25,Yes +8707-RMEZH,Female,1,Yes,No,69,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Credit card (automatic),87.3,6055.55,No +3346-BRMIS,Female,1,Yes,No,18,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.35,810.7,Yes +3209-ZPKFI,Male,0,Yes,Yes,47,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.25,2538.2,No +6479-VDGRK,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.3,6129.2,No +9373-WSLOY,Male,1,Yes,No,33,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,50,1750.85,No +2933-FILNV,Female,0,Yes,Yes,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.4,36.55,Yes +3569-JFODW,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.95,6652.45,No +9819-FBNSV,Male,1,Yes,No,37,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.25,2575.45,No +9544-PYPSJ,Female,1,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),96.1,6019.35,No +1591-XWLGB,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1379.6,No +0396-UKGAI,Male,0,No,Yes,23,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),55.3,1284.2,No +3243-ZHOHY,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,296.15,No +5186-EJEGL,Male,0,No,No,9,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,69.5,653.25,No +7527-QNRUS,Male,0,Yes,Yes,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,25.15,412.6,No +9986-BONCE,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,85.5,Yes +2722-JMONI,Female,1,Yes,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.55,49.55,Yes +2203-GHNWN,Female,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.65,1928.7,No +3878-AVSOQ,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.25,71.25,No +3258-SYSWS,Male,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),113.8,7845.8,No +5296-PSYVW,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.55,1750.7,No +6319-QSUSR,Female,0,No,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,216.2,No +4083-EUGRJ,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,178.5,Yes +7579-OOPEC,Female,1,Yes,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),50.15,115.1,Yes +0512-FLFDW,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),100.5,6029,No +1771-OADNZ,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.9,2745.2,Yes +0487-CRLZF,Female,0,No,No,49,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.45,3721.9,No +2107-FBPTK,Female,1,No,No,30,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.1,3121.1,No +9451-WLYRI,Female,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.05,990.45,No +8219-VYBVI,Male,0,No,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,1004.35,No +1991-VOPLL,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,157.65,No +9738-QLWTP,Male,0,No,No,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,81.9,3219.75,No +1016-DJTSV,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,572.85,No +9419-IPPBE,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,One year,Yes,Electronic check,90.15,4554.85,No +0174-QRVVY,Male,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.35,1847.55,No +5699-BNCAS,Male,1,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.65,1766.75,No +2900-PHPLN,Female,1,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.55,1462.05,No +0612-RTZZA,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,25.25,Yes +8106-GWQOK,Male,0,Yes,No,38,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60,2193.2,No +8751-EDEKA,Female,0,Yes,No,28,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),89.9,2433.5,No +6878-GGDWG,Female,0,Yes,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.4,641.15,No +4039-PIMHX,Male,1,Yes,No,49,Yes,No,DSL,No,Yes,No,No,No,No,Two year,No,Mailed check,49.8,2398.4,No +8450-LUGUK,Female,0,Yes,Yes,37,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.1,861.85,No +3604-WLABM,Female,0,No,No,10,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,54.25,583,No +0795-GMVQO,Male,0,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),109.9,7332.4,No +2259-OUUSZ,Male,0,No,No,7,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),35.5,249.55,No +1142-IHLOO,Female,0,No,No,51,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Credit card (automatic),87.55,4475.9,No +6410-LEFEN,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.15,416.45,Yes +4633-MKHYU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,88.4,788.6,No +6257-RJOHI,Male,0,No,No,4,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.8,202.3,No +1545-JFUML,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Electronic check,99,6994.6,No +3194-ORPIK,Female,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),84.4,4116.15,Yes +7826-VVKWT,Female,1,Yes,Yes,24,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,96.55,2263.45,No +1353-GHZOS,Male,0,Yes,No,22,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Bank transfer (automatic),59.75,1374.35,No +2587-EKXTS,Male,0,No,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,111.5,4915.15,No +5442-BXVND,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),24.25,838.5,No +8816-VXNZD,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,75.1,Yes +9378-FXTIZ,Female,0,Yes,No,54,Yes,Yes,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),70.15,3715.65,Yes +1723-HKXJQ,Male,0,No,No,42,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.75,4273.45,Yes +7825-GKXMW,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.8,45.8,Yes +9753-OYLBX,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,No +2364-UFROM,Male,0,No,No,30,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Electronic check,70.4,2044.75,No +6656-JWRQX,Female,0,No,No,1,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,30.55,30.55,No +6473-ULUHT,Male,0,Yes,Yes,16,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,84.9,1398.25,No +1240-KNSEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.1,20.1,Yes +0836-SEYLU,Male,0,Yes,No,9,No,No phone service,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Mailed check,40.65,328.95,Yes +4433-JCGCG,Male,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101,4680.05,Yes +3716-BDVDB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,69.1,Yes +7688-AWMDX,Male,0,Yes,No,71,Yes,No,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),54.5,3778.2,No +2842-BCQGE,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.35,3161.4,No +7244-QWYHG,Male,0,Yes,No,50,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),44.45,2188.45,No +5899-MQZZL,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75,999.45,Yes +6849-OYAMU,Male,0,Yes,Yes,19,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),100,1888.65,Yes +5312-UXESG,Female,0,No,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),98.05,3990.6,No +9488-HGMJH,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.15,71.15,Yes +6038-GCYEC,Female,0,No,No,24,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),54.15,1240.25,Yes +2150-WLKUW,Female,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),63.9,2635,No +7159-FVYPK,Female,0,Yes,Yes,3,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.15,235,No +7032-LMBHI,Female,0,No,No,37,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,No,Bank transfer (automatic),64.65,2347.85,No +1150-WFARN,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.75,7156.2,Yes +6088-BXMRG,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.85,3089.6,No +3144-AUDBS,Female,0,Yes,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.15,270.8,Yes +4821-SJHJV,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,89.6,2901.8,No +7346-MEDWM,Female,0,No,No,59,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,83.25,4949.1,No +1137-DGOWI,Female,0,Yes,No,30,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),70.25,2198.9,No +5616-PRTNT,Male,0,No,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.4,374.5,Yes +3812-LRZIR,Female,0,Yes,Yes,27,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.5,761.95,No +4818-QIUFN,Female,1,No,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,1520.9,Yes +9483-GCPWE,Male,0,No,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,190.25,No +4227-OJHAL,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),73,5163,No +9220-CXRSC,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Two year,No,Credit card (automatic),61.4,4059.85,No +4993-JCRGJ,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,84.3,2281.6,No +9537-JALFH,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1356.7,No +6698-OXETB,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.4,231.45,No +2103-ZRXFN,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.75,50.75,No +3724-BSCVH,Male,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,242.4,No +4877-TSOFF,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.75,4264.25,No +9209-NWPGU,Male,0,No,No,44,Yes,No,DSL,Yes,No,No,Yes,Yes,No,One year,No,Electronic check,65.4,2774.55,No +6961-VCPMC,Male,1,Yes,No,46,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.4,3605.2,Yes +7306-YDSOI,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.75,4069.9,No +5288-AHOUP,Male,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.5,874.2,No +6688-UZPWD,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,102,1145.35,Yes +0655-YDGFJ,Male,0,No,No,29,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),48.95,1323.7,No +8468-EHYJA,Female,0,Yes,No,57,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.65,5497.05,No +6823-SIDFQ,Male,0,No,No,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),18.25,534.7,No +1097-FSPVW,Female,0,No,No,42,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),54.55,2455.05,No +2839-RFSQE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,38.7,Yes +8328-SKJNO,Male,0,No,Yes,23,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),40.65,947.4,No +7010-ZMVBF,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,357,No +5201-CBWYG,Male,0,Yes,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.8,1476.25,No +0968-GSIKN,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.8,70.8,Yes +1965-DDBWU,Male,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.05,1448.6,Yes +9057-SIHCH,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.6,291.9,Yes +6352-GIGGQ,Male,0,No,No,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),88.8,5903.15,No +3635-QQRQD,Male,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.05,1201.65,No +6771-XWBDM,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,5921.35,Yes +2897-DOVND,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,146.65,No +3082-YVEKW,Female,0,Yes,Yes,23,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),77.15,1759.4,No +0191-EQUUH,Female,0,No,Yes,25,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),35.05,844.45,No +7134-HBPBS,Female,1,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.1,7774.05,No +3489-HHPFY,Female,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.05,134.05,No +2926-JEJJC,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,140.95,No +8601-QACRS,Female,0,No,No,5,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.6,249.95,Yes +4950-BDEUX,Male,0,No,No,35,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,49.2,1701.65,No +5789-LDFXO,Male,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.6,592.65,No +0508-OOLTO,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,135.75,No +2984-TBYKU,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),104.9,7732.65,No +9822-WMWVG,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,106.5,4282.4,No +2391-SOORI,Male,0,No,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.35,219.65,Yes +9040-KZVWO,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,No,Bank transfer (automatic),75.5,2018.1,No +2645-QTLMB,Male,0,No,No,7,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,669,Yes +4806-HIPDW,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.95,68.95,Yes +1548-ARAGG,Female,0,Yes,Yes,4,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,58.5,224.85,No +6339-RZCBJ,Male,0,No,No,48,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),78.9,3771.5,No +4424-TKOPW,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,196.75,Yes +4415-WNGVR,Female,1,Yes,No,12,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,79.2,943.85,No +2522-AHJXR,Male,0,Yes,No,60,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.45,6572.85,No +0412-UCCNP,Male,0,No,No,55,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Electronic check,59.2,3175.85,No +1816-FLZDK,Male,0,No,No,1,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,29.15,29.15,No +7096-UCLNH,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No +8443-ZRDBZ,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,318.9,Yes +9136-ALYBR,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.45,24.45,Yes +4615-PIVVU,Female,0,No,No,42,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),66.5,2762.75,No +8885-QSQBX,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),49.55,49.55,No +7479-NITWS,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.35,631.85,Yes +8617-ENBDS,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),73.6,232.5,No +9385-NXKDA,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),82.65,5919.35,No +0430-IHCDJ,Male,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49,749.25,No +2959-MJHIC,Male,0,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.35,307.4,Yes +6674-KVJHG,Female,0,No,No,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.2,245.15,No +1814-DKOLC,Female,0,No,No,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.45,134.75,No +4201-JMNGR,Female,1,No,No,1,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,55.8,55.8,Yes +9351-HXDMR,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.9,8240.85,No +3537-HPKQT,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),77.75,4266.4,No +2129-ALKBS,Female,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,26.2,1077.5,No +5821-MMEIL,Female,0,Yes,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1115.6,No +5960-WPXQM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.05,79.05,Yes +0684-AOSIH,Male,0,Yes,No,1,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95,95,Yes +8260-NGFNY,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.2,25.2,Yes +1309-XGFSN,Male,1,Yes,Yes,52,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.85,4079.55,No +1866-RZZQS,Male,1,No,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.4,4187.75,Yes +6968-URWQU,Male,0,Yes,No,43,Yes,No,DSL,No,No,No,No,Yes,No,One year,Yes,Mailed check,56.35,2391.15,No +4742-TXUEX,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,890.5,No +9631-XEYKE,Male,0,No,No,3,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.4,137.25,No +8631-NBHFZ,Male,1,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),79.4,5154.6,Yes +1335-MXCSE,Male,0,Yes,Yes,55,Yes,No,DSL,No,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),55.25,3119.9,No +8873-TMKGR,Male,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.1,529.5,No +8800-JOOCF,Female,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.05,966.55,No +1469-LBJQJ,Female,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.2,6936.85,No +4958-XCBDQ,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,3496.3,Yes +8337-UPOAQ,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.8,914.3,Yes +0064-YIJGF,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.75,1929,No +2386-OWURY,Female,0,No,No,58,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.3,5817.7,No +1725-IQNIY,Male,0,Yes,No,54,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),109.75,6110.2,Yes +0310-VQXAM,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,178.8,No +6598-RFFVI,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,28.3,Yes +3453-RTHJQ,Male,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,435,No +6712-OAWRH,Female,1,No,No,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.25,2351.8,Yes +6278-FEPBZ,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,186.15,No +4280-DLSHD,Male,0,Yes,No,8,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,54.75,445.85,No +1508-DFXCU,Male,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81.45,912,No +8614-VGMMV,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.1,679.55,Yes +7868-BGSZA,Male,0,Yes,No,43,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.2,3581.6,No +2800-QQUSO,Male,0,No,No,42,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.3,4222.95,No +2930-UOTMB,Female,0,No,No,31,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),65.25,1994.3,Yes +7973-DZRKH,Female,0,No,Yes,66,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),90.95,5930.05,No +5914-DVBWJ,Female,1,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.45,1505.85,Yes +7698-YFGEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,20,No +2533-QVMSK,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Electronic check,94.1,5638.3,Yes +9773-PEQBZ,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,79.85,797.25,No +8644-XLFBW,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,71.65,Yes +0650-BWOZN,Female,1,No,No,18,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.55,1359.45,No +8625-AZYZY,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.65,2542.45,Yes +7785-RDVIG,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,54.7,No +9602-WCXPI,Male,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.15,989.05,No +2903-YYTBW,Male,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.55,44.55,No +3620-MWJNE,Male,0,No,No,2,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,54.45,87.3,No +8573-JGCZW,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.65,351.55,No +6837-HAEVO,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,105,7297.75,No +6701-YVNQG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.7,6301.7,No +9306-CPCBC,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.25,210.3,Yes +4304-XUMGI,Male,1,Yes,Yes,50,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Bank transfer (automatic),75.15,3822.45,No +9504-YAZWB,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25,1048.45,No +8819-ZBYNA,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.1,6393.65,No +6174-NRBTZ,Male,0,No,No,46,No,No phone service,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),30.75,1489.3,No +9481-IEBZY,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),112.9,8061.5,No +1833-VGRUM,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.2,74.2,Yes +6137-NICCO,Female,0,Yes,Yes,6,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,94.05,518.75,No +9065-ZCPQX,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),78.85,5763.15,No +6402-EJMWF,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,55.3,238.5,No +3620-EHIMZ,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,1031.7,No +3213-VVOLG,Male,0,Yes,Yes,0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.35, ,No +6870-ECSHE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,34.8,No +8747-UDCOI,Female,0,Yes,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1319.95,No +8374-XGEJJ,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101,4388.4,Yes +2656-TABEH,Male,0,Yes,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,420.2,Yes +6946-LMSQS,Male,1,Yes,No,25,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,One year,Yes,Electronic check,89.05,2177.45,Yes +4626-OZDTJ,Female,0,Yes,No,51,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),78.65,3950.85,No +9169-BSVIN,Male,0,No,No,12,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),74.75,827.05,No +2325-ZUSFD,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),70.1,3913.3,Yes +8194-PEEBY,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,533.5,No +6872-HXFNF,Female,0,Yes,No,64,Yes,Yes,DSL,No,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),58.35,3756.45,No +3932-CMDTD,Female,0,No,No,4,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,105.65,443.9,Yes +7714-YXSMB,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.5,2599.95,No +8387-UGUSU,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,284.3,No +1080-BWSYE,Male,1,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.65,1740.8,No +4039-HEUNW,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.5,3436.1,Yes +1194-HVAIF,Female,0,Yes,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),95,2462.55,No +0812-WUPTB,Male,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.85,70.85,Yes +3594-UVONA,Female,0,No,No,35,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),85.95,3110.1,Yes +0004-TLHLJ,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.9,280.85,Yes +1767-TGTKO,Female,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.45,411.75,No +8439-LTUGF,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20,198.6,No +8805-JNRAZ,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.2,103.7,No +5089-IFSDP,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.45,6144.55,Yes +6418-HNFED,Male,0,Yes,No,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.25,4089.45,No +0206-OYVOC,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.25,864.2,No +7291-CDTMJ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.65,19.65,No +7128-GGCNO,Male,0,No,No,46,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),72.8,3249.4,No +0237-YFUTL,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.65,5405.8,No +7691-KGKGP,Male,0,Yes,Yes,53,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,No,Credit card (automatic),65,3363.8,No +6710-HSJRD,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,114.1,7132.15,No +3675-EQOZA,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.65,93.55,No +0840-DCNZE,Male,0,No,No,47,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),86.95,4138.9,No +1732-FEKLD,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),94.75,5121.75,No +9862-KJTYK,Male,0,No,Yes,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.35,566.1,No +0479-HMSWA,Female,0,No,Yes,26,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,105.45,2715.3,No +5854-KSRBJ,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1782.05,No +0365-BZUWY,Male,0,Yes,No,17,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.55,1742.5,No +4817-VYYWS,Female,0,No,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,2983.8,Yes +5701-SVCWR,Female,0,No,Yes,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24,24,No +3129-AAQOU,Female,0,Yes,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.6,485.9,No +4922-CVPDX,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),73.5,1905.7,No +1396-QWFBJ,Female,0,Yes,Yes,21,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.05,1565.7,Yes +1357-BIJKI,Male,0,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,98.25,4858.7,No +1099-BTKWT,Female,0,Yes,No,68,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,54.4,3723.65,No +5299-SJCZT,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.55,298.35,Yes +2018-PZKMU,Male,0,Yes,Yes,9,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.1,970.45,No +7340-KEFQE,Female,0,Yes,Yes,51,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),34.2,1782,No +4570-QHXHL,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.75,405.7,No +2403-BCASL,Male,1,Yes,Yes,41,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.95,4534.9,Yes +7392-YYPYJ,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.65,2415.95,No +2898-LSJGD,Female,0,Yes,Yes,21,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,55.95,1157.05,Yes +2223-GDSHL,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,8297.5,No +7359-PTSXY,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.75,45.75,Yes +9470-RTWDV,Male,0,Yes,Yes,26,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82,2083.1,No +2176-OSJUV,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),65.15,4681.75,No +9348-YVOMK,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.8,176.2,No +8104-OSKWT,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.8,1001.2,No +4521-YEEHE,Female,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,88.85,1594.75,No +4090-KPJIP,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,212.4,No +3786-WOVKF,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.85,7677.4,No +4503-BDXBD,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.95,815.5,Yes +6086-ESGRL,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),80.15,80.15,Yes +2592-HODOV,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,259.65,No +3886-CERTZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.25,8109.8,Yes +7995-ZHHNZ,Male,0,Yes,No,42,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,No,Credit card (automatic),56.1,2386.85,No +3824-RHKVR,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,340.35,No +5816-SCGFC,Female,1,No,No,7,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,51.3,419.35,No +5989-AXPUC,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,118.6,7990.05,No +4979-HPRFL,Male,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.15,1402.25,No +8590-OHDIW,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,749.35,No +8015-IHCGW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,115.5,8425.15,No +2332-TODQS,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),25.05,1171.5,No +9278-VZKCD,Female,1,Yes,No,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,109.1,5647.95,No +8008-OTEZX,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,708.8,No +2773-OVBPK,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.3,7567.2,No +5999-LCXAO,Female,0,No,No,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.9,29.9,No +5206-XZZQI,Male,0,No,No,53,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,80.6,4348.1,No +4803-LBYPN,Male,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,635.9,No +5759-RCVCB,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),35.2,108.95,Yes +6372-RFVNS,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.8,78.8,Yes +2139-FQHLM,Male,0,No,No,19,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Mailed check,89.95,1682.4,No +8261-GWDBQ,Female,1,Yes,No,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,6925.9,No +1093-YSWCA,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,223.15,No +8938-UMKPI,Female,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,5127.95,Yes +0991-BRRFB,Male,0,No,No,18,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.4,874.8,Yes +3882-IYOIJ,Female,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.25,6758.45,No +8749-TZYEC,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.8,1874.3,No +1755-FZQEC,Male,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,791.15,No +3115-JPJDD,Female,0,Yes,No,59,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),81.25,4639.45,No +5600-KTXFM,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.95,143.9,No +3871-IKPYH,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.1,69.1,Yes +6319-IEJWJ,Male,0,Yes,Yes,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.2,1776.55,Yes +9025-AOMKI,Female,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.55,536.4,Yes +6339-TBELP,Male,0,No,No,71,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),86.4,6172,No +7964-YESJC,Female,0,Yes,No,24,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,66.3,1559.45,No +6173-GOLSU,Male,1,Yes,No,67,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.65,6079,No +5275-SQEIZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,80.85,80.85,Yes +7716-YTYHG,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Mailed check,82.05,4029.95,Yes +9938-ZREHM,Female,0,Yes,No,37,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,No,Mailed check,72.1,2658.4,No +7950-XWOVN,Male,0,No,No,11,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,34.7,383.55,No +4390-KYULV,Male,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.55,51.15,Yes +4647-MUZON,Female,0,Yes,No,18,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.95,1745.5,No +9702-AIUJO,Male,0,Yes,Yes,50,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),44.8,2230.85,No +8849-PRIQJ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.4,7281.6,No +8851-RAGOV,Female,0,Yes,No,25,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,71.05,1837.7,No +1304-NECVQ,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.55,149.55,Yes +5396-IZEPB,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,180.7,No +1729-VLAZJ,Female,0,No,Yes,10,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,40.25,411.45,No +8285-ABVLB,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1328.35,No +0701-TJSEF,Male,0,No,No,9,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),68.25,576.95,No +5712-VBOXD,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.15,68.45,No +6629-LADHQ,Female,0,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.95,123.05,No +8945-GRKHX,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.65,78.65,Yes +1559-DTODC,Male,0,No,No,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.15,468.35,No +4797-MIWUM,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.25,174.7,No +6959-UWKHF,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,42.9,42.9,Yes +8720-RQSBJ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44,44,No +4537-CIBHB,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,172.35,No +3815-SLMEF,Female,0,No,No,3,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,34.25,139.35,Yes +5154-VEKBL,Female,0,No,No,9,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Mailed check,58.5,539.85,Yes +4324-AHJKS,Female,0,No,No,5,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),55.8,300.4,No +4355-CVPVS,Female,0,Yes,Yes,56,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),88.9,4968,No +4495-LHSSK,Female,0,No,Yes,18,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,57.65,992.7,No +5655-JSMZM,Male,1,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.2,4718.25,Yes +5915-ANOEI,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,79.15,5536.5,No +9861-PDSZP,Female,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.05,7806.6,No +4505-EXZHB,Female,1,No,No,6,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,74.4,434.1,Yes +7225-CBZPL,Male,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.8,1563.9,No +6704-UTUKK,Male,0,Yes,No,29,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.9,1332.4,No +4587-VVTOX,Female,0,Yes,No,6,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,545.2,Yes +2019-HDCZY,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,102.6,6296.75,No +4652-NNHNY,Male,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),73.85,1284.2,Yes +8788-DOXSU,Male,0,No,No,59,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),61.35,3645.5,No +7404-JLKQG,Female,0,No,No,3,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,57.55,161.45,No +7421-ZLUPA,Female,0,No,No,8,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,29.25,226.95,No +8972-HJWNV,Female,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.55,646.85,Yes +3274-NSDWE,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,1441.65,No +2632-IVXVF,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),111.75,7511.3,No +3692-JHONH,Female,1,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.5,5621.85,No +8915-NNTRC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.7,7919.8,No +5914-GXMDA,Female,0,Yes,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,593.2,No +7463-IFMQU,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,1423.65,No +2920-RNCEZ,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,69.95,No +2541-YGPKE,Male,0,Yes,Yes,42,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,No,Credit card (automatic),63.7,2763.35,No +8515-OCTJS,Female,0,No,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,692.1,Yes +5382-TEMLV,Male,0,No,No,45,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.9,2298.55,No +3441-CGZJH,Female,0,Yes,Yes,43,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60.4,2640.55,No +9592-ERDKV,Male,0,Yes,No,37,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Mailed check,79.25,2911.8,No +2860-RANUS,Female,1,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.8,1727.5,Yes +5261-QSHQM,Female,0,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.45,86.6,Yes +4778-IZARL,Male,0,Yes,No,63,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.1,6705.7,No +0432-CAJZV,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,90.7,237.65,No +7008-LZVOZ,Male,0,Yes,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1672.35,No +8868-WOZGU,Male,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.7,2979.5,Yes +1200-TUZHR,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.2,695.75,No +9365-CSLBQ,Male,0,No,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.35,1654.6,No +1334-FJSVR,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.25,24.25,Yes +5884-FBCTL,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.1,1857.85,No +7130-CTCUS,Male,1,Yes,No,16,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.55,825.1,No +6242-FEGFD,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,96.6,6424.25,No +7625-XCQRH,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,837.95,Yes +6194-HBGQN,Male,0,No,No,51,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),81.15,4126.2,No +7634-WSWDB,Female,0,No,Yes,8,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,38.5,330.8,No +6986-IXNDM,Male,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.9,1337.45,No +1731-TVIUK,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,93.5,362.2,Yes +2987-BJXIK,Female,0,No,No,70,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Mailed check,84.7,5991.05,No +9769-TSBZE,Female,0,No,Yes,70,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Electronic check,66,4891.5,No +0406-BPDVR,Female,1,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),101.5,5373.1,Yes +0618-XWMSS,Male,0,No,Yes,28,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,2068.55,Yes +1395-WSWXR,Male,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,487.05,No +6023-GSSXW,Female,0,Yes,No,69,Yes,No,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Credit card (automatic),61.45,4131.2,No +6752-APNJL,Male,0,Yes,Yes,42,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.5,2301.15,No +5276-KQWHG,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,131.65,Yes +0420-HLGXF,Female,1,No,No,39,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.75,4036,No +7446-KQISO,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.75,4900.65,No +9823-EALYC,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),80.85,5727.45,No +0582-AVCLN,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.3,743.05,No +5803-NQJZO,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),67.8,4804.65,No +2565-JSLRY,Male,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.05,24.05,Yes +2607-DHDAK,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1414.65,No +1073-XXCZD,Male,0,Yes,No,55,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.7,1443.65,No +0743-HRVFF,Female,0,Yes,Yes,51,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,56.15,2898.95,No +4006-HKYHO,Male,0,No,No,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.7,5309.5,No +3727-JEZTU,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,No +8143-ETQTI,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.65,451.55,No +6689-KXGBO,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.55,50.55,Yes +9667-TKTVZ,Female,0,No,No,2,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,54.35,117.05,No +3657-COGMW,Female,1,No,No,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),108.1,5839.3,No +8570-KLJYJ,Female,0,No,No,36,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,54.45,1893.5,No +7754-IXRMC,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.35,45.35,No +9473-CBZOP,Female,0,No,No,28,Yes,Yes,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,59,1654.45,No +2969-WGHQO,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Electronic check,69.45,477.05,No +6615-NGGZJ,Male,0,No,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.55,1415.55,Yes +4334-HOWRP,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.95,4546,No +4255-DDUOU,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,20.5,Yes +5863-OOKCL,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.85,163.2,No +1686-STUHN,Male,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,849.9,No +1329-VHWNP,Female,0,No,No,7,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),25.05,189.95,No +2984-MIIZL,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.8,321.9,Yes +0266-GMEAO,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.3,8058.55,No +5590-YRFJT,Female,0,Yes,No,20,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.45,482.8,Yes +5574-NXZIU,Male,0,No,No,63,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.2,7049.75,No +0019-GFNTW,Female,0,No,No,56,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),45.05,2560.1,No +4256-ZWTZI,Female,0,No,Yes,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,51,286.8,No +8309-PPCED,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.45,7982.5,No +4098-NAUKP,Male,1,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.65,5683.6,No +5196-WPYOW,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,60.05,3994.05,No +4608-LCIMN,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.65,369.15,No +1485-YDHMM,Male,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.25,4631.7,No +4054-CUMIA,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,401.95,No +0603-TPMIB,Female,0,Yes,Yes,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.45,1534.05,No +2525-GVKQU,Female,0,No,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,1093,No +8161-QYMTT,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.1,701.3,No +9581-GVBXT,Male,0,Yes,Yes,59,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,34.8,1980.3,No +5862-BRIXZ,Male,0,No,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.75,2893.4,No +5404-GGUKR,Male,0,No,No,5,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,51.35,262.3,No +3308-JSGML,Male,1,Yes,No,59,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.05,3886.85,No +2126-GSEGL,Female,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.8,5917.55,No +3677-TNKIO,Female,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),71,914,Yes +0440-QEXBZ,Female,0,No,No,44,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,2139.1,No +2434-EEVDB,Female,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),94.6,5948.7,No +6762-QVYJO,Female,0,Yes,Yes,58,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,59.75,3624.35,No +6199-IWKGC,Female,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Electronic check,100.25,4753.85,No +2675-DHUTR,Male,1,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.9,5780.7,No +8152-VETUR,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Credit card (automatic),97.7,6869.7,No +9667-EQRXU,Female,1,No,No,30,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,40.3,1172.95,Yes +7446-YPODE,Male,1,No,No,11,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),60.25,662.95,No +9522-BNTHX,Female,1,No,No,34,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,56.25,1765.95,No +4676-WLUHT,Male,0,No,No,54,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Two year,No,Bank transfer (automatic),46.2,2431.95,No +3329-WDIOK,Female,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.6,155.35,Yes +7980-MHFLQ,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.9,1859.2,No +2873-ZLIWT,Female,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,84.85,3303.05,Yes +3415-TAILE,Female,0,Yes,Yes,2,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,65.7,134.35,Yes +0757-WCUUZ,Male,0,Yes,Yes,54,Yes,Yes,DSL,No,No,Yes,No,No,Yes,Two year,No,Credit card (automatic),63.35,3409.1,No +1629-DQQVB,Female,0,No,No,14,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.1,709.5,No +1915-IOFGU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.5,70.5,Yes +3045-XETSH,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.85,953.45,Yes +0374-AACSZ,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,50.15,50.15,No +7239-HZZCX,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,Yes +4872-VXRIL,Male,0,No,No,56,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),64.65,3665.55,No +9140-CZQZZ,Female,0,Yes,No,68,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.6,5515.8,No +3423-HHXAO,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.5,272,No +9938-TKDGL,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,99.55,6668,No +0531-ZZJWQ,Male,1,Yes,No,55,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74,4052.4,No +6537-QLGEX,Female,0,No,No,16,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,38.9,664.4,No +2688-BHGOG,Male,1,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.55,718.55,No +7683-CBDKJ,Male,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,65.45,937.6,Yes +0946-CLJTI,Male,1,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,5812.6,Yes +3160-TYXLT,Male,0,No,No,53,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),46.3,2546.85,No +1325-USMEC,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),99.35,6944.5,No +0916-QOFDP,Female,1,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.8,1346.3,No +0628-CNQRM,Male,0,Yes,Yes,22,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),67.5,1544.05,Yes +5606-AMZBO,Female,0,Yes,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),78.15,765.15,No +6199-IPCAO,Female,0,Yes,Yes,29,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.1,692.55,No +7665-TOALD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes +0112-QWPNC,Male,0,Yes,No,49,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,84.35,4059.35,Yes +0324-BRPCJ,Female,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,6851.65,Yes +2777-PHDEI,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.05,78.05,Yes +5640-CAXOA,Female,0,No,No,30,No,No phone service,DSL,No,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),40.35,1187.05,No +2235-EZAIK,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),79.2,5401.9,No +3847-BAERP,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.9,247,No +1196-AMORA,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,73.6,520,Yes +4282-YMKNA,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,706.6,Yes +1453-RZFON,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,49.9,49.9,No +8263-OKETD,Female,0,No,No,20,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),68.9,1370.35,No +0670-KDOMA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No +2476-YGEFM,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),76,2215.25,No +8687-BAFGU,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,74,74,No +0641-EVBOJ,Male,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,82.3,214.4,No +0829-XXPLX,Female,0,No,No,20,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.4,1871.15,No +9974-JFBHQ,Male,0,No,Yes,64,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.15,6171.2,No +5356-RHIPP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes +6624-JDRDS,Female,0,No,No,6,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.45,161.45,No +0608-JDVEC,Male,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.8,1013.2,No +9780-FKVVF,Male,0,No,No,6,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),59.15,336.7,No +1919-RTPQD,Male,0,Yes,Yes,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.75,333.65,No +5214-NLTIT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),90.8,6511.8,No +3345-PBBFH,Male,0,Yes,No,8,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.55,393.45,No +5055-BRMNE,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),106.7,7009.5,No +9189-JWSHV,Female,1,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.55,2264.05,Yes +2190-PHBHR,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Two year,Yes,Credit card (automatic),94.45,6921.7,No +2650-GYRYL,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.45,600.25,No +0746-JTRFU,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.05,56.35,Yes +5208-FVQKB,Male,0,Yes,No,70,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,67.95,4664.15,No +7184-LRUUR,Female,0,No,No,22,Yes,No,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),65.25,1441.8,No +6627-CFOSN,Female,0,No,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),99.45,5623.7,No +3982-JGSFD,Male,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.35,695.85,No +1574-DYCWE,Female,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1028.75,No +7247-XOZPB,Male,0,Yes,No,53,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),77.4,4155.95,No +2466-FCCPT,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.7,395.6,No +6211-WWLTF,Male,0,Yes,No,63,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),99.7,6330.4,No +4826-TZEVA,Female,0,No,No,40,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.8,2971.7,No +6016-NXBNJ,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.15,638,No +9138-EFSMO,Male,0,Yes,Yes,26,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,No,Bank transfer (automatic),78.95,2034.25,No +0576-WNXXC,Male,1,Yes,No,27,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.55,2510.2,Yes +4632-XJMEX,Male,0,No,Yes,53,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),62.85,3419.5,No +8910-LEDAG,Male,1,Yes,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),71.55,2427.35,No +3452-GWUIN,Female,1,Yes,No,19,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.95,1760.25,No +2716-GFZOR,Male,0,Yes,No,43,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),86.1,3551.65,No +3724-UCSHY,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,122.9,No +8626-XHBIE,Male,0,No,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1424.2,No +4628-CTTLA,Male,0,No,No,57,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,39.3,2111.45,Yes +3192-LNKRK,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,84.05,2909.95,No +4439-YRNVD,Female,0,No,No,10,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,36.25,374,No +2876-VBBBL,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,Yes +6834-NXDCA,Female,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.9,300.8,Yes +2208-UGTGR,Male,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.6,5581.05,No +3005-TYFRD,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),103.65,5676.65,No +8670-MEFCP,Female,0,Yes,Yes,36,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92.9,3379.25,No +3079-BCHLN,Male,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,942.95,No +7777-UNYHB,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.1,232.4,No +5597-GLBUC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,85.45,85.45,Yes +7278-CKDNC,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.5,2088.45,No +2748-MYRVK,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),99.9,6137,Yes +8450-UYIBU,Female,1,No,No,35,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.85,1434.6,No +2969-VAPYH,Female,0,No,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),60.5,3870,No +4822-YCXMX,Male,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.8,2043.45,Yes +7181-OQCUT,Male,0,No,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,103.85,2215,No +8474-UMLNT,Female,0,No,No,13,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),67.8,842.25,No +9821-POOTN,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.2,2576.2,Yes +3836-FZSDJ,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.85,1901,No +9142-XMYJH,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.35,601.6,No +6559-ILWKJ,Male,0,Yes,No,71,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,No,Electronic check,49.35,3515.25,Yes +0187-QSXOE,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89,605.45,No +7733-UDMTP,Female,1,No,No,57,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,55,3094.05,No +2649-HWLYB,Male,0,Yes,No,65,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),76.15,4929.55,No +5214-CHIWJ,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,595.05,No +4229-CZMLL,Male,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,469.8,Yes +6904-JLBGY,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),117.35,8436.25,No +2465-BLLEU,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.75,19.75,No +1685-VAYJF,Male,0,No,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),45.2,492,No +8874-EJNSR,Male,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.2,987.95,No +6917-YACBP,Female,1,No,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,89.75,5496.9,No +5049-MUBWG,Male,0,No,No,26,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),75,1908.35,No +4223-WOZCM,Male,1,No,No,2,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,49.95,107.1,No +0769-MURVM,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),65.7,4575.35,No +9253-VIFJQ,Male,0,Yes,No,65,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,One year,No,Credit card (automatic),67.05,4309.55,No +7030-FZTFM,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.9,7922.75,No +9741-YLNTD,Male,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),87.95,522.35,No +5917-RYRMG,Male,1,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,587.7,No +5120-ZBLAI,Female,0,Yes,No,50,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),75.7,3876.2,No +1194-BHJYC,Male,0,Yes,No,61,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,62.15,3778.85,No +3663-MITLP,Female,0,No,No,15,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,1457.25,Yes +0906-QVPMS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),115.15,8349.45,No +9025-ZRPVR,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.95,185.6,Yes +1905-OEILC,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,19.5,No +7858-GTZSP,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.55,1066.9,No +3285-UCQVC,Female,0,No,No,37,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),28.6,973.55,Yes +6248-BSHKG,Male,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.4,1226.45,No +4685-TFLLS,Male,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,342.3,No +3470-BTGQO,Male,0,No,Yes,21,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,985.05,No +1209-VFFOC,Male,0,Yes,Yes,68,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,56.4,3948.45,No +8224-DWCKX,Male,1,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.3,828.05,No +5482-PLVPE,Female,1,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.35,41.85,Yes +4553-DVPZG,Female,0,Yes,No,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,6164.7,No +4902-OHLSK,Female,1,No,No,29,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,98.65,2862.75,Yes +6917-IAYHD,Male,0,No,Yes,1,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,33.6,33.6,No +0495-ZBNGW,Male,1,Yes,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.9,343.95,Yes +8620-RJPZN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.7,20.7,No +7572-KPVKK,Male,0,No,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,104.05,6590.5,No +2642-MAWLJ,Female,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.25,717.95,No +2357-COQEK,Female,1,No,No,28,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.3,2890.65,Yes +7103-ZGVNT,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),73.7,4885.85,No +3737-GCSPV,Female,0,Yes,No,11,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.2,1222.05,Yes +2027-WKXMW,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,108.75,6871.7,No +7137-NAXML,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.15,405.6,No +2428-ZMCTB,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.75,208.25,No +2961-VNFKL,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.95,1801.9,No +1768-HNVGJ,Female,1,No,No,45,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,70.05,3062.45,No +6963-KQYQB,Female,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.05,1764.75,No +5934-RMPOV,Female,0,No,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.75,1816.75,No +1207-BLKSA,Female,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.05,1255.1,No +4088-YLDSU,Male,0,Yes,No,55,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.15,5743.05,Yes +8316-BBQAY,Female,0,No,No,65,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),59.95,3921.1,No +1166-PQLGG,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,1463.45,No +3146-JTQHR,Male,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.6,189.45,No +4291-YZODP,Female,0,No,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,96.8,No +4395-PZMSN,Male,1,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.55,408.5,No +6427-FEFIG,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),78.6,1846.65,No +0017-IUDMW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.8,8456.75,No +8706-HRADD,Male,0,No,No,21,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,43.55,1011.5,No +9955-QOPOY,Male,0,Yes,No,69,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60.8,4263.4,No +4385-ZKVNW,Male,0,Yes,Yes,44,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),54.9,2549.1,No +5446-DKWYW,Female,1,Yes,Yes,61,Yes,Yes,DSL,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,65.2,3965.05,No +2034-CGRHZ,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.95,2496.7,Yes +5797-APWZC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.6,90.6,Yes +3683-QKIUE,Female,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),50.8,288.05,Yes +4228-ZGYUW,Male,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,368.1,Yes +9031-ZVQPT,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.2,7840.6,No +2990-IAJSV,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92,6632.75,No +8107-KNCIM,Male,1,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,1013.35,No +9027-YFHQJ,Male,0,No,No,7,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.05,152.95,No +5176-LDKUH,Female,0,No,No,48,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,No,Electronic check,75.15,3772.65,No +4644-OBGFZ,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,1026.35,No +7926-IJOOU,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.3,19.3,No +6480-YAGIY,Male,0,No,No,45,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),112.2,5031.85,No +4029-HPFVY,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.3,220.4,No +7602-DBTOU,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,1416.5,No +5345-BMKWB,Male,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,158.35,No +3519-ZKXGG,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.85,256.6,Yes +5457-COLHT,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.65,5542.55,No +6416-TVAIH,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.5,68.5,Yes +5451-YHYPW,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.75,8443.7,No +5108-ADXWO,Male,0,No,No,11,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.5,791.75,Yes +7998-WNZEM,Male,0,No,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),80.6,5708.2,No +3066-RRJIO,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.95,69.95,Yes +4664-NJCMS,Female,0,Yes,No,33,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.55,2016.3,No +0307-BCOPK,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.05,326.65,No +7629-WFGLW,Female,1,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,95.65,5471.75,No +2542-HYGIQ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.95,19.95,No +6715-OFDBP,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,70.05,346.4,Yes +5016-LIPDW,Male,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.4,1061.6,No +6481-LXPWL,Male,0,Yes,Yes,56,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),36.1,1971.5,No +1567-DSCIC,Male,0,No,No,8,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,94,773.65,Yes +2150-UWTFY,Female,0,Yes,Yes,22,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,61.15,1422.05,Yes +6124-ACRHJ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,No +9362-MWODR,Female,0,No,Yes,40,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),64.1,2460.35,No +9975-GPKZU,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.75,856.5,No +9625-RZFUK,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,1275.85,No +5153-LXKDT,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,110.2,7467.5,No +5161-UBZXI,Male,0,Yes,Yes,69,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),106.35,7261.75,No +1020-JPQOW,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,90.55,5116.6,No +7919-ZODZZ,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Mailed check,65.9,660.05,No +0565-JUPYD,Male,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,No,Credit card (automatic),104.5,6590.8,No +6867-ACCZI,Female,0,Yes,Yes,24,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,52.5,1208.15,No +5939-XAIXZ,Female,0,No,No,19,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,56.1,1033.9,No +9054-FOWNV,Male,0,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.75,1885.15,No +2683-BPJSO,Male,0,Yes,No,29,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,84.45,2467.1,Yes +2157-MXBJS,Male,0,Yes,No,13,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,75.3,989.45,Yes +8207-VVMYB,Female,0,Yes,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26,2006.95,No +9732-EQMWY,Female,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.4,5025,No +9360-AHGNL,Female,1,Yes,No,43,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,109.55,4830.25,Yes +1087-UDSIH,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,59.75,Yes +5269-NRGDP,Male,0,Yes,Yes,42,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,73.15,3088.25,No +6195-MELTI,Male,0,No,No,57,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Mailed check,54.65,3134.7,No +5485-WUYWF,Male,1,No,No,2,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),66.4,94.55,Yes +2121-JAFOM,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.55,8312.4,No +8818-DOPVL,Female,1,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.45,4863.85,No +2632-UCGVD,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.05,6871.9,Yes +5445-PZWGX,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,No,Electronic check,102,6529.25,Yes +1227-UDMZR,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),91.15,6637.9,No +5198-HQAEN,Male,0,Yes,Yes,35,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,89.7,3165.6,No +9170-CCKOU,Male,0,Yes,No,17,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Credit card (automatic),90.2,1454.15,Yes +2167-FQSTQ,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,92.4,6786.1,No +2819-GWENI,Female,0,Yes,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,543,No +1043-YCUTE,Male,0,Yes,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.15,1327.15,Yes +3814-MLAXC,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),79.85,2404.15,Yes +3572-UUHRS,Male,0,No,No,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),18.85,867.3,No +2692-PFYTJ,Female,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25.75,25.75,No +1226-UDFZR,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.6,114.7,Yes +5955-EPOAZ,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.95,109.5,No +6821-JPCDC,Female,0,Yes,No,48,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.05,4692.95,No +8815-LMFLX,Male,0,Yes,Yes,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.4,546.85,No +9135-HSWOC,Male,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.7,1274.05,No +8582-KRHPJ,Male,0,No,No,50,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,35,1782.4,No +5811-IWXYM,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),101.25,5301.1,No +7044-YAACC,Male,1,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,280.35,No +8189-XRIKE,Female,1,No,No,32,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.95,2897.95,No +1506-YJTYT,Male,0,Yes,Yes,45,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),73.85,3371,No +4123-DVHPH,Male,0,Yes,No,9,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,88.05,801.3,No +6425-YQLLO,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.95,6975.25,Yes +5442-UTCVD,Male,0,No,Yes,3,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,91.85,257.05,Yes +2228-BZDEE,Female,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,1079.45,No +7734-DBOAI,Female,0,Yes,Yes,1,No,No phone service,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,40.1,40.1,Yes +2789-CZANW,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),110.3,6997.3,No +2091-RFFBA,Female,1,No,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.9,2217.15,Yes +2114-MGINA,Female,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89.8,1129.1,Yes +7596-LDUXP,Female,0,No,No,12,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),85.15,979.05,No +3740-RLMVT,Male,1,Yes,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.95,4119.4,No +4489-SNOJF,Female,0,Yes,Yes,35,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,72.25,2568.55,Yes +2192-OZITF,Female,0,No,No,45,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Two year,No,Mailed check,73.55,3349.1,No +5651-CPDND,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46,492.1,No +2186-QZEYA,Female,1,No,No,29,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),58.55,1718.95,No +1131-ALZWV,Female,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.6,605.25,No +7729-XBTWX,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.75,1344.5,No +9134-WYRVP,Male,0,No,No,51,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,One year,No,Mailed check,86.35,4267.15,No +3284-SVCRO,Female,0,Yes,No,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.5,1121.05,No +9732-OUYRN,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19,918.7,No +0559-CKHUS,Female,0,Yes,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.55,521.8,No +2931-SVLTV,Male,0,Yes,Yes,40,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),110.1,4469.1,No +6899-PPEEA,Female,1,No,No,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.55,3580.3,Yes +7504-UWHNB,Male,0,No,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.75,1729.35,No +2582-FFFZR,Female,0,No,No,22,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.6,1073.3,No +8908-NMQTX,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.6,4566.5,No +2187-LZGPL,Female,0,No,No,7,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.1,293.3,Yes +1431-AIDJQ,Male,0,Yes,Yes,33,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),82.1,2603.1,No +6288-LBEAR,Female,0,No,No,23,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,79.1,1783.75,No +4597-NUCQV,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,2440.15,Yes +9019-QVLZD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79.55,79.55,Yes +8413-YNHNV,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,90.65,6322.1,No +5808-TOTXO,Female,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,57.4,No +4369-NYSCF,Male,0,No,No,56,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),75.75,4284.65,No +6333-YDVLT,Male,0,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110,7138.65,No +5324-KTGCG,Male,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.85,1539.75,No +5599-HVLTW,Female,1,No,No,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.35,1058.1,No +7394-LWLYN,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,123.8,No +3707-LRWZD,Female,0,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,No,Electronic check,84.05,2781.85,Yes +6873-UDNLD,Male,0,No,No,40,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,67.45,2731,No +2700-LUEVA,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.75,20.75,No +1455-ESIQH,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.1,89.1,Yes +0958-YHXGP,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.9,497.3,No +1101-SSWAG,Female,0,Yes,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.1,711.15,No +2979-SXESE,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,94.4,1607.2,Yes +4013-TLDHQ,Male,0,No,No,19,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.25,1490.95,Yes +5743-KHMNA,Male,0,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.55,1898.1,No +4194-FJARJ,Female,0,Yes,Yes,54,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),60,3273.95,No +5325-UWTWJ,Male,0,Yes,No,31,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),90.55,2929.75,No +3969-GYXEL,Female,0,No,No,11,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,76.4,838.7,No +9208-OLGAQ,Female,1,No,No,18,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,84.95,1443.65,No +3244-CQPHU,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.1,7746.7,No +2674-MLXMN,Female,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.65,6951.15,No +9708-HPXWZ,Male,1,No,No,5,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Credit card (automatic),45.4,214.75,No +6992-TKNYO,Male,0,Yes,No,38,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),69,2669.45,No +4468-YDOVK,Male,0,No,Yes,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),48.65,235.2,No +3754-DXMRT,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.15,92.65,Yes +5792-JALQC,Female,1,No,No,52,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Two year,No,Bank transfer (automatic),59.85,3103.25,No +7130-VTEWQ,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.75,606.25,Yes +2200-DSAAL,Female,0,No,No,68,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,80.65,5330.2,No +4302-ZYFEL,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,1403.1,No +9351-LZYGF,Female,0,Yes,No,42,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),66.4,2727.8,No +4366-CTOUZ,Female,0,No,No,50,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,100.2,5038.45,No +6121-VZNQB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.1,19.1,Yes +7903-CMPEY,Male,1,Yes,No,1,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.3,80.3,Yes +1518-OMDIK,Male,0,Yes,No,33,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.55,1462.6,No +6671-NGWON,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,150.6,No +0595-ITUDF,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,91.8,5960.5,No +6996-KNSML,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.9,74.9,Yes +1955-IBMMB,Male,0,No,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.2,1192.3,No +0096-BXERS,Female,0,Yes,No,6,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,50.35,314.55,No +3806-YAZOV,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.8,56,No +7998-ZLXWN,Female,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.45,330.8,No +6253-WRFHY,Male,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,64.75,877.35,No +9133-AYJZG,Female,0,No,No,23,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.7,2249.1,No +2675-OTVVJ,Male,1,Yes,No,31,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,89.45,2807.65,No +8680-CGLTP,Male,0,No,No,29,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,58.75,1696.2,No +8430-TWCBX,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.7,1032.05,No +5018-GWURO,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.6,4902.8,No +6741-QRLUP,Female,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),80.3,4995.35,No +4737-HOBAX,Male,0,Yes,No,63,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),79.8,5034.05,No +0537-QYZZN,Male,1,Yes,Yes,24,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.85,1857.75,No +3340-QBBFM,Male,1,Yes,No,36,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),54.1,1992.85,No +1704-NRWYE,Female,1,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.85,751.65,Yes +2592-SEIFQ,Male,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.75,66.95,Yes +8200-KLNYW,Female,0,Yes,No,21,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,80.9,1714.95,No +3372-CDXFJ,Male,0,Yes,Yes,13,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.5,343.6,No +4781-ZXYGU,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.15,20.15,No +7632-YUTXB,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,520.1,No +2718-YSKCS,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.6,1387.45,No +9896-UYMIE,Male,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),114.3,7383.7,No +0853-NWIFK,Female,0,No,No,45,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,100.3,4483.95,No +8212-CRQXP,Female,0,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80,1706.45,No +6980-CDGFC,Female,0,Yes,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.85,1327.4,No +7691-XVTZH,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),89.95,5974.3,No +2520-SGTTA,Female,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20, ,No +7481-ATQQS,Female,1,No,No,49,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.85,4515.85,Yes +2277-VWCNI,Female,1,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,48.75,179.85,No +1088-CNNKB,Male,0,Yes,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),80,5040.2,No +8642-GVWRF,Female,0,Yes,No,2,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),79.7,165,Yes +1930-BZLHI,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.35,422.7,No +3400-ESFUW,Male,0,Yes,Yes,55,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),57.55,3046.4,Yes +5868-YTYKS,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No +3525-DVKFN,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,358.05,No +1482-OXZSY,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.4,2936.25,No +0377-JBKKT,Male,0,Yes,Yes,22,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,57.95,1271.8,No +5778-BVOFB,Female,0,No,No,9,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.5,530.05,No +3373-YZZYM,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,19.2,No +2057-ZBLPD,Female,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.5,1808.7,Yes +0228-MAUWC,Male,0,No,No,19,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,59.55,1144.6,No +5502-RLUYV,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.95,7446.9,Yes +0023-HGHWL,Male,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.1,25.1,Yes +7663-YJHSN,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),103.95,7556.9,No +4915-BFSXL,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Two year,No,Credit card (automatic),68.95,4858.7,No +3086-RUCRN,Female,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),103.1,6595,No +5215-LNLDJ,Female,0,Yes,Yes,7,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.7,149.05,No +7576-JMYWV,Female,1,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.2,4972.1,No +9039-RBEEE,Male,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),48.95,1880.85,Yes +0257-KXZGU,Female,0,Yes,Yes,32,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),62.45,2045.55,No +1307-ATKGB,Male,0,No,No,24,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.55,2187.15,No +8417-FMLZI,Male,0,Yes,Yes,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),83.55,477.55,Yes +3714-XPXBW,Female,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),78.9,2976.95,No +1850-AKQEP,Male,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,178.7,No +2824-DXNKN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),71.45,5025.85,No +5227-JSCFE,Male,1,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),46.35,3353.4,No +0848-ZGQIJ,Female,0,Yes,No,16,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.65,1461.15,No +3621-CHYVB,Female,0,Yes,No,57,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),49.9,2782.4,No +8042-RNLKO,Male,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.45,1699.15,No +1792-UXAFY,Female,1,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.15,1496.9,Yes +5372-FBKBN,Female,0,No,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,452.2,No +0420-TXVSG,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),66.1,4428.45,No +6217-TOWGS,Female,0,Yes,No,17,Yes,Yes,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),75.4,1322.55,No +0515-YPMCW,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.45,70.45,Yes +0378-XSZPU,Male,0,Yes,No,58,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Credit card (automatic),60.3,3563.8,Yes +1045-LTCYT,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.05,139.75,No +1544-JJMYL,Male,0,No,No,27,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Credit card (automatic),69.35,1927.3,No +4636-JGAAI,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,88.85,3000.25,No +6874-SGLHU,Male,0,No,No,30,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),97,3021.3,No +5951-AOFIH,Male,0,No,No,33,Yes,No,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),66.4,2245.4,No +4729-XKASR,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.75,24.75,Yes +3059-NGMXB,Male,0,Yes,Yes,14,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,69.2,944.65,No +8652-YHIYU,Female,0,No,Yes,16,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),79.5,1264.2,No +5278-PNYOX,Female,0,No,No,49,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),100.65,4917.75,No +5449-FIBXJ,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.3,2012.7,Yes +3486-HOOGQ,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),79.7,5743.3,No +5061-PBXFW,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.4,1864.65,No +8630-FJLIB,Female,0,No,No,18,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,1221.65,No +3891-NLXJB,Male,0,No,No,37,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,40.55,1390.85,No +4749-OJKQU,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.65,302.35,No +0577-WHMEV,Female,0,Yes,No,16,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,90.7,1374.9,No +5453-AXEPF,Male,0,Yes,No,17,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.5,1336.9,No +3639-XJHKQ,Female,0,No,Yes,19,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,60.6,1297.8,No +3716-LRGXK,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),101.15,6067.4,No +2263-SFSQZ,Male,0,Yes,Yes,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.95,1222.25,No +9950-MTGYX,Male,0,Yes,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.3,487.95,No +3397-AVTKU,Male,0,No,No,43,Yes,No,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Electronic check,60,2548.55,No +4825-FUREZ,Male,0,Yes,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.25,835.5,No +9837-BMCLM,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.5,242.05,Yes +2672-OJQZP,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.75,44.75,No +0137-UDEUO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,63.75,Yes +3134-DSHVC,Female,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Credit card (automatic),98,6218.45,No +6161-UUUTA,Male,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.9,260.9,Yes +7821-DPRQE,Male,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.7,7320.9,No +6543-XRMYR,Female,1,No,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.7,2967.35,Yes +2001-EWBQU,Female,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,104.7,6333.8,No +4925-LMHOK,Male,0,No,No,15,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),58.6,939.7,Yes +1608-GMEWB,Male,1,No,No,45,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.9,4200.25,No +6695-AMZUF,Female,0,Yes,No,70,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,5950.2,No +1455-UGQVH,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,1037.75,Yes +8410-BGQXN,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,93.4,No +8280-MQRQN,Female,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.45,50.45,Yes +1619-YWUBB,Female,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1614.9,No +7611-YKYTC,Male,0,Yes,Yes,22,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75,1573.95,No +2037-SGXHH,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,94.65,3624.3,Yes +3178-FESZO,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.25,100.25,Yes +0365-GXEZS,Male,0,Yes,No,18,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,78.2,1468.75,No +0082-OQIQY,Male,0,No,No,29,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,2607.6,No +6087-MVHJH,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,88.45,1422.1,Yes +4603-JANFB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,69.85,Yes +3018-TFTSU,Male,0,No,No,12,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),81.7,858.6,Yes +3606-SBKRY,Male,0,No,No,31,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,50.05,1523.4,No +4806-KEXQR,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.9,324.3,Yes +0667-NSRGI,Female,0,Yes,No,48,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Mailed check,69.55,3435.6,No +7083-YNSKY,Female,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),25.4,399.6,Yes +6893-ODYYE,Male,0,No,No,50,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),90.1,4549.45,No +8242-JSVBO,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.65,322.5,No +2479-BRAMR,Male,1,Yes,No,41,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),83.75,3273.55,Yes +9541-ZPSEA,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Two year,No,Credit card (automatic),80.35,5375.15,No +2665-NPTGL,Female,1,Yes,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.1,2510.7,No +1139-WUOAH,Male,0,No,No,57,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),53.35,3090.05,No +4693-VWVBO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.55,61.05,No +7434-SHXLS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,Yes +6937-GCDGQ,Male,0,Yes,Yes,19,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),48.95,955.6,No +0988-JRWWP,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.2,140.4,No +5075-JSDKI,Female,0,No,No,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.45,1493.1,No +7908-QCBCA,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.4,69.4,Yes +8644-XYTSV,Male,0,Yes,No,42,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),40.15,1626.05,No +6711-FLDFB,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,541.15,Yes +3873-WOSBC,Male,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1784.9,No +7465-ZZRVX,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,70.35,No +7975-JMZNT,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),91.7,6075.9,No +7251-XFOIL,Female,0,No,No,61,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,89.2,5500.6,No +4116-IQRFR,Male,0,Yes,Yes,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.1,73.1,No +3714-JTVOV,Female,1,Yes,No,42,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.15,3229.4,Yes +8259-DZLIZ,Female,0,Yes,Yes,64,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),53.85,3399.85,No +0442-ZXKVS,Female,1,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),115.6,6431.05,No +7853-WNZSY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.75,19.75,No +3120-FAZKD,Male,0,Yes,Yes,54,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.05,1230.9,No +8606-OEGQZ,Female,0,No,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.3,454.65,No +0225-ZORZP,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,84.3,235.05,No +4702-IOQDC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,70.1,Yes +9489-JMTTN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.75,6595.9,No +0575-CUQOV,Male,1,Yes,No,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.95,5867,No +0967-BMLBD,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20,196.35,No +6178-KFNHS,Female,0,No,Yes,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.3,909.25,Yes +2830-LEWOA,Male,0,Yes,Yes,61,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),103.9,6449.15,No +5006-MXVRN,Female,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.7,762.45,No +1264-BYWMS,Male,0,No,No,55,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.8,5283.95,Yes +9658-WYUFB,Female,0,No,No,17,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.4,1617.5,Yes +8327-WKMIE,Male,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.15,785.75,No +6917-FIJHC,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26,1776,No +5329-KRDTM,Male,1,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),77.35,5396.25,No +7797-EJMDP,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),66.05,574.5,No +3530-VWVGU,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,400.3,No +2013-SGDXK,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,84.3,84.3,Yes +6368-NWMCE,Female,0,No,No,38,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),68.15,2656.3,No +3633-CDBUW,Male,0,No,Yes,17,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,80.85,1445.95,No +0707-HOVVN,Female,1,No,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.5,5212.65,No +8580-QVLOC,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),92.45,6440.25,Yes +3956-MGXOG,Female,0,No,No,28,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.6,2244.95,No +9274-UARKJ,Female,0,No,No,15,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),83.2,1130,No +4077-HWUYD,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),87.55,6463.15,No +2012-NWRPA,Female,1,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.55,1131.2,Yes +8808-ELEHO,Male,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.25,585.95,Yes +0103-CSITQ,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.4,6252.7,No +3506-LCJDC,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.95,19.95,Yes +8671-KKKOS,Female,0,Yes,No,46,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,45.55,2062.15,No +7305-ZWMAJ,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.7,587.1,No +9518-XXBXE,Male,1,Yes,No,10,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.3,720.45,No +3934-HXCFZ,Male,0,Yes,No,23,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,99.25,2186.4,Yes +6578-KRMAW,Male,0,No,No,32,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),93.4,2979.3,No +4860-IJUDE,Male,0,No,No,13,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.75,956.65,No +7666-WKRON,Female,0,No,No,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Two year,Yes,Electronic check,80.45,3201.55,Yes +9688-YGXVR,Female,0,No,No,44,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),88.15,3973.2,No +0423-UDIJQ,Male,1,No,No,9,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,49.2,447.9,No +1945-XISKS,Female,0,Yes,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,1335.2,No +4910-AQFFX,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.35,661.25,Yes +2154-KVJFF,Female,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.75,1111.85,Yes +5360-LJCNJ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.15,7555,No +2607-FBDFF,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),49,49,No +9647-ERGBE,Female,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3046.15,Yes +3428-XZMAZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,69.35,Yes +1100-DDVRV,Male,0,Yes,No,17,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,49.8,836.35,No +0378-TOVMS,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,85.8,272.2,Yes +4355-HBJHH,Male,0,Yes,Yes,67,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,79.7,5293.4,Yes +6728-WYQBC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,20.95,No +9058-CBREO,Female,1,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.55,50.55,Yes +9029-FEGVJ,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,79.3,2570,No +7216-KAOID,Male,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.5,798.2,No +0318-QUUOB,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.55,80.55,Yes +6145-NNPNO,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.15,44.15,No +5520-FVEWJ,Female,0,Yes,Yes,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.5,916.9,Yes +5339-TJFEK,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,6487.2,No +5572-ZDXHY,Female,0,No,No,22,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,84.3,1855.65,Yes +2074-GUHPQ,Female,0,No,Yes,17,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),92.7,1556.85,No +4625-XMOYM,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26.25,1988.05,No +5827-MWCZK,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.95,5432.2,No +1385-TQOZW,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,147.55,No +5914-XRFQB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.8,8424.9,No +4329-YPDDQ,Male,0,No,No,20,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.2,2203.7,No +4804-NCPET,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,387.4,No +3750-CKVKH,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,67.75,116.65,Yes +5944-UGLLK,Male,0,No,No,53,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),54.9,3045.75,No +8063-GBATB,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.25,2287.25,Yes +7787-BNTZM,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,130.5,No +2252-ISRNH,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,90.35,767.9,No +9415-TPKRV,Female,0,Yes,Yes,8,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.75,446.8,No +5322-TEUJK,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.6,8100.25,No +4547-KQRTM,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.05,830.7,Yes +4877-EVATK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,20,Yes +1866-DIOQZ,Female,0,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),66.8,4689.15,No +8375-KVTHK,Male,0,Yes,No,68,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.3,6754.35,No +2697-NQBPF,Male,0,No,No,34,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.35,3540.65,No +3709-OIJEA,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,85.2,2184.6,No +7639-SUPCW,Female,0,No,No,22,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.8,1054.6,Yes +1386-ZIKUV,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.95,130.55,No +0599-XNYDO,Female,0,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.8,1540.35,No +6377-WHAOX,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.15,6411.25,No +6855-VLGOS,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.55,1432.55,No +8999-XXGNS,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.75,7629.85,No +8746-OQQRW,Male,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.25,101.9,No +3181-MIZBN,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,313.4,No +0471-ARVMX,Female,1,Yes,No,62,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.85,6312.9,No +7766-CLTIC,Female,0,No,No,10,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,60.95,629.55,No +5650-YLIBA,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.15,2640.55,No +0825-CPPQH,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.1,1372.45,No +9084-OAYKL,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.8,1212.25,No +6122-LJADA,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.15,6237.05,No +2400-XIWIO,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.1,6310.9,No +7524-VRLPL,Male,1,No,No,69,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),74.1,5031,No +1069-XAIEM,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.05,85.05,Yes +7569-NMZYQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),118.75,8672.45,No +5201-USSQZ,Female,0,Yes,No,26,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),85.9,2196.45,No +2105-PHWON,Female,0,Yes,No,33,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95,3008.15,No +1494-EJZDW,Female,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,220.8,No +4884-TVUQF,Female,1,No,No,57,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),101.3,5779.6,No +8003-EWNDZ,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21.2,222.65,No +1897-RCFUM,Female,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.2,914.6,No +9256-JTBNZ,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.3,246.3,No +4658-HCOHW,Female,0,Yes,Yes,21,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,102.8,2110.15,Yes +2211-RMNHO,Female,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.3,5560,No +2432-TFSMK,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),89.6,1633,No +3440-JPSCL,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.95,547.65,Yes +4929-ROART,Male,0,No,No,18,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,56.25,969.85,No +1834-ABKHQ,Female,0,Yes,Yes,52,Yes,No,DSL,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),50.95,2610.65,No +1741-WTPON,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,115.85,6567.9,No +3932-IJWDZ,Male,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.65,4747.85,No +1240-HCBOH,Female,0,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26.1,1759.55,No +3594-KADLU,Male,0,Yes,No,3,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,35.1,101.1,No +8065-BVEPF,Male,1,No,No,65,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.1,6496.15,No +3796-ENZGF,Male,0,Yes,No,63,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Mailed check,67.25,4234.15,No +1734-ZMNTZ,Female,0,Yes,Yes,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,300.7,No +2853-CWQFQ,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,59.55,59.55,No +0813-TAXXS,Male,0,No,No,55,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),77.8,4323.35,No +2519-TWKFS,Male,0,Yes,Yes,25,Yes,Yes,DSL,No,No,No,Yes,No,No,One year,Yes,Mailed check,55.1,1466.1,No +2889-FPWRM,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),117.8,8684.8,Yes +0626-QXNGV,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.15,1776.45,No +6723-CEGQI,Female,0,No,Yes,65,No,No phone service,DSL,No,Yes,No,Yes,Yes,No,Two year,No,Mailed check,45.25,2933.95,No +6987-XQSJT,Female,1,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.5,4370.25,Yes +4732-RRJZC,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,144.35,No +9499-XPZXM,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),64.75,4804.75,No +4338-EYCER,Male,0,Yes,No,21,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),54.6,1125.2,No +3007-FDPEA,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.7,39.85,No +6350-XFYGW,Male,1,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,422.4,No +4290-BSXUX,Male,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),79.65,251.75,Yes +8513-OLYGY,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.8,8332.15,No +0311-QYWSS,Female,0,No,No,6,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.45,314.6,No +8705-DWKTI,Male,0,No,No,52,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),83.8,4331.4,No +8755-IWJHN,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.35,6382,No +0325-XBFAC,Male,0,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,740.3,Yes +4480-QQRHC,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.05,600.15,No +0929-PECLO,Female,1,No,No,63,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.6,5538.8,No +3680-CTHUH,Male,0,No,No,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),116.6,7049.5,No +1202-KKGFU,Female,0,Yes,No,12,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.2,690.5,No +6112-KTHFQ,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,279.3,No +1852-XEMDW,Male,0,No,No,22,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,65.05,1427.55,No +2462-XIIJB,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,92.5,452.7,Yes +4760-XOHVN,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,19.45,Yes +1820-DJFPH,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.05,1709.15,No +9426-SXNHE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),18.75,53.15,No +9068-FHQHD,Female,0,Yes,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,777.35,No +1269-FOYWN,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20,860.85,No +9470-YFUYI,Male,1,Yes,No,71,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),71,5012.1,No +7817-BOQPW,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.55,166.3,Yes +7402-EYFXX,Male,1,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.6,2404.1,No +1853-UDXBW,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70,70,Yes +9895-VFOXH,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.4,24.4,No +5458-CQJTA,Male,0,Yes,Yes,65,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.8,4820.15,Yes +1230-QAJDW,Male,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,65.25,209.9,No +5701-ZIKJE,Male,0,No,No,13,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.55,610.75,No +5219-YIPTK,Female,0,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,3409.6,Yes +5032-MIYKT,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.7,70.7,No +7396-VJUZB,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.25,155.35,No +9717-QEBGU,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,144,No +5172-RKOCB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.95,7875,No +6509-TSGWN,Female,0,Yes,Yes,37,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,26.45,911.6,No +3540-RZJYU,Female,0,No,No,15,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,86.2,1270.2,Yes +3178-CIFOT,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.65,478.1,No +2091-MJTFX,Female,0,Yes,Yes,30,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),51.2,1561.5,Yes +4530-NDRKU,Female,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.05,761.85,No +5985-TBABQ,Female,0,No,No,32,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,74.75,2282.95,No +9800-ONTFE,Female,0,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.8,1615.1,No +6743-HHQPF,Male,0,Yes,No,42,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.1,1097.15,No +8455-HIRAQ,Female,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.45,369.3,No +6616-AALSR,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),104.3,6725.3,No +0883-EIBTI,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,31.55,Yes +9415-ZNBSX,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89,6293.2,No +4018-KJYUY,Male,0,No,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.15,432.5,No +0722-TROQR,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,321.75,Yes +7571-YXDAD,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),74.9,147.15,Yes +3884-UEBXB,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),36.15,2434.45,No +8780-RSYYU,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.2,532.1,No +5537-UXXVS,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.25,375.25,No +1791-PQHBB,Female,0,No,Yes,2,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),61.2,125.95,No +8701-DGLVH,Male,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,1042.65,No +8741-LQOBK,Female,0,Yes,Yes,46,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),35.05,1620.25,No +3393-FMZPV,Female,0,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,2387.75,Yes +8082-GHXOP,Male,0,No,Yes,13,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44,659.35,No +6402-ZFPPI,Female,1,No,No,25,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,102.8,2660.2,Yes +0980-FEXWF,Male,0,Yes,Yes,26,Yes,No,DSL,No,No,Yes,No,No,No,One year,No,Mailed check,50.35,1285.8,No +7486-KSRVI,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100,4211.55,Yes +3011-WQKSZ,Male,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20,377.55,No +8443-WVPSS,Male,0,Yes,No,10,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.85,990.9,Yes +3006-XIMLN,Female,0,No,Yes,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.2,193.8,Yes +8218-FFJDS,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.4,6058.95,No +1986-PHGZF,Male,1,No,No,18,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),58.4,964.9,No +9965-YOKZB,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.85,790.15,Yes +0504-HHAPI,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),88.3,2467.75,Yes +9360-OMDZZ,Male,0,No,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.1,2322.85,No +6305-YLBMM,Male,0,No,No,69,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.05,7262,Yes +0345-XMMUG,Female,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.9,4854.3,No +8024-XNAFQ,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),107.4,7748.75,No +3647-GMGDH,Male,0,Yes,No,22,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.7,1914.9,Yes +2988-GBIVW,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.85,6470.1,No +2832-SCUCO,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.9,57.4,No +7036-ZZKBD,Male,0,Yes,No,31,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),66.4,2019.8,No +3791-LGQCY,Female,1,Yes,No,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.65,5688.05,Yes +0265-PSUAE,Female,0,Yes,Yes,16,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),100.7,1522.7,No +0463-TXOAK,Male,0,No,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1334.5,No +0594-UFTUL,Male,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.85,252,No +9509-MPYOD,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.75,700.45,No +9128-CPXKI,Female,0,No,No,59,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,95.8,5655.45,No +0129-KPTWJ,Male,0,Yes,No,72,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,6747.35,No +8166-ZZTFS,Female,1,Yes,No,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.55,5265.1,Yes +5855-EIBDE,Female,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),106.65,5174.35,No +5365-LLFYV,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,105.6,No +5956-YHHRX,Male,1,No,No,21,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.35,2271.85,No +6008-NAIXK,Male,1,No,No,54,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,55.45,2966.95,No +2956-GGUCQ,Male,1,Yes,No,24,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.85,1772.25,Yes +1928-BXYIV,Male,0,No,No,1,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,61.15,61.15,No +5760-FXFVO,Male,0,No,No,6,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,494.95,No +6595-COKXZ,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.45,44.45,Yes +0961-ZWLVI,Male,0,No,Yes,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.2,5290.45,No +5181-OABFK,Female,0,Yes,Yes,56,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),61.3,3346.8,No +4007-NHVHI,Female,1,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,96.85,5219.65,No +7816-VGHTO,Female,0,Yes,Yes,6,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Mailed check,40.55,217.5,No +5871-DGTXZ,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,607.7,No +7550-WIQVA,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.25,5431.4,No +7544-ZVIKX,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.05,6004.85,No +0016-QLJIS,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,90.45,5957.9,No +7508-DQAKK,Female,0,No,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),86.4,5442.05,No +5176-OLSKT,Female,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),66.9,4370.25,No +9356-AXGMP,Male,0,Yes,No,38,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.7,4428.6,No +3556-BVQGL,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20,416.45,No +0362-ZBZWJ,Male,0,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,3067.2,Yes +8979-CAMGB,Male,1,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,102.1,6688.1,No +4211-MMAZN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,20.25,Yes +7581-EBBOU,Female,0,No,No,60,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.15,4224.7,No +4274-OWWYO,Male,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,74.35,Yes +5073-RZGBK,Female,0,Yes,Yes,50,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),80.05,4042.2,No +1541-ETJZO,Male,0,No,No,1,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,62.05,62.05,Yes +2192-CKRLV,Female,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,49.2,3580.95,No +3154-HMWUU,Male,0,Yes,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.5,1198.8,No +6119-SPUDB,Male,0,No,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,38.25,1755.35,No +6522-OIQSX,Female,0,Yes,Yes,69,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),54.95,3772.5,No +7813-ZGGAW,Male,1,No,No,31,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),96.6,2877.95,No +8748-HFWBO,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,357.7,No +1052-QJIBV,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1397.3,No +1319-YLZJG,Male,0,Yes,No,12,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.6,959.9,No +4106-HADHQ,Male,0,Yes,Yes,39,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),80,3182.95,Yes +0723-FDLAY,Male,0,No,No,44,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),85.25,3704.15,No +3050-RLLXC,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),81.25,4620.4,No +9298-WGMRW,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.5,8312.75,No +2369-UAPKZ,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,104.1,541.9,Yes +3088-LHEFH,Female,0,No,No,11,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79,929.3,No +2778-OCLGR,Male,1,Yes,No,24,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),39.1,971.3,Yes +6583-KQJLK,Female,1,Yes,No,15,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,1285.05,No +8544-JNBOX,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.8,1521.2,No +6681-ZSEXG,Male,0,Yes,No,56,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),59.5,3389.25,No +6139-ZZRBQ,Male,1,No,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,1198.05,No +6116-RFVHN,Female,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.45,3414.65,No +0637-KVDLV,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,162.45,Yes +8884-FEEWR,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.6,754,No +3125-RAHBV,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.3,467.15,No +6633-MPWBS,Male,0,No,No,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.2,216.9,Yes +0373-AIVNJ,Male,0,No,No,9,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,One year,No,Mailed check,39.55,373,No +8785-EPNCG,Male,0,No,No,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),23.15,245.2,Yes +1682-VCOIO,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,481.1,No +5729-KLZAR,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.85,302.75,Yes +2072-ZVJJX,Male,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.25,1728.2,No +8849-AYPTR,Male,0,Yes,No,33,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,91.25,2964.05,No +9518-IMLHK,Male,0,No,No,31,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),72.45,2156.25,No +1582-RAFML,Male,0,No,No,1,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,60.1,60.1,Yes +3646-ITDGM,Female,0,No,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1051.9,No +8740-CRYFY,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.95,78.95,Yes +3569-VLDHH,Male,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,75.1,5013,No +8224-KDLKN,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25,1738.9,No +7594-LZNWR,Male,1,No,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),69.15,2275.1,No +4001-TSBTV,Female,0,Yes,Yes,58,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.55,5511.65,No +2962-XPMCQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.15,98.5,Yes +8727-XDPUD,Male,0,No,No,37,No,No phone service,DSL,No,No,No,No,Yes,No,Two year,No,Credit card (automatic),35.8,1316.9,No +1043-UXOVO,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.15,7993.3,No +1064-FBXNK,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.85,19.85,No +3996-ZNWYK,Male,1,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,1388.45,No +2878-DHMIN,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.9,666,No +7762-ONLJY,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,94.45,No +1678-FYZOW,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.4,244.65,Yes +5795-BKOYE,Female,0,Yes,Yes,69,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,No,Bank transfer (automatic),59.1,4134.7,No +8627-EHGIP,Male,0,No,No,44,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,53.95,2375.4,Yes +7402-PWYJJ,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Electronic check,91.15,4862.5,No +5480-TBGPH,Female,0,Yes,No,24,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.3,2431.35,Yes +0018-NYROU,Female,0,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.95,351.5,No +7501-VTYLJ,Female,0,No,Yes,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,51.55,106.2,No +7608-RGIRO,Male,0,No,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.4,1413,No +0480-BIXDE,Female,0,Yes,No,19,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.8,1743.05,No +5895-QSXOD,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.05,657.5,No +9814-AOUDH,Male,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1050.5,No +6175-IRFIT,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,78.75,426.35,No +8760-ZRHKE,Female,1,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,One year,No,Electronic check,69.2,4982.5,No +1622-HSHSF,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,19.55,No +8854-CCVSQ,Male,0,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.65,1451.9,Yes +6749-UTDVX,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,103.65,7634.8,No +5542-DHSXL,Female,0,Yes,No,4,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.7,235.05,No +9102-OXKFY,Male,0,No,No,59,Yes,Yes,DSL,No,No,Yes,No,No,No,Two year,No,Credit card (automatic),54.15,3116.15,No +0511-JTEOY,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,71.1,71.1,Yes +5216-WASFJ,Female,1,Yes,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.85,2633.4,No +7808-DVWEP,Male,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20,49.65,No +7067-KSAZT,Female,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.25,6979.8,Yes +2284-VFLKH,Male,0,Yes,No,49,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),99.25,4920.8,No +0366-NQSHS,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,46.35,No +6532-YLWSI,Female,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.8,1021.8,Yes +3807-BPOMJ,Female,0,Yes,No,55,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,94.75,5276.1,No +3892-NXAZG,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.05,8289.2,No +4948-WBBKL,Female,1,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,2659.45,No +4182-BGSIQ,Female,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.8,196.75,No +9300-AGZNL,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94,94,Yes +0988-AADSA,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),80.85,5824.75,No +9972-NKTFD,Female,0,No,No,28,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.65,1517.5,No +3717-LNXKW,Male,0,Yes,No,38,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),91.7,3479.05,No +5734-EJKXG,Female,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,118.6,7365.7,No +2207-RYYRL,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1331.05,No +6729-FZWSY,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.45,1195.95,No +9695-IDRZR,Female,0,No,Yes,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.15,3946.9,No +8144-DGHXP,Female,0,No,No,54,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,80.6,4299.95,No +7814-LEEVE,Female,0,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.3,20.3,No +1112-CUNAO,Female,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.85,1424.95,Yes +5175-AOBHI,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,46,193.6,Yes +5174-RNGBH,Female,0,No,No,9,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,66.25,620.55,Yes +8631-WUXGY,Female,0,No,Yes,46,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,4391.25,No +7270-BDIOA,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,90,1993.8,Yes +9565-JSNFM,Male,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.45,2597.6,Yes +5906-DVAPM,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),75,4213.9,No +6654-QGBZZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,No +8348-JLBUG,Male,1,Yes,No,64,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),80.3,5017.7,No +0607-DAAHE,Male,0,No,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1052.35,Yes +5641-DMBFJ,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.3,4916.4,No +9200-NLNPD,Male,0,Yes,No,56,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),54.05,2959.8,No +2664-XJZNO,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.9,7559.55,No +9732-KPKBW,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,53.95,53.95,Yes +3339-EAQNV,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),97.25,7133.1,No +0921-OHLVP,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,83.05,1799.3,No +3389-YGYAI,Female,1,No,No,8,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,829.55,Yes +9560-ARGQJ,Female,0,No,Yes,16,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81,1312.15,Yes +8350-NYMVI,Female,0,No,No,39,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),41.1,1597.05,No +1600-DILPE,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45,524.35,No +0536-ESJEP,Male,0,Yes,No,54,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.55,4191.45,No +4654-GGUII,Female,0,No,No,18,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,40.2,711.95,No +6478-HRRCZ,Male,0,Yes,No,32,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,No,Mailed check,70.5,2201.75,No +8510-BBWMU,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.75,806.95,No +6857-TKDJV,Male,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.65,1620.45,No +2360-RDGRO,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.25,6812.95,No +0584-BJQGZ,Female,0,No,No,25,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),78.35,1837.9,No +5134-IKDAY,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,69.8,Yes +1360-XFJMR,Female,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),109.7,7344.45,No +3070-DVEYC,Male,1,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,73.75,545.15,Yes +5730-RIITO,Female,1,No,No,43,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),33.45,1500.25,No +9058-MJLZC,Female,0,No,No,24,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,2283.15,No +5707-ORNDZ,Male,1,No,No,9,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,54.55,494.05,Yes +0902-XKXPN,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1376.5,No +5177-RVZNU,Female,0,No,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.3,755.4,No +0056-EPFBG,Male,0,Yes,Yes,20,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),39.4,825.4,No +8993-IZEUX,Male,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.15,488.65,No +8696-JKZNU,Female,1,No,No,37,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.25,2841.55,Yes +5380-AFSSK,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.9,486.85,Yes +8190-ZTQFB,Male,0,No,No,41,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,51.35,2075.1,No +0931-MHTEM,Female,0,No,No,54,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.05,5299.65,No +2055-PDADH,Female,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.4,204.7,Yes +7515-LODFU,Male,1,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1356.3,No +0440-UEDAI,Female,0,No,No,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),94.45,5042.75,No +1337-BOZWO,Male,0,Yes,Yes,18,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),46.4,812.4,No +0868-VJRDR,Male,0,Yes,No,64,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.05,6605.55,No +8714-EUHJO,Female,0,Yes,Yes,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,91.15,2995.45,Yes +6344-SFJVH,Female,0,No,No,20,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),24.9,505.95,No +3950-VPYJB,Male,0,Yes,Yes,57,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,59.6,3509.4,No +8041-TMEID,Male,1,Yes,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),108.5,6991.9,No +7321-ZNSLA,Male,0,Yes,Yes,13,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,40.55,590.35,No +6941-KXRRV,Female,1,Yes,No,48,Yes,No,DSL,No,Yes,No,No,No,Yes,One year,Yes,Bank transfer (automatic),58.95,2789.7,No +3721-CNEYS,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.95,137.95,Yes +8727-JQFHV,Male,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1123.15,No +9475-NNDGC,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),113.15,7953.25,No +1355-KUSBG,Female,0,Yes,Yes,7,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,48.8,349.8,No +3688-FTHLT,Female,0,No,No,16,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),63.05,1067.05,No +0899-LIIBW,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.85,3527.3,No +2568-OIADY,Female,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,3762,Yes +1384-RCUXW,Male,0,No,No,16,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.55,1248.9,No +5825-XJOCM,Male,0,No,Yes,48,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),64.4,3035.35,No +6848-YLDFR,Male,0,Yes,Yes,58,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),75.2,4300.8,No +8125-QPFJD,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.9,6065.3,No +2320-YKQBO,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,144.95,No +1193-RTSLK,Female,0,No,No,38,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),83.9,3233.6,Yes +2302-ANTDP,Female,1,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,117.45,5438.9,Yes +5923-GXUOC,Male,0,No,No,10,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,1081.45,Yes +4973-RLZVI,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Credit card (automatic),74.65,2308.6,No +7869-ZYDST,Male,0,Yes,No,31,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),59.05,1882.8,No +4501-UYKBC,Female,1,No,No,46,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),69.1,3255.35,No +1215-EXRMO,Male,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1067.65,No +2305-MRGLV,Male,0,Yes,No,28,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),76.55,2065.4,No +8404-VIOMB,Female,0,No,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),62.5,4136.4,No +5233-GEEAX,Male,1,No,No,8,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.4,221.9,Yes +2359-KLTEK,Female,0,Yes,Yes,41,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.9,3848,No +5304-EFJLP,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.65,8022.85,No +2673-ZALNP,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,173.15,No +9184-GALIL,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,781.25,No +4393-RYCRE,Male,0,No,No,44,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.05,4510.8,No +9746-MDMBK,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),113.45,5317.8,No +3162-ZJZFU,Male,0,Yes,Yes,53,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,92.55,4779.45,No +8404-GFGCZ,Male,0,Yes,No,4,Yes,Yes,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,65.6,250.1,No +8875-AKBYH,Male,1,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.35,1745.2,No +4432-ADRLB,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.65,74.9,Yes +0533-UCAAU,Male,1,Yes,No,57,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),71.1,4140.1,No +1394-SUIUH,Female,1,Yes,No,44,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.15,3670.5,No +3521-MNKLV,Male,0,No,No,24,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.7,1167.8,No +2533-TIBIX,Male,0,Yes,Yes,15,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.2,469.65,No +8993-PHFWD,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,58.9,Yes +1565-RHDJD,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),84.05,333.55,Yes +7137-RYLPP,Male,1,Yes,No,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.7,3171.15,Yes +3765-JXVKY,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes +5092-STPKP,Female,0,No,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),56.35,1381.2,No +7330-WZLNC,Female,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.8,455.5,Yes +0114-PEGZZ,Female,0,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,107.55,3645.5,No +3359-DSRKA,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,1158.85,No +8639-NHQEI,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Bank transfer (automatic),95.9,6954.15,No +7161-DFHUF,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.85,1672.1,No +3957-LXOLK,Female,1,No,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.15,3152.5,Yes +3720-DBRWL,Male,0,Yes,No,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.85,4307.1,No +6635-MYYYZ,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),85.35,2530.4,Yes +8565-WUXZU,Male,1,Yes,No,72,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),84.8,6141.65,No +5281-BUZGT,Male,1,No,No,36,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.85,3186.7,Yes +4994-OBRSZ,Male,0,No,Yes,14,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),76.1,1054.8,No +0562-FGDCR,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Mailed check,74.55,5430.65,No +2436-QBZFP,Female,0,Yes,Yes,22,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,39.2,849.9,No +3420-YJLQT,Female,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,79.55,151.75,No +6040-CGACY,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,299.4,No +6582-PLFUU,Male,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,1086.75,No +8242-PDSGJ,Male,0,Yes,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),39.15,2692.75,No +0264-CNITK,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1389.6,No +0089-IIQKO,Female,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.95,3767.4,No +7839-NUIAA,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,59.8,3641.5,No +6075-QMNRR,Female,0,No,No,52,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.75,2535.55,No +5378-IKEEG,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,35.75,35.75,Yes +5966-EMAZU,Male,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,108.5,6880.85,No +0440-EKDCF,Male,0,Yes,No,62,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),60.15,3753.2,No +4774-HHGGS,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.05,637.55,No +2718-GAXQD,Female,1,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46,181.6,Yes +2055-BFOCC,Male,1,Yes,No,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),84,5329.55,No +8180-AKMJV,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.55,44.55,No +4298-OYIFC,Male,0,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.45,1539.8,No +5566-SOEZD,Male,0,Yes,Yes,27,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),80.65,2209.75,No +9842-EFSYY,Female,0,No,Yes,4,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,57.2,223.75,No +2272-WUSPA,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,110.75,7751.7,No +4584-LBNMK,Male,1,Yes,No,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.7,1174.35,No +3898-GUYTS,Female,1,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,97.05,4385.05,No +0930-EHUZA,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Mailed check,76.35,2606.35,No +6413-XKKPU,Male,0,Yes,Yes,17,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.4,1539.45,Yes +9975-SKRNR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.9,18.9,No +3703-KBKZP,Male,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.45,1261.35,No +1449-XQEMT,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.8,58.15,Yes +2626-URJFX,Male,0,Yes,Yes,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.9,225.6,Yes +4973-MGTON,Female,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),84.4,5969.3,No +3682-YEUWS,Male,0,Yes,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.4,253.9,No +1223-UNPKS,Male,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,400,No +2612-RRIDN,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81,340.85,Yes +4735-ASGMA,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.35,2515.3,Yes +3446-QDSZF,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),55.5,227.35,No +3669-LVWZB,Male,0,No,No,5,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,51,305.95,Yes +6892-EZDTG,Female,0,Yes,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.65,365.4,Yes +5117-IFGPS,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.3,2357.75,No +7379-FNIUJ,Male,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,100.2,198.5,No +1627-AFWVJ,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,554.25,No +9725-SCPZG,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.85,90.85,Yes +5884-GCYMI,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.4,69.4,Yes +3217-FZDMN,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.45,742.95,Yes +4486-EFAEB,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.4,251.65,No +0060-FUALY,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.75,5597.65,No +7853-GVUDZ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.15,20.15,Yes +7480-QNVZJ,Male,1,No,No,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.7,4816.7,Yes +6954-OOYZZ,Male,0,Yes,No,18,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.35,768.05,No +7088-FBAWU,Female,0,Yes,Yes,17,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Mailed check,74.55,1215.8,No +8313-AFGBW,Male,0,Yes,No,47,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,73.6,3522.65,No +3943-KDREE,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.95,1834.95,Yes +9239-ZBZZV,Female,0,No,No,6,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,47.95,305.1,Yes +3097-IDVPU,Male,0,Yes,Yes,19,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),50.1,910.45,No +4398-HSCJH,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,63.6,155.65,Yes +2197-OMWGI,Female,1,Yes,Yes,68,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,53,3656.25,No +2303-PJYHN,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.85,52,No +9795-VOWON,Male,0,No,No,7,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),24.35,150.85,No +1237-WIYYZ,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,389.25,No +1987-AUELQ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,1873.7,No +7852-LECYP,Male,1,Yes,No,13,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),93.8,1261,No +4430-UZIPO,Male,0,No,No,3,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,36.85,108.7,Yes +4822-LPTYJ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),103.75,7346.2,No +8165-CBKXO,Male,0,Yes,Yes,66,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),56.75,3708.4,No +6527-PZFPV,Male,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.8,469.65,No +4855-SNKMY,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.1,44.1,Yes +9593-CVZKR,Female,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.45,1385.85,No +8595-SIZNC,Female,1,Yes,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.6,548.8,No +8008-HAWED,Male,0,No,No,14,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.75,712.75,Yes +7124-UGSUR,Female,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.4,6405,Yes +1862-SKORY,Female,1,Yes,No,40,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,39.3,1637.4,Yes +5236-XMZJY,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),59.65,2536.55,No +4827-DPADN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),83.3,6042.7,No +2694-CIUMO,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),79.55,958.25,No +5846-ABOBJ,Male,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1730.65,No +1439-LCGVL,Female,0,Yes,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.2,459.6,No +0909-SDHNU,Female,0,No,Yes,7,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.8,201.95,No +4647-XXZAM,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.5,285.2,No +1502-XFCVR,Female,0,No,No,58,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.45,6145.85,Yes +7740-KKCXF,Male,0,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),30.05,1529.45,No +5360-XGYAZ,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.65,4664.5,No +9692-TUSXH,Female,0,No,No,18,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.05,1740.7,Yes +7912-SYRQT,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.1,552.95,Yes +3557-HTYWR,Female,0,No,No,47,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,74.05,3496.3,No +4816-JBHOV,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.7,93.7,Yes +8920-NAVAY,Male,1,No,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),110.75,7053.35,No +1699-TLDLZ,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,301.55,No +5600-PDUJF,Male,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),49.5,312.7,No +8292-TYSPY,Male,0,No,No,19,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55,1046.5,Yes +0567-XRHCU,Female,0,Yes,Yes,69,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),43.95,2960.1,No +1867-BDVFH,Male,0,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,834.2,Yes +2067-QYTCF,Female,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.15,6953.4,No +2359-QWQUL,Female,0,Yes,No,39,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.7,4134.85,Yes +9103-TCIHJ,Female,0,No,No,15,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,55.7,899.8,Yes +7407-SUJIZ,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,541.5,No +9150-KPBJQ,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,116.85,No +0052-DCKON,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),115.8,7942.15,No +3654-ARMGP,Female,0,No,No,61,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.65,5321.25,No +9699-UBQFS,Female,1,Yes,No,43,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.5,4156.8,No +9367-TCUYN,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,223.6,No +1261-FWTTE,Male,1,No,No,23,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),34.65,768.45,No +3528-HFRIQ,Male,1,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),52.3,3765.05,No +0708-SJDIS,Female,0,No,No,34,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Mailed check,65,2157.5,No +4140-WJAWW,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.85,108.05,Yes +2073-QBVBI,Female,0,Yes,No,41,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Mailed check,35.45,1391.65,No +6928-ONTRW,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1379.8,No +3320-VEOYC,Male,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,1273.3,No +5231-FIQPA,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,810.45,No +6617-WLBQC,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,One year,No,Credit card (automatic),81.85,1810.85,No +2599-CIPQE,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.3,7782.85,No +6653-CBBOM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes +8774-GSBUN,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1797.1,No +7326-RIGQZ,Male,0,Yes,Yes,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,377.85,No +1401-FTHFQ,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20,445.3,No +3247-ZVOUO,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.55,851.75,Yes +0254-FNMCI,Female,0,No,No,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.9,7624.2,No +1848-LBZHY,Female,0,Yes,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.3,355.1,No +6101-IMRMM,Male,0,No,Yes,6,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,94.5,575.45,Yes +8118-TJAFG,Male,0,Yes,Yes,9,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.5,906.85,No +5429-LWCMV,Female,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.15,1057.55,No +7298-IZWLY,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,19.4,No +9758-MFWGD,Female,1,Yes,Yes,48,No,No phone service,DSL,No,Yes,No,No,No,No,One year,No,Bank transfer (automatic),29.9,1388.75,No +3955-JBZZM,Male,0,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.8,1641.3,No +1268-ASBGA,Female,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.35,1375.15,Yes +8943-URTMR,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,79.65,152.7,Yes +4815-TUMEQ,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.3,185.2,No +4713-LZDRV,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.6,195.05,Yes +9909-IDLEK,Male,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,96.8,1826.7,No +4092-OFQZS,Male,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,417.5,No +1561-BWHIN,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,344.5,No +4325-NFSKC,Male,1,No,No,19,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.6,1660,Yes +9927-DSWDF,Male,0,Yes,No,22,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.6,2180.55,No +9500-LTVBP,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),80.05,2835.9,No +7252-NTGSS,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.15,45.15,No +8149-AIQCG,Male,0,No,No,39,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.15,2730.85,No +1360-JYXKQ,Female,1,Yes,No,54,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,99.1,5437.1,No +2955-PSXOE,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.2,20.2,Yes +7762-URZQH,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),106.05,6981.35,Yes +0899-WZRSD,Male,0,No,No,56,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,105.35,5794.45,No +3255-GRXMG,Male,0,No,Yes,18,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.65,747.2,No +4828-FAZPK,Female,0,Yes,Yes,16,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),79.95,1267.95,No +6094-ZIVKX,Female,0,No,No,68,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),54.45,3674.95,No +6925-BAYGL,Female,1,Yes,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,1275.6,No +3262-EIDHV,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.7,5893.9,No +7354-OIJLX,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.85,724.65,No +1376-HHBDV,Female,0,No,No,30,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.8,1536.75,No +6907-NZZIJ,Female,0,No,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.15,3615.6,Yes +6133-OZILE,Female,0,No,No,18,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,35.2,607.3,No +4135-FRWKJ,Female,1,Yes,Yes,55,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Electronic check,76.25,4154.55,No +2911-UREFD,Female,0,Yes,No,39,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,55.9,2184.35,Yes +3744-ZRRDZ,Male,0,No,No,21,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82.35,1852.85,Yes +5673-TIYIB,Male,0,No,No,2,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),40.4,77.15,Yes +6551-ZCOTS,Male,1,No,No,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.9,847.8,No +7191-ADRGF,Male,0,Yes,No,44,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),54.3,2390.45,No +5018-LXQQG,Female,0,Yes,Yes,30,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),66.3,1923.5,No +6892-BOGQE,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.9,1493.2,No +1602-IJQQE,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.35,338.1,Yes +4628-WQCQQ,Male,0,No,Yes,35,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,85.15,3030.6,Yes +1746-TGTWV,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),75.35,75.35,No +5995-SNNEW,Male,1,Yes,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.45,2184.85,No +8050-WYBND,Female,0,No,Yes,22,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),49.45,1031.4,No +2821-WARNZ,Female,0,No,Yes,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.45,921.3,No +4879-GZLFH,Female,0,Yes,Yes,42,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.15,3875.4,No +1644-IRKSF,Female,0,Yes,Yes,33,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,93.8,3124.5,Yes +8314-HTWVE,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,144.15,No +9402-ROUMJ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),100.25,6689,No +2507-QZPQS,Male,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,No,Electronic check,95.7,1451.1,No +7159-NOKYQ,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,93.15,6368.2,No +5707-ZMDJP,Male,0,Yes,Yes,53,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,69.7,3729.6,No +8779-YIQQA,Male,0,Yes,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,350.1,No +7136-IHZJA,Female,0,Yes,Yes,40,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,71.35,2847.2,No +8966-OIQHG,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.75,452.35,No +7074-STDCN,Male,0,No,No,39,No,No phone service,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,40.6,1494.5,No +3705-PSNGL,Male,0,No,No,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.4,930.45,Yes +8739-QOTTN,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,41.85,No +1399-OUPJN,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1272.05,No +0277-BKSQP,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.4,475.1,No +6502-HCJTI,Male,1,Yes,No,7,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.7,673.1,Yes +2606-RMDHZ,Male,0,No,No,6,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),30.5,208.7,Yes +5774-XZTQC,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,150.75,No +2676-SSLTO,Male,0,No,No,49,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),66.15,3199,No +6266-QHOJZ,Female,0,No,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,89.85,5844.65,No +7269-JISCY,Female,0,No,No,55,Yes,No,DSL,No,No,No,No,No,No,One year,No,Bank transfer (automatic),45.05,2462.6,No +0363-SVHYR,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.85,6263.8,No +8547-NSBBO,Male,0,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,96.75,3403.4,No +8258-GSTJK,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,77,237.75,Yes +6861-OKBCE,Female,0,No,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.1,221.35,Yes +9940-RHLFB,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.3,75.3,Yes +6591-QGOYB,Male,0,No,No,17,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),106.65,1672.1,No +9070-BCKQP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.15,7881.2,No +6421-SZVEM,Female,0,Yes,Yes,28,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,One year,Yes,Bank transfer (automatic),82.85,2320.8,No +1328-EUZHC,Female,0,Yes,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,370.5,No +2995-UPRYS,Female,1,Yes,No,40,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),99.2,4062.2,Yes +8878-RYUKI,Female,0,No,No,52,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,59.45,3043.7,No +9633-DENPU,Female,0,Yes,No,47,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),58.6,2723.4,No +7811-JIVPF,Female,0,No,No,23,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),49.7,1081.25,No +7113-HIPFI,Male,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,65.85,4097.05,No +8541-QVFKM,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.5,632.2,No +6686-YPGHK,Male,1,No,No,47,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,85.5,4042.3,Yes +1383-EZRWL,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,164.85,Yes +9258-CNWAC,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),113.65,8166.8,No +5371-VYLSX,Female,1,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,83.4,4113.7,No +6374-AFWOX,Male,0,Yes,No,46,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,65.65,3047.15,No +4759-TRPLW,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,70.4,Yes +5317-FLPJF,Female,0,No,No,66,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),61.35,4193.4,No +7621-VPNET,Female,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),85.9,3729.75,No +6034-YMTOB,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,75.65,399.45,No +8563-IIOXK,Male,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,49.75,331.3,Yes +4903-CNOZC,Male,0,No,No,29,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),70.9,1964.6,No +4353-HYOJD,Female,0,Yes,Yes,27,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.85,1336.15,No +8020-BWHYL,Female,1,No,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,1147.45,Yes +7267-FRMJW,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,486.05,No +2982-VPSGI,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94,1078.9,Yes +4188-FRABG,Male,0,Yes,No,57,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,103.05,5925.75,No +8199-ZLLSA,Male,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),118.35,7804.15,Yes +4128-ETESU,Female,1,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.7,4747.2,No +0620-DLSLK,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,81.9,1028.9,No +4625-EWPTF,Male,0,No,No,8,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,30.45,226.45,Yes +5980-NOPLP,Female,0,Yes,No,44,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.1,4364.1,Yes +3850-OKINF,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,Yes,Electronic check,66.2,4692.55,No +6892-XPFPU,Male,1,Yes,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.25,2433.9,Yes +8010-EZLOU,Male,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.2,1217.25,Yes +1156-ZFYDO,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,19.75,No +3295-YVUSR,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,72.6,154.3,No +8016-NCFVO,Male,1,No,No,55,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,116.5,6382.55,No +4119-ZYPZY,Male,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,106.8,7623.2,No +5549-ZGHFB,Male,0,Yes,Yes,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.95,1261.45,No +7577-SWIFR,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.25,89.25,No +0303-WMMRN,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.25,86.05,No +6408-OTUBZ,Female,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),104.55,6779.05,No +5204-HMGYF,Female,0,Yes,Yes,49,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,87.2,4345,No +1078-TDCRN,Female,1,Yes,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.75,82.85,No +3727-OVPRY,Male,0,Yes,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),25.7,1714.55,No +3797-FKOGQ,Male,0,No,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.2,893.2,No +7622-NXQZR,Male,0,No,No,28,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),30.1,810.85,No +6196-HBOBZ,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Electronic check,99.35,6347.55,No +3970-XGJDU,Female,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.2,1123.65,No +7017-VFULY,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.1,43.15,No +5562-YJQGT,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,35.1,No +8807-OPMBM,Female,0,Yes,Yes,55,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.65,1388,No +5439-WIKXB,Male,1,Yes,No,41,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.55,3851.45,No +9874-QLCLH,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,1743.5,Yes +8294-UIMBA,Female,0,No,No,30,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),94.4,2638.1,No +8109-YUOHE,Male,0,No,No,17,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,56.1,946.95,No +5840-NVDCG,Female,0,Yes,Yes,16,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),68.25,1114.85,No +8092-NLTGF,Male,0,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1777.6,No +5928-QLDHB,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.25,684.85,No +9840-EFJQB,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.35,74.35,No +0696-UKTOX,Male,0,No,Yes,23,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,54.15,1312.45,No +4801-KFYKL,Male,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.45,159.2,No +3472-OAOOR,Male,0,Yes,Yes,19,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,34.95,610.2,No +6135-OZQVA,Female,0,No,No,7,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,53.65,404.35,No +8062-YBDOE,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes +2252-JHJGE,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,104,6363.45,No +4188-PCPIG,Female,0,Yes,No,57,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.35,4124.65,No +6000-APYLU,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.8,713.1,Yes +7105-BENQF,Male,0,No,Yes,15,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,64.85,950.75,No +7721-DVEKZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No +3566-VVORZ,Female,0,Yes,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.9,505.95,No +9507-HSMMZ,Male,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,1149.65,No +2480-SQIOB,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.8,169.65,No +0947-IDHRQ,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.3,526.7,Yes +7813-TKCVO,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,393.15,No +0128-MKWSG,Female,0,No,Yes,26,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,45.8,1147,No +3672-YITQD,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.1,3021.6,Yes +4350-ZTLPI,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.95,5718.2,No +9048-JVYVF,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,69.35,191.35,Yes +0361-HJRDX,Female,0,No,No,68,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),64.35,4539.6,No +5727-MYATE,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.8,6397.6,No +3823-KYNQY,Male,0,No,No,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.95,280.4,No +8988-ECPJR,Female,1,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,79.6,2718.3,Yes +7570-WELNY,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),84.7,5711.05,No +3021-VLNRJ,Female,0,No,Yes,50,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.8,3478.15,No +3776-EKTKM,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,36.45,36.45,Yes +2080-CAZNM,Female,1,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,4133.95,No +1028-FFNJK,Male,1,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.5,2917.65,No +6907-FLBER,Male,0,No,No,1,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.3,54.3,No +3001-UNBTL,Male,1,Yes,Yes,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.95,2964.8,No +5982-PSMKW,Female,0,Yes,Yes,23,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),91.1,2198.3,No +3507-GASNP,Male,0,No,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1189.9,No +7096-ZNBZI,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26.45,1914.5,No +1902-XBTFB,Male,0,No,Yes,22,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.4,2001.5,Yes +1676-MQAOA,Male,0,No,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.1,5336.35,No +0786-IVLAW,Female,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),108.1,7238.6,No +7566-DSRLQ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.15,7998.8,No +0643-OKLRP,Female,1,Yes,No,47,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,80.35,3825.85,Yes +7245-JMTTQ,Female,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.5,5703.25,No +6050-IJRHS,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.5,7397,No +6202-JVYEU,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.9,164.6,No +8591-TKMZH,Male,0,Yes,Yes,59,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,111.1,6555.2,No +0734-OXWBT,Male,0,No,Yes,3,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,70.7,225.65,No +4282-ACRXS,Male,1,Yes,No,38,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.85,955.75,No +0365-TRTPY,Female,0,No,No,37,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),91.2,3382.3,No +7349-ALMUX,Male,0,No,No,37,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),65.6,2313.8,No +9381-NDKME,Female,1,Yes,No,24,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.65,933.3,Yes +6502-KUGLL,Female,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),59.45,780.85,No +1841-YSJGV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.95,7852.4,No +2794-XIMMO,Male,0,Yes,No,53,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,60.45,3184.25,Yes +8382-SHQEH,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,764.95,Yes +3511-BFTJW,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),38.5,2763,No +7668-XCFYV,Female,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.55,1614.7,No +2983-ZANRP,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),73.55,145.4,Yes +7845-URHJN,Female,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,156.25,Yes +3034-ZBEQN,Female,0,Yes,No,48,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,No,Mailed check,34.7,1604.5,Yes +5018-HEKFO,Female,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.5,270.15,No +2923-ARZLG,Male,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.7, ,No +3976-NLDEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,20.6,No +2282-YGNOR,Female,0,No,No,29,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),58,1734.5,No +5336-UFNZP,Female,1,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.45,7047.5,No +6854-EXGSF,Female,0,No,No,8,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),65.5,573.15,No +1241-EZFMJ,Male,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,1538.6,No +9233-PSYHO,Female,1,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.15,4459.8,No +5376-PCKNB,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.45,7459,No +8044-BGWPI,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21.15,306.05,No +4060-LDNLU,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,96.2,639.7,No +3589-PPVKW,Male,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.4,348.15,No +8327-LZKAS,Female,1,Yes,No,43,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,107.55,4533.9,Yes +5887-IKKYO,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),94.35,5563.65,No +1075-BGWOH,Male,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.75,1587.55,Yes +1755-RMCXH,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,40.25,No +0302-JOIVN,Female,0,Yes,No,8,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,842.9,Yes +3858-XHYJO,Female,0,Yes,No,40,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),105.75,4228.55,No +4299-SIMNS,Male,0,No,No,9,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,81.15,784.45,No +7025-IWFHT,Male,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,89.55,3729.75,No +6261-LHRTG,Female,0,No,No,26,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),54.75,1406.9,No +7841-FCRQD,Female,0,Yes,No,33,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),53.75,1857.3,No +2056-EVGZL,Male,0,Yes,Yes,68,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),105.75,7322.5,No +8777-MBMTS,Female,1,Yes,No,65,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),105.85,6725.5,No +7753-USQYQ,Male,0,No,No,55,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Electronic check,64.2,3627.3,No +5366-IJEQJ,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.7,1761.45,Yes +7661-CPURM,Male,0,No,No,19,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),87.7,1725.95,No +6233-HXJMX,Female,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),89.3,4192.15,No +5902-WBLSE,Female,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.15,1411.2,No +1981-INRFU,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.75,164.5,Yes +4971-PUYQO,Female,0,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,94.55,2724.6,Yes +3239-TPHPZ,Female,0,Yes,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,20.05,264.55,No +5115-GZDEL,Male,0,No,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),67.2,4671.7,No +3338-CVVEH,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.55,1173.55,No +8485-GJCDN,Female,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.05,318.5,Yes +2615-YVMYX,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,107.5,7713.55,No +2851-STERV,Male,1,No,No,35,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,73,2471.25,No +4393-GEADV,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.75,7842.3,No +8486-AYEQH,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,2227.8,No +1527-SXDPN,Male,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),96.25,4990.25,Yes +6029-WTIPC,Male,1,No,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.1,3744.05,Yes +8634-CILSZ,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.7,7220.35,Yes +5419-JKZNQ,Male,1,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,77.9,2351.45,No +2495-KZNFB,Female,0,No,No,33,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.65,2989.6,No +1409-PHXTF,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.45,6077.75,No +4560-WQAQW,Female,0,No,No,59,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,No,Bank transfer (automatic),68.7,4070.95,No +9591-YVTEB,Male,1,No,No,55,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,44.85,2479.05,No +9309-BZGNT,Male,1,Yes,No,69,No,No phone service,DSL,No,No,Yes,No,No,No,One year,Yes,Credit card (automatic),29.8,2134.3,No +4274-DRSQT,Female,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),88.9,6000.1,No +2027-DNKIV,Male,0,Yes,Yes,37,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Mailed check,58.75,2203.1,No +8075-GXIUB,Male,1,Yes,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.85,183.15,No +2885-HIJDH,Male,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.9,6194.1,No +5424-RLQLC,Male,0,No,No,10,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,59.65,638.95,No +6682-QJDGB,Male,0,No,Yes,40,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,55.25,2139.2,Yes +6507-DTJZV,Male,0,No,Yes,13,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),66.4,831.75,No +8780-IXSTS,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.1,521.3,Yes +7673-BQGKU,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,1337.5,No +6723-WSNTY,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),108.1,7181.95,No +9530-EHPOH,Male,0,No,No,11,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,53.75,608,Yes +2725-IWWBA,Male,0,Yes,Yes,46,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Mailed check,56.9,2560.1,No +0345-HKJVM,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.3,577.6,Yes +1061-PNTHC,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,109.6,5953,No +0394-YONDK,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,1790.15,No +6574-MCOEH,Female,0,Yes,Yes,33,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,79.15,2531.4,No +7399-QHBJS,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),66.75,4760.3,No +3049-SOLAY,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.2,292.85,Yes +0997-YTLNY,Female,0,No,Yes,19,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,48.8,953.65,No +3317-HRTNN,Female,1,No,No,5,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,45.7,198,Yes +9479-HYNYL,Female,0,Yes,No,71,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),80.7,5705.05,No +3235-ETOOB,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,609.9,Yes +9708-KFDBY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.55,20.55,No +8058-INTPH,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.65,79.65,Yes +3642-GKTCT,Female,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,115.1,6993.65,No +0774-RMNUW,Female,0,Yes,Yes,71,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.7,4122.65,No +1334-PDUKM,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Credit card (automatic),86.45,5762.95,No +0756-MPZRL,Male,0,No,No,46,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),33.7,1537.85,No +2242-MFOTG,Male,0,No,No,33,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,One year,No,Bank transfer (automatic),80.1,2603.3,No +2927-CVULT,Female,0,Yes,Yes,53,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),104.05,5566.4,No +2144-BFDSO,Female,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),108.75,5431.9,No +8745-PVESG,Female,0,No,No,57,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),41.1,2258.25,No +7647-GYYKX,Female,0,Yes,Yes,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.35,1092.35,No +5647-FXOTP,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,6401.25,No +5569-OUICF,Female,1,Yes,No,28,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.3,2812.2,Yes +8821-XNHVZ,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.05,80.05,Yes +2082-OJVTK,Male,0,Yes,Yes,29,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.2,2698.35,Yes +9700-ISPUP,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,65.5,616.9,No +9839-ETQOE,Male,0,No,Yes,43,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,40.45,1912.85,No +6078-VESFR,Male,1,Yes,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.45,849.1,No +9027-TMATR,Female,0,Yes,No,43,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,78.8,3460.3,No +5940-NFXKV,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.65,1465.75,Yes +1941-HOSAM,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.1,90.1,No +9110-HSGTV,Female,0,No,No,69,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82.45,5555.3,No +0704-VCUMB,Female,0,Yes,No,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1278.8,No +6171-ZTVYB,Male,0,Yes,No,43,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),66.25,2907.35,No +8053-WWDRO,Female,0,Yes,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,146.3,Yes +9564-KCLHR,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,51.25,51.25,Yes +1935-IMVBB,Male,0,Yes,No,56,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,89.7,4952.95,No +2535-PBCGC,Female,0,Yes,No,70,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),64.55,4504.9,No +2082-CEFLT,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.6,45.6,Yes +1470-PSXNM,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,93.65,4520.15,No +1213-NGCUN,Female,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),49.65,267.35,Yes +2498-XLDZR,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Mailed check,73.6,2316.85,No +9866-OCCKE,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,109.75,8075.35,No +5338-YHWYT,Male,0,No,Yes,37,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),61.45,2302.35,No +7718-UPSKJ,Female,0,Yes,No,69,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106.4,7251.9,No +8731-WBBMB,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81.9,2078.55,No +1448-CYWKC,Female,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.2,6225.4,No +7901-IIDQV,Male,0,No,No,24,Yes,Yes,DSL,No,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.6,1242.25,No +2690-DVRVK,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.55,99.45,No +5688-KZTSN,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20,288.05,Yes +1270-XKUCC,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,599.25,No +0334-ZFJSR,Female,0,Yes,No,55,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),66.05,3462.1,No +2894-QOJRX,Female,0,Yes,No,25,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),34,853,Yes +5747-PMBSQ,Male,1,Yes,No,10,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,92.5,934.1,Yes +5583-EJXRD,Male,0,Yes,Yes,44,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),54.05,2375.2,No +4565-EVZMJ,Female,0,No,No,47,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,58.9,2813.05,No +3143-JQEGI,Female,0,Yes,Yes,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,88.35,1222.8,Yes +6386-SZZKH,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.95,5293.2,Yes +3327-YBAKM,Female,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,96.9,6314.35,No +9441-QHEVC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.1,19.1,No +6705-LNMDD,Male,0,No,No,20,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50,1003.05,No +2580-ASVVY,Female,0,Yes,No,37,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Electronic check,45.4,1593.1,No +3370-GQEAL,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,85.45,2509.95,No +5032-USPKF,Female,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),84.1,3187.65,No +2982-IHMFT,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.45,74.45,Yes +3521-SYVOR,Female,0,No,No,37,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,64.75,2345.2,Yes +4254-QPEDE,Female,0,Yes,No,52,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),66.25,3330.1,No +6283-GITPX,Male,0,No,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),76.9,5522.7,No +9526-JAWYF,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,89.8,2335.3,Yes +0771-CHWSK,Male,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),74.6,4798.4,No +9788-HNGUT,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.95,8594.4,No +9495-REDIY,Male,0,No,Yes,25,No,No phone service,DSL,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),40.65,970.55,No +5375-XLDOF,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.35,7665.8,No +1172-VIYBP,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Two year,No,Bank transfer (automatic),69.7,3686.05,No +5649-VUKMC,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Mailed check,95.5,1115.15,Yes +6559-PDZLR,Male,0,No,No,26,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.65,2537,No +8992-OBVDG,Male,0,No,No,21,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,61.65,1393.6,No +4273-MBHYA,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.35,89.35,No +4724-WXVWF,Male,0,No,No,48,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,95.4,4445.3,No +5701-GUXDC,Female,0,Yes,No,26,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),35.4,978.6,No +1460-UZPRJ,Male,0,Yes,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1258.15,No +6082-GLJIX,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,331.35,No +5143-EGQFK,Female,1,No,No,10,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.65,291.4,Yes +4919-IKATY,Male,0,Yes,Yes,5,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.5,453.75,Yes +2495-TTHBQ,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.4,84.75,No +0485-ZBSLN,Male,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,1715.1,No +3810-PJUHR,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.35,1715.15,No +9050-QLROH,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.7,1597.25,Yes +0847-HGRML,Male,0,No,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20,1250.1,No +8232-CTLKO,Female,0,Yes,Yes,66,Yes,No,DSL,Yes,No,No,No,Yes,No,Two year,Yes,Electronic check,59.75,3996.8,No +9227-YBAXE,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),82.5,5215.1,No +6168-WFVVF,Female,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,235.5,Yes +9860-LISIZ,Female,0,No,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,673.2,No +0112-QAWRZ,Male,0,Yes,Yes,16,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.8,1442.2,No +0877-SDMBN,Female,0,No,No,54,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.95,5639.05,Yes +2786-GCDPI,Female,1,No,No,50,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.95,5222.35,No +4043-MKDTV,Male,0,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,105.25,7291.75,No +8065-YKXKD,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,799.65,Yes +9637-EIHEQ,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,50.8,50.8,Yes +9229-RQABD,Male,0,No,No,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,23.75,424.5,No +8313-KTIHG,Male,0,No,No,4,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,61.3,249.4,No +5320-BRKGK,Female,0,Yes,Yes,58,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,75.8,4415.75,No +6284-KMNUF,Female,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,98,5270.6,No +9689-PTNPG,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.25,144.55,Yes +9465-RWMXL,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.9,2447.95,Yes +6229-UOLQL,Male,0,Yes,Yes,56,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Mailed check,52,2884.9,No +2362-IBOOY,Male,0,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.75,3050.15,Yes +3137-LUPIX,Female,0,No,No,4,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,64.4,253,No +0843-WTBXE,Male,0,No,No,53,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),85.45,4517.25,Yes +6143-JQKEA,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.8,436.2,No +8676-OOQEJ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,30.5,118.4,No +5515-IDEJJ,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,Yes +9701-CDXHR,Female,0,Yes,No,51,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.15,3649.6,No +7450-NWRTR,Male,1,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.45,1200.15,Yes +8124-NZVGJ,Female,0,No,No,6,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,49.25,255.6,No +2162-FRZAA,Male,0,Yes,Yes,63,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),39.35,2395.05,No +5376-DEQCP,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.6,70.6,Yes +5118-MUEYH,Female,0,Yes,No,48,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.1,5083.55,No +9095-HFAFX,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),81,389.6,Yes +5627-TVBPP,Female,0,No,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.1,644.5,No +2379-ENZGV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,523.5,Yes +3936-QQFLL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,39.3,No +2589-AYCRP,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.75,989.05,No +4067-HLYQI,Female,0,No,No,33,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.4,2406.1,No +5124-EOGYE,Male,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,638.55,No +5057-RKGLH,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,191.1,No +0292-WEGCH,Female,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,86.2,4524.05,No +8910-ICHIU,Female,0,No,No,46,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),95.65,4664.2,No +4097-YODCF,Male,0,No,Yes,34,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,103.8,3470.8,No +9715-WZCLW,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Electronic check,97.2,6910.3,No +9786-YWNHU,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,63.55,4014.2,No +6407-GSJNL,Female,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.95,1288,No +6005-OBZPH,Female,1,No,No,26,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.15,2277.65,Yes +4049-ZPALD,Female,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),99,6375.8,No +7932-WPTDS,Female,1,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.8,24.8,Yes +3733-UOCWF,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),85.55,5251.75,No +6833-JMZYP,Female,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94,1505.45,No +2722-VOJQL,Male,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.65,6903.1,Yes +1310-QRITU,Female,0,No,No,18,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.3,913.3,No +8961-QDZZJ,Female,0,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,95,5535.8,No +9715-SBVSU,Male,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Two year,Yes,Bank transfer (automatic),61.4,815.55,No +8490-BXHEO,Male,1,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.55,1411.65,No +7173-TETGO,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),78.5,5602.25,No +7929-SKFGK,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.3,8244.3,No +2300-RQGOI,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,741.5,No +3563-SVYLG,Male,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),62.65,4375.8,No +5228-EXCET,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.85,1008.7,Yes +6435-VWCCY,Male,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),92.7,5968.4,No +4998-IKFSE,Female,0,No,No,30,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.45,3096.9,No +8630-QSGXK,Male,0,Yes,No,51,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),75.2,3901.25,No +2455-USLMV,Female,0,No,No,31,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.75,2613.4,No +7394-FKDNK,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.45,853.1,Yes +9488-FVZCC,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),79.5,5661.7,No +6331-LWDTQ,Male,0,No,No,10,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),72.15,794.25,Yes +5995-WWKKG,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.8,695.05,No +1597-FZREH,Female,0,No,No,2,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,76.4,160.8,Yes +7879-CGSFV,Male,0,No,No,55,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,100.9,5552.05,No +9921-EZKBY,Male,0,No,Yes,33,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.3,3275.15,No +7432-FFVAR,Female,0,Yes,Yes,46,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),90.95,4236.6,No +7246-ZGQDF,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.5,54.5,No +7000-WCEVQ,Female,1,No,No,20,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,61.6,1174.35,Yes +0727-IWKVK,Male,0,Yes,No,9,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.9,741.7,Yes +5959-BELXA,Male,1,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),96.15,3019.25,Yes +4456-RHSNB,Female,0,Yes,Yes,19,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.6,962.9,No +3512-IZIKN,Female,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),65.3,4759.75,Yes +2481-SBOYW,Female,0,No,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25,1498.35,No +7109-MFBYV,Male,0,No,No,26,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.45,1233.15,No +1833-TCXKK,Male,0,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.75,4882.8,No +1832-PEUTS,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),89.1,5411.65,No +6141-OOXUQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,Yes +8660-BUETV,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.75,148.05,No +0580-PIQHM,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),101.6,3930.55,No +5696-CEIQJ,Male,0,Yes,Yes,67,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),103.15,6895.5,No +7503-ZGUZJ,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.65,84.65,Yes +1696-HXOWK,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Mailed check,95.65,6856.95,No +3026-ATZYV,Female,0,Yes,Yes,37,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),75.1,2658.8,No +4012-YCFAI,Male,0,Yes,No,60,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,61.35,3766.2,No +2506-TNFCO,Female,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,69.55,Yes +9970-QBCDA,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,129.55,No +8718-PTMEZ,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,31.05,347.25,Yes +9496-IVVRP,Female,0,Yes,Yes,11,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),51,581.7,No +2207-OBZNX,Male,0,No,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,51,354.05,Yes +2657-VPXTA,Female,0,Yes,Yes,10,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.85,929.45,No +6551-VLJMV,Male,0,Yes,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,679,No +1221-GHZEP,Female,0,No,No,62,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Two year,Yes,Mailed check,65.1,3846.75,No +9289-LBQVU,Male,0,Yes,No,64,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,70.15,4480.7,No +6142-VSJQO,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.35,44.35,Yes +3458-IDMFK,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.75,499.4,No +6933-FHBZC,Female,0,No,No,26,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,Yes,Mailed check,56.05,1553.2,No +0221-NAUXK,Male,0,No,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.95,219.5,No +9770-KXGQU,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,98.6,5311.85,No +6437-UKHMV,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.7,586.05,Yes +6538-POCHL,Male,0,No,No,33,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),79,2576.8,No +6726-NNFWD,Female,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,No,Credit card (automatic),89.45,6435.25,No +3002-WQZWT,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.2,1993.25,No +4277-UDIEF,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81,1923.85,No +1208-NBVFH,Male,0,Yes,Yes,20,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.6,939.8,No +4912-PIGUY,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.6,84.6,No +1114-CENIM,Male,0,No,Yes,54,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55,3092.65,Yes +6060-DRTNL,Female,1,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,84.85,415.55,Yes +2725-TTRIQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.2,5986.55,No +3374-TTZTK,Male,0,Yes,No,52,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,106.3,5487,No +8990-ZXLSU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.05,651.5,No +2275-RBYQS,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.4,45.4,No +8473-VUVJN,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.65,73.65,Yes +6289-CPNLD,Male,0,Yes,Yes,33,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,73.9,2405.05,Yes +5536-SLHPM,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,77.75,4458.15,Yes +4419-UJMUS,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,99.35,6856.45,No +7794-JASDG,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.75,50.75,No +7609-YBPXG,Male,0,No,No,54,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),87.1,4735.2,No +5519-TEEUH,Male,0,No,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.15,682.15,No +7856-GANIL,Male,1,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),98.7,4525.8,No +0804-XBFBV,Female,0,No,Yes,11,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.2,321.05,No +2676-OXPPQ,Male,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.7,335.65,No +3703-TTEPD,Male,0,No,No,21,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),65.35,1424.4,No +2799-TSLAG,Female,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.3,1748.55,No +0196-VULGZ,Female,1,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.35,474.9,Yes +8837-VVWLQ,Female,0,No,No,8,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.95,668.4,Yes +2696-NARTR,Male,0,No,No,11,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,73.85,926.25,Yes +2208-NKVVH,Male,0,Yes,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.25,1077.95,No +7614-QVWQL,Male,0,Yes,Yes,49,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),51.8,2541.25,Yes +1976-CFOCS,Female,1,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46,46,Yes +4631-OACRM,Male,1,No,No,15,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.4,1156.1,Yes +7139-JZFVG,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),60.5,3694.45,No +4987-GQWPO,Male,0,No,No,17,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25.1,382.8,No +3755-JBMNH,Male,1,Yes,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),71.8,1167.8,Yes +1757-TCATG,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.05,746.75,No +6345-ULYRW,Male,1,Yes,No,44,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,No,Mailed check,88.4,3912.9,Yes +4776-XSKYQ,Female,0,Yes,Yes,12,No,No phone service,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),30.25,368.85,No +8048-DSDFQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No +5753-QQWPW,Female,0,No,No,28,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,59.9,1654.7,No +6010-DDPPW,Male,0,Yes,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.15,1940.85,No +1809-DMJHQ,Female,0,No,Yes,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46,221.7,Yes +6693-FRIRW,Male,0,No,No,18,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),101.3,1794.65,No +6586-MYGKD,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),76.95,5289.8,No +3173-NVMPX,Female,0,Yes,Yes,9,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,55.3,501.2,No +0248-PGHBZ,Female,1,No,No,67,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),92.45,6140.85,No +0623-GDISB,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),48.45,48.45,No +2892-GESUL,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,309.25,No +6923-EFPNL,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.75,201.1,Yes +7472-EQOAV,Male,1,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),86.7,6179.35,No +9574-RKJIF,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.4,2838.7,Yes +2043-WVTQJ,Male,0,Yes,No,1,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,55.7,55.7,No +8034-RYTVV,Female,0,No,No,55,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),84.25,4589.85,No +3863-QSTYI,Male,0,No,No,59,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,64.65,3735.45,No +2619-WFQWU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,70.15,Yes +5044-LRQAQ,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.2,477.55,No +1716-LSAMB,Male,0,Yes,Yes,45,Yes,No,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),54.65,2553.7,No +1333-PBMXB,Female,0,Yes,Yes,54,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.75,1342.15,No +6546-OPBBH,Male,0,Yes,Yes,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,23.95,1216.35,No +5985-BEHZK,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),105,7578.05,No +9127-QRZMH,Male,0,Yes,No,44,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),59.85,2603.95,No +5919-VCZYM,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,42.7,No +9644-KVCNC,Female,0,No,No,66,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),92.15,6056.9,No +2137-DQMEV,Male,0,Yes,Yes,68,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,No,Mailed check,44.8,2983.65,No +8174-LNWMW,Female,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.9,689.35,No +9279-CJEOJ,Female,1,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.4,2025.1,No +7964-VEXDG,Male,0,No,Yes,21,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,80.35,1747.2,No +2404-JIBFC,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.1,4657.95,No +0778-NELLA,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),34.7,296.1,Yes +8029-XYPWT,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.05,8016.6,No +4614-NUVZD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.1,81.1,Yes +4632-PAOYU,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,433.5,No +3803-KMQFW,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.55,20.55,Yes +6804-GDMOI,Female,0,No,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,106.6,6428.4,Yes +2990-OGYTD,Female,0,Yes,No,67,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.15,5883.85,No +6646-JPPHA,Female,1,No,No,14,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,78.85,1043.8,No +9572-MTILT,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,106.75,6252.9,Yes +7658-UYUQS,Male,1,Yes,No,21,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),86.55,1857.25,No +7880-XSOJX,Male,0,No,No,4,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,42.4,146.4,No +9611-CTWIH,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.45,240.45,Yes +4589-IUAJB,Male,0,Yes,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.25,1724.15,No +0329-GTIAJ,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,97.9,315.3,Yes +8746-BFOAJ,Male,1,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,429.55,No +8457-XIGKN,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.6,356.15,No +6072-NUQCB,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.25,488.25,No +6629-CZTTH,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,55.7,55.7,Yes +8838-GPHZP,Female,0,No,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.6,1298.7,No +8750-QWZAJ,Female,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,1378.75,No +5364-EVNIB,Male,0,No,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.8,973.45,Yes +6918-UMQCG,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,80.2,384.25,No +0675-NCDYU,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.4,8543.25,No +6339-DKLMK,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,31.65,389.95,No +1346-PJWTK,Male,0,Yes,No,61,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),94.15,5731.85,No +5088-QZLRL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.65,20.65,No +8023-QHAIO,Female,1,Yes,No,56,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),76.85,4275.75,No +4397-FRLTA,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,84.5,No +3057-VJJQE,Male,0,No,No,35,Yes,Yes,DSL,Yes,No,No,No,No,No,Two year,No,Mailed check,55.25,1924.1,No +5087-SUURX,Female,0,Yes,No,18,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.05,669.85,Yes +2302-OUZXB,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),82.15,5784.3,No +8133-ANHHJ,Female,1,No,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),103,5166.2,No +2270-CHBFN,Female,0,Yes,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),95.1,4060.55,No +0013-EXCHZ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,83.9,267.4,Yes +5982-FPVQN,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.15,3532.85,No +9107-UKCKY,Male,0,Yes,No,61,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,79.8,4914.8,No +4654-ULTTN,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),74.8,5315.8,No +5550-VFRLC,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,69.85,Yes +5546-BYZSM,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.45,775.6,No +1492-KGETH,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),78.35,5445.95,No +4929-BSTRX,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,53.55,53.55,Yes +4163-HFTUK,Male,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.1,1007.8,No +8215-NGSPE,Female,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,833.55,No +2225-ZRGSG,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),93.9,6579.05,Yes +8859-YSTWS,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.95,1004.5,No +5271-YNWVR,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.15,7856,Yes +7601-DHFWZ,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24,1183.05,No +2657-ALMWY,Female,1,Yes,No,26,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,84.95,2169.75,Yes +6330-JKLPC,Male,0,Yes,No,11,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.5,896.9,Yes +4667-OHGKG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,19.3,Yes +1998-VHJHK,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.15,501.35,No +1707-HABPF,Female,1,No,No,46,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),91.3,4126.35,No +1660-HSOOQ,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.65,49.65,Yes +7253-UVNDW,Female,0,No,No,46,Yes,No,DSL,No,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),54.35,2460.15,Yes +0487-VVUVK,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.15,477.6,No +7228-OMTPN,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.45,370.65,Yes +5063-IUOKK,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,265.75,No +4508-OEBEY,Male,0,Yes,No,31,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),75.5,2424.45,No +0027-KWYKW,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.75,1849.95,No +2308-STERM,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,61.05,No +5982-XMDEX,Female,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.5,1698.55,No +6284-AHOOQ,Male,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.5,1910.6,Yes +6051-PTVNS,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.15,998.1,No +2344-JMOGN,Male,0,Yes,No,9,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,94.85,890.6,Yes +3799-ISUZQ,Male,0,Yes,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.95,529.5,Yes +2877-VDUER,Female,0,Yes,Yes,35,No,No phone service,DSL,No,No,No,Yes,Yes,No,One year,No,Mailed check,40.9,1383.6,No +9152-AMKAK,Male,0,No,No,6,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,80.25,493.4,No +1794-HBQTJ,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.6,48.6,Yes +9432-VOFYX,Male,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.8,1207,No +8049-WJCLQ,Male,0,Yes,Yes,10,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,60.2,563.5,No +6586-PSJOX,Male,0,No,Yes,15,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),55.2,864.55,No +2460-FPSYH,Female,1,No,No,40,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,55.8,2109.35,Yes +9705-ZJBCG,Female,0,Yes,Yes,13,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.15,701.05,No +4818-DRBQT,Male,0,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.15,2265.25,Yes +1320-HTRDR,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,220.6,Yes +6847-KJLTS,Female,1,Yes,No,58,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.4,5749.8,No +9670-BPNXF,Female,0,No,No,45,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),62.55,2796.45,No +3913-FCUUW,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),70.45,5165.7,No +3301-VKTGC,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),85.5,5696.6,No +1493-AMTIE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.2,20.2,Yes +9555-SAHUZ,Female,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.5,2076.05,No +0816-TSPHQ,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,44.2,No +9932-WBWIK,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,215.25,No +4619-EVPHY,Female,1,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),91,1859.5,No +5286-YHCVC,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.8,7470.1,No +6424-ELEYH,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.75,229.5,Yes +4391-RESHN,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,104.05,2470.1,Yes +9115-YQHGA,Male,0,No,No,40,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,51.1,2092.9,No +4462-CYWMH,Male,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.8,5629.55,No +8963-MQVYN,Female,0,No,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.55,469.85,No +2458-EOMRE,Female,0,No,No,11,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),64.05,733.95,No +9334-GWGOW,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,485.25,No +6821-BUXUX,Female,0,No,No,13,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,96.65,1244.5,Yes +5028-HTLJB,Male,1,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,Yes +9801-GDWGV,Female,0,No,No,39,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.45,3994.45,Yes +6542-LWGXJ,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25,78.25,No +5567-GZKQY,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1131.5,No +1222-LRYKO,Male,0,No,Yes,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,26.35,184.05,No +2320-JRSDE,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.9,19.9,Yes +2087-QAREY,Female,0,Yes,No,22,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,54.7,1178.75,No +0601-WZHJF,Male,0,Yes,No,14,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,46.35,667.7,Yes +4423-JWZJN,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),90.25,5629.15,No +5143-WMWOG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.95,19.95,Yes +6490-FGZAT,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,109.3,No +5393-RXQSZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,79.6,79.6,Yes +7452-FOLON,Male,0,No,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.45,958.45,No +2320-TZRRH,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,403.15,No +0231-LXVAP,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,75.9,75.9,Yes +9444-JTXHZ,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.2,76.2,Yes +4942-VZZOM,Male,0,Yes,No,64,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),66.15,4392.5,No +5510-BOIUJ,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,19.25,Yes +7502-BNYGS,Female,0,Yes,No,46,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),69.1,3168,No +4291-HYEBC,Female,1,Yes,Yes,28,No,No phone service,DSL,No,Yes,No,No,No,Yes,One year,Yes,Electronic check,39.1,1096.6,No +6147-CBCRA,Female,0,Yes,No,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,669.45,No +6047-SUHPR,Male,0,Yes,Yes,39,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Electronic check,59.8,2343.85,No +4471-KXAUH,Female,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,84.3,3588.4,Yes +9752-ZNQUT,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,48.6,48.6,No +7638-QVMVY,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79,522.95,Yes +1576-PFZIW,Male,1,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),105.35,7511.9,No +5666-MBJPT,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.1,1725,No +7312-XSBAT,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.75,49.75,No +3096-GKWEB,Male,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,1691.9,No +2371-JQHZZ,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93,2248.05,No +0674-GCDXG,Male,0,No,No,63,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),71.9,4479.2,No +1121-QSIVB,Female,0,No,Yes,44,Yes,Yes,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,77.55,3471.1,No +4396-KLSEH,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.85,63,No +3244-DCJWY,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.25,70.25,Yes +2824-MYYBN,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.25,3314.15,No +0875-CABNR,Female,1,No,No,10,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.6,865.55,Yes +6345-HOVES,Male,0,No,No,34,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.05,852.7,No +8318-LCNBW,Male,0,Yes,No,35,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),53.15,1930.9,No +6469-QJKZW,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.15,91.4,No +0147-ESWWR,Female,1,Yes,No,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,3949.15,No +1217-VASWC,Male,1,Yes,No,43,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.55,4304,No +7812-FZHPE,Female,0,Yes,Yes,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.1,409.9,Yes +6370-ZVHDV,Female,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.3,1554.9,No +5915-DGNVC,Female,0,Yes,No,49,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,71.8,3472.05,No +6260-XLACS,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,117.8,No +3566-CAAYU,Female,0,Yes,Yes,64,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,Two year,No,Electronic check,49.85,3210.35,No +4983-CCWMC,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.6,207.4,No +9103-CXVOK,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,19.75,No +2896-TBNBE,Male,0,Yes,No,40,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,80.8,3132.75,No +4797-AXPXK,Female,0,No,Yes,1,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,60,60,Yes +5229-PRWKT,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.55,649.65,Yes +6982-UQZLY,Female,1,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.85,20.85,Yes +2522-WLNSF,Female,1,Yes,No,34,Yes,No,DSL,No,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),64.2,2106.3,No +3841-CONLJ,Female,0,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,35,35,No +5057-LCOUI,Female,0,No,No,39,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.75,2011.4,Yes +0193-ESZXP,Female,1,Yes,No,58,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.5,6205.5,Yes +4475-NVTLU,Male,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.2,903.7,No +4369-HTUIF,Male,1,No,No,6,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.15,503.6,Yes +9386-LDCZR,Male,0,No,No,43,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),90.65,3882.3,No +9585-KKMFD,Male,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20,879.8,No +5399-ZIMKF,Male,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.65,383.65,No +0336-KXKFK,Male,0,No,No,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),61.2,4390.25,No +5619-XZZKR,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,68.2,No +3948-FVVRP,Male,0,Yes,Yes,9,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,54.8,452.8,No +5327-XOKKY,Male,1,Yes,No,72,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),73.45,5329,No +0983-TATYJ,Female,0,Yes,No,33,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Mailed check,51.45,1758.9,No +1813-JYWTO,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),80.45,5737.6,No +0156-FVPTA,Male,0,Yes,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.2,1152.7,Yes +1984-FCOWB,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.5,7674.55,Yes +0654-HMSHN,Male,0,Yes,Yes,21,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,104.4,2157.95,Yes +6719-OXYBR,Male,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,85.3,1219.85,No +3312-ZWLGF,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,79.3,2414.55,No +6476-YHMGA,Female,0,Yes,Yes,15,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),76.5,1155.6,No +5287-QWLKY,Male,1,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.1,7548.1,Yes +0795-XCCTE,Male,1,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.4,1809.35,No +0168-XZKBB,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.85,1564.4,No +3785-NRHYR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No +5196-SGOAK,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.7,75.7,Yes +4537-DKTAL,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.55,84.4,No +7072-MBHEV,Female,1,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),78.1,864.85,No +5602-BVFMK,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,228.75,No +6297-NOOPG,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.5,7752.05,No +1891-UAWWU,Female,1,Yes,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,90.8,1951,Yes +8204-TIFGJ,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.3,470.6,No +8050-DVOJX,Male,1,No,No,49,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),81.35,4060.9,No +6108-OQZDQ,Female,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.95,384.5,Yes +0363-QJVFX,Male,0,No,No,32,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.15,3432.9,Yes +8903-XEBGX,Male,0,No,Yes,2,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.3,108.65,No +8169-SAEJD,Male,1,Yes,No,69,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,Two year,No,Credit card (automatic),56.55,3952.65,No +9840-DVNDC,Male,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80.5,463.05,Yes +1089-XZWHH,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,494.05,No +2325-WINES,Female,0,No,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.05,3416.85,No +6064-ZATLR,Female,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),52.85,1498.65,No +3096-JRDSO,Female,1,Yes,No,27,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.3,2867.75,Yes +7824-PANSQ,Male,0,No,No,58,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),80.65,4807.35,No +8042-JVNFH,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,71.35,71.35,Yes +9648-BCHKM,Female,0,Yes,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.65,471.35,No +2888-ADFAO,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),21.3,1041.8,No +8707-HOEDG,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.2,7689.8,No +3374-LXDEV,Female,0,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,89.4,1132.35,Yes +4072-IPYLT,Female,0,Yes,Yes,36,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.05,1815,No +7167-PCEYD,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.8,1311.3,No +4936-YPJNK,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,199.45,No +1580-BMCMR,Male,1,No,No,19,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,87.3,1637.3,No +4817-KEQSP,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1326.35,No +6408-WHTEF,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,89.4,6376.55,No +9251-AWQGT,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,935.9,No +8749-CLJXC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No +7989-VCQOH,Male,0,Yes,Yes,18,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,83.25,1611.15,No +5049-GLYVG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,20.6,Yes +4199-QHJNM,Male,1,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),102.9,6989.7,No +8882-TLVRW,Male,0,Yes,Yes,69,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,39.1,2779.5,No +5883-GTGVD,Male,0,No,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.95,1931.75,Yes +5135-GRQJV,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,114.5,8331.95,No +2384-OVPSA,Female,1,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,735.9,No +1371-WEPDS,Male,1,Yes,No,40,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Electronic check,55.8,2283.3,No +3580-GICBM,Female,0,Yes,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.2,1445.2,No +4817-QRJSX,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),81,818.05,Yes +9730-DRTMJ,Male,0,Yes,No,32,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,One year,Yes,Credit card (automatic),72.8,2333.05,No +4686-UXDML,Female,0,No,No,21,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.85,1992.55,No +3349-ANQNH,Female,1,No,No,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.5,5890,No +2398-YPMUR,Female,1,Yes,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,916.75,Yes +0932-YIXYU,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1029.8,No +7480-SPLEF,Male,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26,1796.55,No +7636-XUHWW,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.9,33.7,No +1431-CYWMH,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.05,454.05,No +5937-EORGB,Male,1,Yes,No,15,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,96.5,1392.25,No +6349-JDHQP,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1049.6,No +5539-HIVAK,Female,1,Yes,No,28,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.7,734.6,No +5847-MXBEO,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,475.1,No +9985-MWVIX,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,70.15,Yes +4583-PARNH,Male,1,Yes,No,16,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,91.55,1540.05,No +1116-FRYVH,Female,0,Yes,Yes,48,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,39.4,1978.65,No +1421-HCERK,Male,1,Yes,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),105.7,3181.8,No +9633-XQABV,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.25,229.7,No +0716-BQNDX,Male,1,No,No,57,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,Two year,No,Electronic check,93.75,5625.55,No +1265-XTECC,Female,1,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),96.55,6581.9,Yes +1183-CANVH,Female,0,Yes,No,23,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),60,1347.15,No +1972-XMUWV,Female,0,Yes,No,65,Yes,No,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),59.8,3808.2,No +8679-LZBMD,Male,0,Yes,No,44,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),90.65,3974.15,No +3407-JMJQQ,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109,7661.8,No +6252-DFGTK,Female,0,Yes,No,37,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),68.1,2479.25,No +1539-LNKHM,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,266.6,No +8645-KOMJQ,Male,0,Yes,Yes,69,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),81.95,5601.4,No +0289-IVARM,Female,0,No,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,60.55,1982.6,No +9761-XUJWD,Male,0,No,No,5,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),65.6,339.9,No +4057-FKCZK,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Two year,No,Bank transfer (automatic),82.5,4828.05,No +4291-TPNFG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),82.3,5980.55,No +6087-YPWHO,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,68.15,4808.7,No +3090-QFUVD,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.3,20.3,No +2237-ZFSMY,Female,0,No,No,39,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,95.55,3692.85,Yes +1722-LDZJS,Male,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.2,1068.15,No +1818-ESQMW,Female,0,No,No,27,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.2,2383.6,No +4871-JTKJF,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes +1415-YFWLT,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.3,89.3,Yes +7401-RUBNK,Female,0,Yes,No,18,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,74.8,1438.05,No +0506-YLVKJ,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,917.45,No +8661-BOYNW,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),84.4,6096.45,No +6711-VTNRE,Female,0,No,No,36,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,87.55,3078.1,Yes +4815-GBTCD,Female,0,Yes,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.15,99.95,No +2805-AUFQN,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,475.2,No +0980-PVMRC,Female,0,Yes,Yes,40,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.85,2036.55,No +7233-DRTRF,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.4,6444.05,No +3500-RMZLT,Female,1,No,No,15,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,96.3,1426.75,Yes +3873-NFTGI,Male,0,No,No,14,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55.5,767.55,No +1162-ECVII,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.75,7932.5,No +7048-GXDAY,Male,0,No,No,39,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,4040.65,No +8571-ZCMCX,Female,0,Yes,Yes,47,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),60,2768.65,No +1169-WCVAK,Male,0,Yes,No,19,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),88.8,1672.35,No +4548-SDBKE,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.2,474.8,Yes +8066-POXGX,Female,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.1,446.1,Yes +7129-CAKJW,Female,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),80.05,1345.65,No +8695-ARGXZ,Male,1,Yes,No,34,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.55,2425.4,No +3570-YUEKJ,Female,0,No,No,42,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.55,2077.95,No +4143-OOBWZ,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.3,416.3,Yes +1555-HAPSU,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),23.9,1663.5,No +1697-NVVGY,Male,1,Yes,No,19,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),66.4,1286.05,No +7854-EKTJL,Female,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.6,35.85,Yes +8464-EETCQ,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.8,1094.35,No +2419-FSORS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.4,7719.5,No +8132-YPVBX,Female,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.95,514.6,No +9102-IAYHT,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.45,1451.6,Yes +6754-LZUKA,Male,0,Yes,No,61,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),80.9,4932.5,No +3422-LYEPQ,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71,71,Yes +8099-MZPUJ,Male,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),111.8,5443.65,No +0787-LHDYT,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.6,330.25,No +2642-DTVCO,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.05,746.5,Yes +0374-IOEGQ,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.6,122.7,No +4361-JEIVL,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.4,44.4,Yes +3197-NNYNB,Male,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),105.1,6631.85,No +3396-DKDEL,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.15,8250,No +1752-OZXFY,Male,0,Yes,No,60,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Mailed check,59.8,3561.15,No +9066-QRSDU,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,26.3,1763.55,No +9112-WSNPU,Female,1,No,No,35,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.55,2419,No +9867-NNXLC,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,470.2,No +5321-NTRKC,Male,0,Yes,Yes,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),79.85,5234.95,No +1363-TXLSL,Male,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes +9507-EXLTT,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),79.35,79.35,Yes +3161-GETRM,Male,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.05,3097,No +0402-OAMEN,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1709.1,No +6933-VLYFX,Male,0,Yes,Yes,31,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,59.95,1848.8,No +6754-WKSHP,Male,0,No,Yes,30,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.35,723.3,No +9846-GKXAS,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),90.8,809.75,Yes +6017-PPLPX,Male,0,Yes,Yes,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.45,1470.95,Yes +4976-LNFVV,Male,1,Yes,No,19,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),34.3,577.15,No +5055-MGMGF,Female,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.05,6914.95,No +4641-FROLU,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.3,602.9,No +2862-JVEOY,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.15,124.4,No +2969-QWUBZ,Female,0,No,No,2,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,51.4,96.8,No +9822-BIIGN,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,71.85,3827.9,No +2077-MPJQO,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,533.05,No +1534-OULXE,Female,0,Yes,Yes,61,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),49.7,2961.4,No +7136-RVDTZ,Male,1,No,No,70,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,45.25,3264.45,Yes +2971-SGAFL,Female,0,No,No,13,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,78.75,995.35,No +1480-IVEVR,Male,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),81.6,2815.25,No +2905-KFQUV,Female,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70.4,154.8,No +4581-SSPWD,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.8,246.3,Yes +3370-HXOPH,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,76.1,257.6,No +9391-YZEJW,Female,0,No,No,62,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94,5757.2,No +9958-MEKUC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),103.95,7517.7,No +0281-CNTZX,Male,0,Yes,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.95,1234.8,No +6927-WTFIV,Male,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),71.3,1389.2,Yes +4118-CEVPF,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),110.8,3836.3,No +3398-ZOUAA,Male,1,Yes,No,21,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,1474.75,Yes +9114-VEPUF,Male,0,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Electronic check,96.1,6001.45,No +7876-BEUTG,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.8,720.1,No +2338-BQEZT,Female,0,No,No,55,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),50.55,2832.75,No +9873-MNDKV,Female,0,No,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.65,472.25,No +0378-NHQXU,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,88.25,1460.65,Yes +8241-JUIQO,Female,0,No,No,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.45,1336.35,No +2194-IIQOF,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.3,6388.65,No +4512-ZUIYL,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70,153.05,Yes +9631-RXVJM,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,677.9,No +9584-EXCDZ,Female,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.5,1165.6,No +7969-AULMZ,Female,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.35,2119.5,Yes +5093-FEGLU,Female,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.65,921.55,No +2621-UDNLU,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,72,No +7526-IVLYU,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,68.35,No +2428-HYUNX,Male,1,Yes,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.35,847.25,No +9214-EKVXR,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44,44,No +3410-MHHUM,Female,0,Yes,Yes,44,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Electronic check,94.4,4295.35,No +0568-ONFPC,Male,0,Yes,Yes,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.9,135,Yes +0733-VUNUW,Male,0,No,No,24,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.65,1400.55,Yes +4550-EVXNY,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes +2122-YWVYA,Female,0,No,No,18,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,1380.4,No +2968-SSGAA,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,1060.2,Yes +2296-DKZFP,Female,0,Yes,No,65,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),71,4386.2,No +4844-JJWUY,Female,1,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86,86,Yes +6777-TGHTM,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),106.95,5785.5,Yes +8909-BOLNL,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,21.2,52.05,No +6603-YRDCJ,Male,0,Yes,No,33,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,61.05,2018.4,No +3538-WZPHD,Male,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.6,79.45,Yes +3229-USWAR,Female,0,No,No,34,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),79.95,2727.3,No +2138-VFAPZ,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,263.65,No +6131-JLWZM,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,275.4,No +4785-QRJHC,Male,1,Yes,No,46,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),59.9,2816.65,Yes +0269-XFESX,Male,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.35,538.5,No +1709-EJDOX,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,948.9,No +4316-XCSLJ,Male,0,No,Yes,17,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.3,846.8,No +8610-WFCJF,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,4783.5,Yes +9693-XMUOB,Male,1,Yes,No,59,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.25,2997.45,No +0383-CLDDA,Female,0,No,No,69,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.35,5897.4,No +4905-JEFDW,Male,0,No,No,11,No,No phone service,DSL,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,41.6,470.6,Yes +2709-UQGNP,Male,0,No,No,10,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,51.65,524.5,No +3549-ZTMNH,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24,269.65,No +7881-INRLC,Male,0,No,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.85,4740,Yes +8033-ATFAS,Female,0,Yes,Yes,39,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,59.85,2341.5,No +1635-NZATJ,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.45,1789.65,No +0562-HKHML,Male,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),23.9,1626.4,No +8277-RVRSV,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.15,800.3,No +9943-VSZUV,Male,1,No,No,67,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.7,5060.85,No +0117-LFRMW,Male,0,Yes,Yes,37,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),40.2,1448.8,Yes +6172-FECYY,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.5,4254.85,Yes +7054-ENNGU,Female,0,Yes,No,9,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.85,466.6,No +1455-HFBXA,Male,0,Yes,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),91.6,4627.8,No +9402-CXWPL,Female,0,No,No,70,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,98.9,6838.6,No +1628-BIZYP,Male,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,85,No +1965-AKTSX,Female,1,No,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,1101.85,Yes +0082-LDZUE,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.3,44.3,No +4786-UKSNZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,Yes +5343-SGUBI,Female,0,No,No,52,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Mailed check,80.2,4297.6,No +0856-NAOES,Male,0,No,No,6,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,60.9,414.1,No +1976-AZZPJ,Male,0,Yes,No,7,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,34.2,256.6,No +7248-VZQLC,Female,1,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.2,3969.35,Yes +6156-UZDLF,Female,0,No,No,26,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),87.15,2274.1,No +3099-OONVS,Male,0,Yes,Yes,25,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.3,1296.8,No +9500-WBGRP,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.1,1268.85,No +5183-KLYEM,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),112.75,8192.6,No +5144-PQCDZ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,59.25,No +8514-VZHEB,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.5,1147.85,No +6625-IUTTT,Male,0,No,No,67,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),65.55,4361.55,No +9355-NPPFS,Female,1,No,No,26,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.8,2006.1,No +0068-FIGTF,Female,0,No,No,27,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,78.2,2078.95,No +5965-GGPRW,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),105.25,7609.75,No +8035-PWSEV,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.25,487.05,No +2236-HILPA,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.65,1218.45,No +1840-BIUOG,Male,0,No,No,20,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,68.7,1416.2,No +1356-MKYSK,Male,0,No,No,6,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),78.65,483.3,No +6080-LNESI,Male,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.75,1234.6,No +1830-IPXVJ,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.75,1311.6,No +5828-DWPIL,Male,1,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,89.1,5618.3,No +8398-TBIYD,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),84.7,6185.15,No +0011-IGKFF,Male,1,Yes,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98,1237.85,Yes +4192-GORJT,Male,0,Yes,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,498.1,Yes +6496-SLWHQ,Male,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105,294.45,Yes +9912-GVSEQ,Female,1,Yes,No,26,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.85,2381.55,Yes +2931-FSOHN,Male,1,No,No,13,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.9,788.35,No +9418-RUKPH,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,756.4,No +5383-MMTWC,Female,1,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84,613.4,Yes +9971-ZWPBF,Male,1,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,108.9,3625.2,No +4712-AUQZO,Male,0,No,No,18,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,33.6,550.35,No +9711-FJTBX,Male,0,Yes,Yes,56,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Mailed check,85.85,4793.8,No +2908-ZTPNF,Female,0,No,No,36,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),34.85,1267.2,No +7240-ETPTR,Female,0,Yes,No,9,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.75,442.2,Yes +2202-CUYXZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,84.85,Yes +5995-OIGLP,Male,0,No,No,12,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,56.65,654.85,Yes +8421-WZOOW,Female,1,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),95.3,5567.45,No +6261-RCVNS,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),73.9,3160.55,Yes +7951-QKZPL,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.5,740.3,Yes +1414-YADCW,Male,0,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),84.6,5706.2,No +8756-RDDLT,Female,0,No,No,68,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,No,Electronic check,44.95,3085.35,No +2862-PFNIK,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.7,24.7,No +5816-QVHRX,Female,0,No,No,37,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),100.3,3541.4,No +4430-YHXGG,Female,0,No,Yes,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25.45,84.2,No +6888-SBYAI,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.7,50.7,No +7395-XWZOY,Male,0,No,No,20,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),55,1165.55,No +7169-YWAMK,Male,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),68.4,4855.35,No +3640-PHQXK,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.9,2806.9,Yes +6877-LGWXO,Male,1,Yes,No,18,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.55,1422.65,Yes +6859-RKMZJ,Male,0,Yes,No,11,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),55.05,608.15,No +2729-VNVAP,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,641.35,No +2957-JIRMN,Female,1,No,No,62,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,No,Electronic check,84.45,4959.15,No +2049-BAFNW,Female,0,No,No,1,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,35.9,35.9,No +3842-QTGDL,Male,0,Yes,No,16,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),80.75,1321.3,No +7163-OCEQI,Male,0,Yes,Yes,22,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,78.65,1663.75,No +9782-LGXMC,Female,0,Yes,Yes,49,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.75,3024.15,No +5975-BAICR,Male,0,Yes,Yes,36,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Credit card (automatic),63.7,2188.5,No +8019-ENHXU,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,99.45,4138.05,Yes +5167-GBFRE,Male,1,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.2,102.5,Yes +9033-EOXWV,Female,0,No,No,12,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,No,Mailed check,74.05,872.65,Yes +4673-KKSLS,Female,0,No,No,31,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,87.6,2724.25,No +4853-OITSN,Male,0,Yes,No,5,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.15,413.25,No +9800-OUIGR,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20,1374.2,No +1324-NLTJE,Female,1,No,No,15,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),55,757.1,Yes +2324-EFHVG,Male,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.4,6692.65,No +7094-MSZAO,Male,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.05,218.5,No +1522-VVDMG,Male,0,Yes,Yes,7,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,89.75,608.8,Yes +6907-CQGPN,Male,0,No,No,29,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,34.3,1004.75,No +0780-XNZFN,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1125.6,No +0239-OXEXL,Female,0,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,84.25,3847.6,No +2675-IJRGJ,Male,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.65,978,No +7049-GKVZY,Female,0,No,No,17,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),79.85,1387.35,No +8577-QSOCG,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,746.05,No +3721-CNZHX,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,304.6,No +0212-ISBBF,Female,0,No,No,22,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.35,1098.85,No +9185-TQCVP,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.15,1139.2,Yes +3585-YNADK,Female,0,Yes,No,57,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),74.6,4368.95,No +5271-DBYSJ,Male,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),79.15,827.7,No +1099-GODLO,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,20.35,No +6828-HMKWP,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21.05,262.05,No +5567-WSELE,Male,1,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,279.55,Yes +1472-TNCWL,Male,0,No,Yes,36,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,3512.5,No +8063-RJYNF,Male,0,No,No,16,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,1483.25,Yes +0687-ZVTHB,Male,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),72.45,4653.85,Yes +2080-GKCWQ,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.95,151.75,No +9661-ACXBS,Female,0,No,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.2,4400.75,Yes +2193-SFWQW,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),111.95,8033.1,No +5656-JAMLX,Male,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1253.65,No +3462-BJQQA,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.75,552.65,No +0442-TDYUO,Male,0,Yes,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.05,1036,No +6733-LRIZX,Male,0,No,No,35,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.95,4025.5,No +9503-XJUME,Male,0,No,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.65,928.4,No +4367-NHWMM,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.9,24.9,No +3727-RJMEO,Male,0,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,82.85,460.25,Yes +3779-OSWCF,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),93.2,6506.15,No +6736-DHUQI,Female,0,Yes,Yes,67,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),84.8,5598.3,No +3915-ODIYG,Male,1,No,No,60,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,One year,Yes,Electronic check,71.75,4374.55,No +1360-RCYRT,Male,0,Yes,Yes,23,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),30.35,678.75,No +2724-FJDYW,Male,0,No,Yes,39,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),54.85,2191.7,No +4451-RWASJ,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.5,239.75,No +6646-VRFOL,Male,1,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.85,5485.5,Yes +3460-TJBWI,Male,0,Yes,Yes,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.2,609.05,No +5917-HBSDW,Female,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.35,683.75,No +5685-IIXLY,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.6,404.2,Yes +5671-UUNXD,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.65,5189.75,No +0956-ACVZC,Female,0,No,No,54,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),94.1,5060.9,No +2325-NBPZG,Female,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,233.65,No +4250-ZBWLV,Male,0,No,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,108.45,7176.55,Yes +4482-FTFFX,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,56.15,291.45,No +8859-DZTGQ,Male,0,No,No,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,689.75,No +0440-MOGPM,Female,0,No,No,41,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.55,3263.9,No +0020-JDNXP,Female,0,Yes,Yes,34,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,61.25,1993.2,No +3752-CQSJI,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,254.5,No +5025-GOOKI,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),18.9,347.65,No +4698-KVLLG,Female,1,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,967.9,No +5095-AESKG,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),91.5,242.95,Yes +2887-JPYLU,Female,0,No,Yes,41,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.2,1841.9,No +4770-QAZXN,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.45,232.1,No +4896-CPRPF,Male,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,809.25,No +1871-MOWRM,Male,0,Yes,No,12,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),80.85,866.45,Yes +9714-EDSUC,Male,0,No,No,4,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,94.9,360.55,No +2027-OAQQC,Female,0,No,No,43,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),49.05,2076.2,Yes +0282-NVSJS,Female,1,Yes,Yes,12,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,29.3,355.9,No +9090-SGQXL,Male,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,7299.65,Yes +6595-YGXIT,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.95,2291.2,Yes +7353-YOWFP,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,129.15,No +9835-ZIITK,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.85,7491.75,Yes +8008-ESFLK,Female,0,Yes,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,110.5,5835.5,No +7537-CBQUZ,Male,1,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.4,7031.45,No +1555-DJEQW,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.2,7723.9,Yes +5649-TJHOV,Male,1,Yes,No,27,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),36.5,1032,Yes +0519-XUZJU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.75,70.75,Yes +3363-EWLGO,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,109.6,No +4750-UKWJK,Female,1,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,727.8,No +6338-AVWCY,Male,0,No,No,3,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,40.15,130.75,Yes +1689-YQBYY,Female,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.6,893,No +4487-ZYJZK,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,763.1,No +2959-FENLU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.3,781.4,No +0708-LGSMF,Male,0,Yes,No,13,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,65.85,902.25,No +9253-QXKBE,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,2653.65,Yes +7634-HLQJR,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1016.7,No +0487-RPVUM,Male,0,Yes,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),99.4,5943.65,No +4079-ULGFR,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,275.7,No +2516-XSJKX,Female,0,Yes,Yes,41,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,78.45,3126.45,No +0057-QBUQH,Female,0,No,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,25.1,1070.15,No +9445-SZLCH,Female,0,Yes,Yes,36,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),97.35,3457.9,Yes +6599-SFQVE,Female,0,No,No,6,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55,340.4,No +8331-ZXFOE,Female,0,No,No,58,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),71.1,4299.2,No +4003-FUSHP,Male,0,No,No,19,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),61.55,1093.2,No +0356-ERHVT,Male,0,Yes,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.9,521.9,No +7325-ENZFI,Female,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),40.3,1630.4,No +4884-ZTHVF,Female,1,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,87.1,713.6,No +3920-HIHMQ,Female,0,No,Yes,26,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.5,1265.65,No +3055-OYMSE,Female,1,No,No,53,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.8,4003.85,No +0613-WUXUM,Female,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.2,1401.4,No +7568-PODML,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,45.3,45.3,Yes +4458-KVRBJ,Male,0,No,No,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,1510.5,No +5349-IECLD,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,94.95,178.1,Yes +1397-XKKWR,Male,0,No,No,7,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.3,264.8,No +3945-GFWQL,Female,0,No,Yes,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.55,480.6,Yes +8097-OMULG,Male,0,Yes,Yes,59,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),76.75,4541.9,No +6013-BHCAW,Male,0,Yes,Yes,61,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),81,4976.15,No +0401-WDBXM,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.55,7542.25,No +3387-PLKUI,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.8,251.25,No +6096-EGVTU,Female,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.9,1595.5,No +3797-VTIDR,Male,0,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.45,23.45,Yes +5081-NWSUP,Female,0,No,No,10,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,No,Mailed check,64.9,685.55,No +2580-ATZSQ,Female,0,Yes,Yes,65,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),61.35,3874.1,No +8085-MSNLK,Female,0,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,113.95,6891.4,No +9691-HKOVS,Female,0,Yes,No,55,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,90.15,4916.95,No +9881-VCZEP,Female,0,Yes,No,25,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.1,1373,No +9526-BIHHD,Male,0,No,No,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.7,29.7,Yes +8757-TFHHJ,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.8,49.8,No +4523-WXCEF,Female,0,Yes,No,59,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.1,6039.9,Yes +1468-DEFNC,Male,1,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.4,1548.65,No +5119-KEPFY,Male,0,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95,3440.25,No +8364-TRMMK,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.65,151.3,Yes +0916-KNFAJ,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,No,Yes,No,No,Yes,Two year,Yes,Mailed check,69.9,4226.7,No +8319-QBEHW,Male,0,No,Yes,26,No,No phone service,DSL,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),39.95,1023.75,No +3063-QFSZL,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.4,55.4,Yes +8775-LHDJH,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.6,90.6,Yes +9625-QNLUX,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),103.25,7074.4,No +3097-NQYSN,Male,1,Yes,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,86.85,156.35,Yes +4024-CSNBY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),94.25,6849.75,No +7110-BDTWG,Female,0,Yes,No,71,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Two year,Yes,Electronic check,47.05,3263.6,No +7493-GVFIO,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1252.85,No +0690-SRQID,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,67.55,No +9605-WGJVW,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,70.2,No +9114-DPSIA,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),81,5750,No +4700-UBQMV,Male,0,Yes,Yes,21,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),75.9,1549.75,No +7711-GQBZC,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.7,1810.55,No +3565-UNOCC,Female,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.05,2952.85,Yes +4627-MIHJH,Female,1,No,No,69,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.25,7467.55,No +9795-NREXC,Female,0,Yes,No,64,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85,5484.4,No +8573-CGOCC,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.75,294.9,No +7356-AYNJP,Female,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,23.9,97.5,No +9249-FXSCK,Female,0,No,No,52,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),111.25,5916.45,Yes +5493-SDRDQ,Male,0,No,No,2,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.1,113.35,Yes +6286-SUUWT,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,19.95,No +4819-HJPIW,Male,0,No,No,18,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.15,476.8,No +8654-DHAOW,Female,0,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.15,101.65,No +5438-QMDDL,Female,0,Yes,No,19,Yes,No,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,59.8,1130.85,No +9812-GHVRI,Female,0,No,No,40,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),83.85,3532.25,No +5553-AOINX,Female,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.9,6891.45,No +1228-ZLNBX,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75.3,1570.7,No +4226-KKDON,Male,0,No,No,8,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,66.65,520.95,No +3831-YCPUO,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.5,7854.9,No +7445-WMRBW,Female,0,No,No,48,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),73.85,3581.4,No +3308-DGHKL,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.3,1447.9,No +9924-JPRMC,Male,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,118.2,8547.15,No +0080-EMYVY,Female,0,No,No,14,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Credit card (automatic),51.45,727.85,No +6218-KNUBD,Male,0,No,No,6,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,59.45,357.6,No +7337-CINUD,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.5,159.35,No +7609-NRNCA,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,280.85,No +0623-EJQEG,Male,0,No,No,65,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,No,Electronic check,93.55,6069.25,No +7153-CHRBV,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Mailed check,59.3,3274.35,No +0871-URUWO,Male,0,Yes,No,13,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.25,1359,Yes +9190-MFJLN,Male,1,No,No,19,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.9,1777.9,Yes +6198-PNNSZ,Female,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),109.8,6109.65,No +3317-VLGQT,Female,0,Yes,No,14,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.1,1122.4,No +4132-POCZS,Male,0,Yes,No,52,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.9,2020.9,No +5614-DNZCE,Female,0,No,No,58,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),64.9,3795.45,No +1095-JUDTC,Female,1,No,No,47,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,95.05,4504.55,Yes +3896-RCYYE,Female,0,No,No,67,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),53.4,3579.15,No +9638-JIQYA,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),24.9,49.7,No +3258-SANFR,Male,1,No,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),44.7,276.5,No +3726-TBHQT,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114,8175.9,No +3190-ITQXP,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.25,890.35,No +0870-VEMYL,Female,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),53.85,259.8,Yes +4833-QTJNO,Male,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),83.85,5588.8,No +3039-MJSLN,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.2,50.6,No +0178-CIIKR,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,58,No +5385-SUIRI,Male,1,Yes,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,5568.35,Yes +3982-XWFZQ,Female,0,Yes,No,42,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.25,2203.65,Yes +5774-QPLTF,Male,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.35,938.95,No +2322-VCZHZ,Male,1,Yes,No,23,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90,2024.1,No +5010-IPEAQ,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),54.2,3623.95,No +4009-ALQFH,Female,0,No,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,2369.05,Yes +6383-ZTSIW,Female,1,Yes,No,39,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Mailed check,99.1,3877.95,No +8990-YOZLV,Female,0,No,No,69,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,66.9,4577.9,No +3069-SSVSN,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,One year,No,Mailed check,25.85,25.85,No +5222-IMUKT,Male,0,No,No,32,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,91.05,2871.5,No +3627-FCRDW,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,71,672.55,Yes +7562-GSUHK,Female,0,No,No,16,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),93.2,1573.7,Yes +6685-XSHHU,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.95,1270.55,No +8901-UPRHR,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.2,7711.45,No +4903-UYAVB,Male,0,Yes,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,126.05,Yes +0118-JPNOY,Female,1,No,No,26,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.8,2193.65,No +6776-TLWOI,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,64.55,Yes +3845-FXCYS,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.65,31.2,No +5857-XRECV,Female,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,38.25,No +0725-CXOTM,Female,0,No,No,36,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),89.65,3348.1,No +4343-EJVQB,Male,0,No,No,7,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,74.35,533.6,No +9000-PLFUZ,Female,1,Yes,No,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,Yes,Credit card (automatic),49.45,2907.55,No +3427-GGZZI,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.1,1620.8,No +7779-ORAEL,Male,1,Yes,No,45,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),75.15,3480.35,No +0644-OQMDK,Male,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.65,293.85,No +4077-CROMM,Female,0,Yes,Yes,31,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,3243.45,Yes +3154-CFSZG,Male,0,Yes,Yes,47,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,90.05,4137.2,No +2868-MZAGQ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.25,79.25,Yes +4847-QNOKA,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.9,44.9,Yes +2220-IAHLS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.4,19.4,No +1658-XUHBX,Female,1,Yes,Yes,59,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),88.75,5348.65,No +6379-RXJRQ,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,659.65,Yes +2378-HTWFW,Male,1,No,No,35,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),91,3180.5,No +8650-RHRKE,Male,0,No,No,4,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.65,118.5,Yes +4377-VDHYI,Male,0,Yes,Yes,32,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Electronic check,90.8,3023.85,No +0475-RIJEP,Male,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,77.85,3365.85,Yes +1260-TTRXI,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,54.3,195.3,Yes +3719-TDVQB,Female,1,Yes,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,18.95,1031.1,No +6328-ZPBGN,Female,1,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.15,997.65,Yes +0201-MIBOL,Female,1,No,No,66,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),102.4,6471.85,No +4937-QPZPO,Male,0,Yes,Yes,61,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.9,6241.35,No +2925-VDZHY,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.7,6501.35,No +6981-TDRFT,Male,0,Yes,Yes,44,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,54.3,2317.1,No +3413-CSSTH,Male,0,No,No,41,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.7,2237.55,No +8033-VCZGH,Male,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.95,5231.3,No +4789-KWMXN,Male,0,Yes,No,47,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110.85,5275.8,Yes +0224-NIJLP,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,165.5,No +7542-CYDDM,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,358.5,No +4718-WXBGI,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),91.95,6614.9,No +2867-UIMSS,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.5,80.5,Yes +8495-PRWFH,Female,1,No,No,42,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,55.65,2421.75,No +0439-IFYUN,Female,1,No,No,18,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,1294.6,No +5716-LIBJC,Female,0,No,Yes,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.15,1299.1,No +2868-LLSKM,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),83.65,5733.4,No +8111-RKSPX,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.2,305.55,Yes +2988-QRAJY,Male,0,No,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),110.05,7430.75,No +1585-MQSSU,Male,0,No,No,17,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,51.5,900.5,Yes +0071-NDAFP,Male,0,Yes,Yes,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.5,630.6,No +2856-NNASM,Male,1,No,No,43,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89.55,3856.75,Yes +7328-ZJAJO,Female,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1222.65,No +6458-CYIDZ,Female,1,No,No,5,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,80.7,374.8,No +8559-CIZFV,Male,0,Yes,Yes,21,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Mailed check,77.5,1625,Yes +1090-PYKCI,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),105.1,7234.8,No +3058-WQDRE,Male,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.15,331.85,No +7547-EKNFS,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),95.25,3959.35,Yes +2279-AXJJK,Male,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95.65,5088.4,No +6769-DYBQN,Male,1,No,No,46,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,85,3969.4,Yes +0909-SELIE,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),80.8,4860.85,No +3417-TSCIC,Male,0,No,No,29,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,24.85,788.05,No +1042-HFUCW,Female,0,No,Yes,25,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.75,1266.35,No +4439-JMPMT,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,85.75,470.95,Yes +6537-OTKMY,Male,0,No,No,15,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,50.75,688.2,No +8999-EXMNO,Female,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,387.7,No +6725-TPKJO,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,845.25,No +2446-BEGGB,Female,1,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.25,560.6,Yes +7162-WPHPM,Male,0,Yes,Yes,58,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),71.6,4230.25,No +1599-MMYRQ,Male,0,Yes,Yes,62,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),81.45,4983.05,No +8821-KVZKQ,Female,0,Yes,Yes,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),58.4,4113.15,No +1496-GGSUK,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.7,25.7,Yes +6434-TTGJP,Male,0,Yes,Yes,10,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),53.7,521,No +0042-JVWOJ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.6,471.85,No +0130-SXOUN,Male,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),89.4,5976.9,No +2575-GFSOE,Female,0,Yes,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69,506.9,Yes +2330-PQGDQ,Male,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),84.2,4299.75,No +1452-UZOSF,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),106.1,7548.6,No +2097-YVPKN,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1654.75,No +2842-JTCCU,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),46.05,80.35,Yes +8597-CTXVJ,Male,0,No,Yes,70,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),64.95,4551.5,No +6631-HMANX,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.45,6227.5,No +9962-BFPDU,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No +3296-SILRA,Female,1,Yes,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,76.4,76.4,Yes +9681-OXGVC,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,514,Yes +6394-HHHZM,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,57.5,No +5995-LFTLE,Male,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1474.35,No +5180-UCIIQ,Male,1,Yes,Yes,22,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,40.05,880.2,Yes +1932-UEDCX,Male,1,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.6,3270.25,No +7153-OANIO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.95,69.95,Yes +5188-HGMLP,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74,3919.15,No +0665-XHDJU,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Electronic check,99.4,7285.7,No +6521-YYTYI,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.3,93.3,Yes +8878-HMWBV,Male,0,No,No,3,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.15,169.05,Yes +8265-HKSOW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),107.45,7658.3,No +3544-FBCAS,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),83.6,5959.3,No +5331-RGMTT,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.05,5295.7,No +4759-PXTAN,Female,0,Yes,No,59,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,80.1,4693.2,No +7054-DMVAS,Male,0,No,No,54,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Bank transfer (automatic),65.3,3512.9,No +3428-MMGUB,Male,0,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Electronic check,89.55,5231.2,No +6549-BTYPG,Female,0,Yes,No,60,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),60.8,3603.45,No +7823-JSOAG,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.5,217.45,No +3705-RHRFR,Female,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),99.15,6875.35,No +9374-YOLBJ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.25,19.25,No +9074-KGVOX,Male,0,Yes,Yes,50,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),39.45,2021.35,No +6128-DAFVY,Female,0,No,No,56,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),44.85,2564.95,No +9933-QRGTX,Female,0,Yes,No,60,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,97.2,5611.75,No +4476-OSWTN,Male,1,Yes,No,69,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,110.55,7610.1,No +3751-KTZEL,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,35.05,35.05,Yes +1977-STDKI,Female,1,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73,73,Yes +5066-GFJMM,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,45.75,No +2661-GKBTK,Male,0,Yes,Yes,60,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),76.95,4543.95,No +0458-HEUZG,Female,0,No,No,13,No,No phone service,DSL,No,No,Yes,Yes,No,No,Two year,No,Mailed check,35.4,450.4,No +7268-WNTCP,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.45,1297.35,No +0824-VWDPO,Female,0,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),96.75,4442.75,No +8409-WQJUX,Female,0,No,No,25,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,54.2,1423.15,No +2578-JQPHZ,Male,0,No,No,44,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),100.1,4378.35,No +3278-FSIXX,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.25,74.2,No +5813-UECBU,Male,1,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),83.85,2716.3,Yes +0328-GRPMV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,70.1,Yes +9746-UGFAC,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.85,450.65,No +2946-KIQSP,Female,0,No,No,35,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,33.45,1175.85,No +0625-AFOHS,Female,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,558.8,No +6726-WEXXK,Male,1,Yes,No,27,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Electronic check,85.9,2220.1,No +4636-OLWOE,Male,0,No,Yes,54,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,61,3283.05,No +4342-HENTK,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.65,142.35,Yes +4685-ERGHK,Male,0,No,No,57,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,Yes,Electronic check,86.9,4939.25,No +0885-HMGPY,Male,0,No,No,62,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.4,4237.5,No +5003-OKNNK,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.35,335.95,No +4195-SMMNX,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,33.2,Yes +7208-PSIHR,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.3,7188.5,No +4012-ZTHBR,Female,0,Yes,Yes,21,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.95,926.25,No +0489-WMEMG,Female,0,No,Yes,23,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Electronic check,49.45,1119.35,No +7435-ZNUYY,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,116.6,No +1354-YZFNB,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,68.8,No +6956-SMUCM,Female,0,No,No,3,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99,287.4,Yes +2985-FMWYF,Female,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.5,2341.55,No +2812-ENYMO,Male,0,No,No,26,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Credit card (automatic),54.55,1362.85,No +2717-HVIZY,Female,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,163.6,No +3223-WZWJM,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.95,2254.2,Yes +3422-GALYP,Male,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.45,145.15,No +9053-JZFKV,Male,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),116.2,7752.3,Yes +2530-ENDWQ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),93.7,6585.35,Yes +2890-WFBHU,Female,0,No,No,59,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),79.85,4786.1,No +0327-WFZSY,Male,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,100,3835.55,No +7977-HXJKU,Male,0,No,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,397,No +6615-ZGEDR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,19.7,Yes +7033-CLAMM,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1027.25,No +4023-RTIQM,Female,1,Yes,No,31,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),50.4,1580.1,No +0864-FVJNJ,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,113.35,7222.75,No +7356-IWLFW,Male,0,Yes,Yes,46,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80,3769.7,No +9541-PWTWO,Female,0,No,No,52,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.95,4233.95,No +3967-VQOGC,Female,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.9,1680.25,No +7872-RDDLZ,Female,1,No,No,67,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.9,3725.5,No +9250-WYPLL,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.55,413.65,Yes +6308-CQRBU,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,109.25,7707.7,No +2754-XBHTB,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),77.65,714.15,Yes +1597-LHYNC,Female,1,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,95,2497.2,Yes +0186-CAERR,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),116.3,8309.55,No +3043-SUDUA,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.9,601.55,No +5442-BHQNG,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.35,139.25,No +2169-RRLFW,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1888.25,No +5872-OEQNH,Female,0,No,No,60,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Electronic check,44.45,2773.9,No +3162-KKZXO,Female,1,No,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100.15,5409.75,No +7055-VKGDA,Male,0,No,No,54,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.4,5643.4,Yes +0754-UKWQP,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.85,197.7,Yes +8873-GLDMH,Female,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.85,401.3,No +5696-JVVQY,Female,0,Yes,Yes,48,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),70.1,3238.4,No +8946-BFWSG,Male,0,Yes,Yes,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1573.05,No +7493-TPUWZ,Male,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,79.15,Yes +0547-HURJB,Male,0,No,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.05,235.8,No +8904-OPDCK,Male,1,Yes,No,54,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),24.95,1364.75,No +8845-LWKGE,Female,0,Yes,Yes,30,Yes,No,DSL,No,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,64.5,1985.15,No +1577-HKTFG,Female,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.65,655.85,Yes +8752-STIVR,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79,303.15,Yes +0691-NIKRI,Female,0,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.95,4335.2,No +5022-JNQEQ,Female,0,Yes,Yes,9,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,75.85,647.5,No +4558-FANTW,Female,0,Yes,Yes,17,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,91.85,1574.45,Yes +3249-VHRIP,Female,0,No,No,62,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),43.6,2748.7,No +3736-BLEPA,Male,0,No,No,28,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),91.25,2483.65,No +4701-LKOZD,Female,0,No,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.75,6367.2,No +6603-QWSPR,Female,0,No,No,46,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.4,4904.2,No +9921-QFQUL,Female,0,Yes,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,90.15,2044.95,No +1929-ZCBHE,Male,0,Yes,Yes,47,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,40.3,1794.8,No +4378-MYPGO,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.25,7173.15,No +8651-ENBZX,Female,1,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,106,6441.4,Yes +4129-LYCOI,Female,0,No,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,104,7039.05,No +7798-JVXYM,Female,0,No,No,14,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,69.65,921.4,No +8647-SDTWQ,Male,0,Yes,Yes,57,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.3,4018.35,No +2696-ECXKC,Female,0,Yes,Yes,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,100.9,5448.6,No +2081-KJSQF,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No +7623-TRNQN,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.9,49.9,Yes +3323-CPBWR,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.9,2085.45,No +9330-IJWIO,Female,0,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.35,1358.85,Yes +3384-CTMSF,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.1,5135.15,No +0902-RFHOF,Male,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,730.1,No +9286-DOJGF,Female,1,Yes,No,38,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.95,2869.85,Yes +6048-QBXKL,Female,1,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),56.55,118.25,No +9661-MHUMO,Male,1,Yes,Yes,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),49.25,49.25,Yes +7718-RXDGG,Male,0,Yes,No,15,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),68.6,1108.6,No +1025-FALIX,Female,0,No,No,26,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.05,1815.65,No +3451-VAWLI,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,730.4,No +3407-QGWLG,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,75.45,No +1842-EZJMK,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.7,5071.05,Yes +2347-WKKAE,Male,0,Yes,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.4,4014.6,No +8735-DCXNF,Male,0,Yes,No,10,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),54.95,568.85,No +3214-IYUUQ,Female,0,Yes,No,61,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,No,Bank transfer (automatic),93.7,5860.7,No +1936-UAFEH,Female,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.25,7279.35,No +3587-PMCOY,Male,0,No,No,10,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,98.9,1064.95,No +8079-XRJRS,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Electronic check,89.75,5769.6,Yes +1027-LKKQQ,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.45,5886.85,No +7148-XZPHA,Male,0,Yes,Yes,55,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,79.4,4238.45,No +8073-IJDCM,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,20.3,Yes +5309-TAIKL,Female,0,No,No,7,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),62.8,418.3,No +6856-RAURS,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.9,136.05,No +8778-LMWTJ,Female,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,708.2,No +9717-IOAAF,Male,0,No,Yes,27,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.85,788.55,No +8884-ADFVN,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.95,700.85,Yes +2845-KDHVX,Female,0,Yes,No,64,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,68.3,4378.8,No +0848-SOMKO,Male,0,No,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),48.4,3442.8,No +2720-WGKHP,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94,181.7,Yes +6734-FQAJX,Male,1,No,No,67,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,105.05,7171.7,No +2869-ADAWR,Female,0,No,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.3,4016.85,Yes +1535-VTJOQ,Female,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,553,No +6368-TZZDT,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,96.85,No +0943-ZQPXH,Male,0,Yes,Yes,44,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),92.95,4122.9,No +1293-BSEUN,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.7,1482.3,No +9894-EZEWG,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.3,74.3,Yes +1302-TPUBN,Male,0,No,No,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1240.8,No +7851-FLGGQ,Male,0,No,No,1,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,44.65,44.65,Yes +0637-UBJRP,Male,0,Yes,Yes,13,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,84.05,1095.3,Yes +0940-OUQEC,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.7,788.8,Yes +2378-VTKDH,Male,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.35,6578.55,No +0927-CNGRH,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No +8608-OZTLB,Male,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Electronic check,74.05,2802.3,No +2335-GSODA,Male,0,No,Yes,23,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,40.1,857.75,No +1952-DVVSW,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,184.4,No +0702-PGIBZ,Male,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.7,364.55,Yes +6656-GULJQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.55,6093.3,No +9853-JFZDU,Female,0,Yes,No,35,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,56.85,1861.1,No +1963-VAUKV,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,Yes +3777-XROBG,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,1079.65,No +6994-FGRHH,Male,0,Yes,Yes,70,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,106.15,7475.1,No +4000-VGMQP,Male,0,Yes,Yes,38,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78.95,2862.55,No +3999-WRNGR,Female,0,Yes,Yes,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.75,3069.45,No +3466-RITXD,Male,0,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),92.4,2349.8,No +2680-XKKNJ,Female,0,No,No,8,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),58.2,469.25,No +3058-HJCUY,Male,0,Yes,Yes,41,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,102.6,4213.35,Yes +2974-GGUXS,Female,1,Yes,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),91.95,3301.05,No +7994-XIRTR,Male,1,No,No,54,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),65.25,3529.95,No +3259-FDWOY,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),106,7723.7,Yes +2101-RANCD,Female,0,No,No,55,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.1,4144.9,No +7921-BEPCI,Female,0,No,No,72,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),59.75,4265,No +0807-ZABDG,Female,0,No,Yes,3,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.1,154.65,Yes +8510-TMWYB,Female,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.8,3246.45,No +3258-ZKPAI,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.6,8337.45,No +1428-IEDPR,Male,0,No,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.3,5731.4,No +5298-GSTLM,Female,1,No,No,60,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),101.4,6176.6,No +4450-YOOHP,Female,0,No,No,39,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.65,1905.4,No +6728-CZFEI,Female,0,No,No,15,Yes,No,DSL,No,No,No,No,Yes,No,One year,No,Mailed check,56.15,931.9,No +5748-RNCJT,Male,0,No,No,69,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),106.5,7348.8,Yes +3653-NCRDJ,Male,0,Yes,Yes,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.2,776.25,No +6121-TNHBO,Female,1,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),83,5243.05,No +5119-NZPTV,Male,1,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.1,141.65,No +6519-ZHPXP,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.3,7679.65,No +7739-LAXOG,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),91.05,2954.5,Yes +3472-QPRCH,Male,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,1006.9,No +8224-UAXBZ,Female,0,Yes,No,58,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,Yes,Electronic check,45.35,2540.1,No +9610-WCESF,Male,0,No,No,67,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Electronic check,43.9,3097.2,No +9776-CLUJA,Female,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,77.5,3807.35,Yes +2486-WYVVE,Male,0,Yes,No,31,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,79.3,2484,No +3865-ZYKAD,Male,1,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),84.9,5785.65,No +1422-DGUBX,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Electronic check,79.25,2619.15,No +2999-AANRQ,Female,0,No,No,21,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),71.05,1524.85,No +8668-KNZTI,Male,0,No,No,52,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Electronic check,53.75,2790.65,No +0480-KYJVA,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.25,1784.5,No +6034-ZRYCV,Female,0,Yes,No,72,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,54.2,3937.45,Yes +9746-YKGXB,Male,0,Yes,Yes,52,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,No,Bank transfer (automatic),44.25,2276.1,No +3926-YZVVX,Female,0,No,No,41,Yes,No,DSL,No,No,No,Yes,No,No,One year,No,Bank transfer (automatic),50.05,2029.05,No +6000-UKLWI,Male,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,802.35,No +2079-FBMZK,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.25,418.4,Yes +6332-FBZRI,Male,0,Yes,Yes,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),69.35,4653.25,No +2096-XOTMO,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,275.9,No +3266-FTKHB,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.15,343.45,No +8221-EQDGL,Male,0,Yes,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,61,2130.45,No +2346-LOCWC,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1191.4,No +6608-QQLVK,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,50.5,50.5,Yes +0298-XACET,Male,0,Yes,Yes,52,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,50.2,2554,No +7560-QJAVJ,Female,0,No,No,70,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),79.6,5589.45,No +2995-YWTCD,Female,0,Yes,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.9,467.7,No +3551-HUAZH,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,74.4,Yes +9137-UIYPG,Female,0,Yes,Yes,35,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.9,3756.45,No +2809-ZMYOQ,Female,0,No,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,3334.9,No +5084-OOVCJ,Female,0,Yes,Yes,17,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55.35,920.5,No +0254-WWRKD,Female,0,Yes,Yes,67,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Credit card (automatic),50.55,3431.75,No +7727-SHVZV,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,150.35,No +6302-JGYRJ,Male,0,No,Yes,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Mailed check,79.45,2587.7,Yes +5339-PXDVH,Male,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,90.65,367.95,No +2205-LPVGL,Male,1,Yes,Yes,58,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),89.85,5125.75,No +8782-NUUOL,Male,0,No,No,60,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,79,4801.1,No +3685-YLCMQ,Male,0,No,No,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.65,6219.6,Yes +7601-WFVZV,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No +4609-KNNWG,Female,0,Yes,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,550.1,No +4868-AADLV,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,116.25,7862.25,No +9529-OFXHY,Male,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87.75,1242.2,No +8634-MPHTR,Male,1,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,4871.05,Yes +2669-QVCRG,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),81.3,3190.65,No +2478-EEWWM,Male,0,Yes,No,59,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.3,2666.75,No +9174-IHETN,Female,0,No,Yes,50,Yes,No,Fiber optic,No,No,No,No,No,No,Two year,No,Credit card (automatic),70.35,3533.6,No +2233-TXSIU,Male,0,Yes,Yes,17,No,No phone service,DSL,Yes,No,Yes,No,Yes,No,One year,No,Credit card (automatic),44.45,792.15,No +9644-UMGQA,Male,0,Yes,Yes,6,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.15,295.65,No +3256-EZDBI,Male,1,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),29.45,1459.35,No +8761-NSOBC,Male,0,No,No,44,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,100.55,4398.15,Yes +0419-YAAPX,Male,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.3,4297.95,No +8413-VONUO,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.65,167.3,Yes +0872-CASZJ,Male,0,Yes,No,59,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Mailed check,69.1,4096.9,No +4726-DLWQN,Male,1,No,No,50,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),70.35,3454.6,No +8164-OCKUJ,Female,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,1286,No +3094-JOJAI,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,74.15,1387,No +9494-MRNYX,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.05,786.3,No +2599-CZABP,Male,0,Yes,No,14,Yes,No,DSL,No,No,No,No,No,No,One year,No,Electronic check,44.6,641.25,No +7945-PRBVF,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21.45,705.45,No +4544-RXFMG,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,43.45,345.5,No +0859-YGKFW,Male,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.05,345.9,No +1150-FTQGN,Female,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),94.15,5811.8,No +9223-UCPVT,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,94.4,94.4,Yes +7196-LIWRH,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,124.45,No +5448-VWNAM,Female,0,No,Yes,19,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,75.9,1375.6,No +1177-XZBJL,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),64.15,3491.55,No +3518-FSTWG,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.55,7920.7,No +9330-VOFSZ,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,6640.7,No +4351-QLCSU,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),55,55,Yes +0939-EREMR,Female,0,No,Yes,13,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,53.45,718.1,No +9389-ACWBI,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),69.95,320.4,No +5419-JPRRN,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.45,101.45,Yes +3644-QXEHN,Male,0,Yes,Yes,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,97,1334.45,No +2911-IJORQ,Male,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),90.6,3358.65,No +5921-NGYRH,Male,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.55,4764,No +2100-BDNSN,Female,0,Yes,No,5,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),67.95,350.3,Yes +5998-DZLYR,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),94.35,5703,No +0488-GSLFR,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.5,69.5,Yes +9318-NKNFC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.85,18.85,Yes +3985-HOYPM,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.4,525.55,No +9728-FTTVZ,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.2,69.2,Yes +9548-LERKT,Male,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,483.15,No +6576-FBXOJ,Male,0,Yes,No,17,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,54.6,934.8,No +4310-KEDTB,Female,0,No,Yes,26,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,29.8,786.5,No +7254-IQWOZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes +2474-BRUCM,Male,1,Yes,No,40,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.85,4086.3,Yes +4062-HBMOS,Male,0,No,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.05,5364.8,No +0742-NXBGR,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,82.3,82.3,Yes +2676-ISHSF,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,20.3,No +9236-NDUCW,Female,0,No,No,21,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,35.1,770.4,No +4753-PADAS,Female,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.7,6816.95,No +6103-QCKFX,Female,0,Yes,Yes,44,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),56.25,2419.55,No +7781-EWARA,Male,0,Yes,Yes,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,60.35,4138.7,No +6110-OHIHY,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79.25,267.6,Yes +7018-FPXHH,Male,0,Yes,Yes,56,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.8,3457.45,No +5889-LFOLL,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,1115.2,Yes +5708-EVONK,Female,0,Yes,Yes,58,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.4,5435.6,Yes +8708-XPXHZ,Female,0,Yes,Yes,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,4186.3,Yes +0616-ATFGB,Male,1,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.05,25.05,Yes +0572-ZJKLT,Female,0,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,99.65,4630.2,No +5135-RDDQL,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,No,No,No,No,No,Two year,Yes,Bank transfer (automatic),50.65,3221.25,No +1353-LJWEM,Male,0,No,No,11,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,60.9,688.5,No +1794-SWWKL,Male,0,Yes,Yes,15,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),59.65,867.1,No +6166-YIPFO,Male,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,64.7,4746.05,No +7016-BPGEU,Female,0,No,No,29,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.1,712.85,Yes +6876-ADESB,Male,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,48.95,48.95,Yes +9332-GYWLO,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,54.85,355.1,No +1963-SVUCV,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.3,45.3,Yes +4184-VODJZ,Male,0,Yes,Yes,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,Yes,Electronic check,91.35,5764.7,No +0220-EBGCE,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85.85,167.3,Yes +1092-WPIVQ,Female,0,Yes,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,428.45,No +7233-IOQNP,Female,0,Yes,No,43,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),34,1505.35,No +2834-JKOOW,Female,0,No,No,15,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Mailed check,45.9,693.45,No +2754-VDLTR,Male,0,No,Yes,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.2,930.4,Yes +2400-FEQME,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,1177.95,No +3190-XFANI,Male,0,No,Yes,49,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),100.6,5069.65,Yes +7551-DACSP,Male,0,Yes,Yes,6,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.3,324.25,Yes +4957-SREEC,Male,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.35,1458.1,No +7235-NXZCP,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.85,156.4,Yes +0230-UBYPQ,Male,1,Yes,No,63,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),36.1,2298.9,No +4923-ADWXJ,Female,0,No,No,25,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),65.8,1679.65,No +1763-KUAAW,Female,1,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.35,369.6,No +1104-TNLZA,Male,1,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.8,2998,No +5195-KPUNQ,Female,1,No,No,53,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,96.75,5206.55,No +0520-FDVVT,Male,0,No,No,35,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),102.35,3626.1,Yes +3439-GVUSX,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.4,24.4,No +1444-VVSGW,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),115.65,7968.85,Yes +5712-PTIWW,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,79.85,152.45,Yes +5949-HGVJL,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,73.05,1959.5,No +5203-XEHAX,Female,0,No,No,34,Yes,No,DSL,Yes,Yes,No,No,No,Yes,One year,No,Electronic check,64.35,2053.05,No +1635-HDGFT,Female,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,398.55,No +3315-TOTBP,Male,0,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,76,1130.85,Yes +8050-XGRVL,Female,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),54.75,3425.35,No +6661-HBGWL,Female,1,No,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.75,4323.45,Yes +1518-VOWAV,Female,0,No,No,9,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.65,703.55,Yes +9828-QHFBK,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.15,1275.7,No +3908-MKIMJ,Male,1,Yes,No,68,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Electronic check,41.95,2965.75,No +5012-YSPJJ,Male,0,Yes,Yes,31,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,54.35,1647,No +5909-ECHUI,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,56.25,56.25,Yes +1309-BXVOQ,Male,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.1,2249.95,Yes +6728-VOIFY,Female,0,Yes,No,63,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,96,6109.75,No +9317-WZPGV,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),79.75,159.4,Yes +4891-NLUBA,Female,0,Yes,Yes,61,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),61.45,3751.15,No +2856-HYAPG,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.65,68.65,Yes +8969-PRHFK,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,411.25,No +0661-KQHNK,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19,105.5,No +8709-KRDVL,Female,0,No,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100,3320.6,No +4488-PSYCG,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.25,327.45,Yes +1427-VERSM,Female,0,Yes,No,56,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,5669.5,No +9801-NOSHQ,Male,0,No,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,465.45,No +6339-YPSAH,Male,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.8,704.3,No +3621-CEOVK,Female,1,Yes,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,1369.8,Yes +6906-ANDWJ,Male,0,Yes,Yes,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,1107.25,Yes +2159-TURXX,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,95.55,No +1548-FEHVL,Male,0,Yes,No,61,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.2,6375.2,No +3795-CAWEX,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.55,8152.3,No +6215-NQCPY,Male,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.7,1566.75,No +5647-URDKA,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,130.25,No +2229-DPMBI,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.5,162.15,No +9626-WEQRM,Female,0,No,No,4,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,29.15,110.05,No +2188-SXWVT,Female,0,No,No,34,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,55,1885.15,No +6258-PVZWJ,Male,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.8,6302.85,No +1094-BKOSX,Female,0,Yes,Yes,45,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),51,2264.5,No +6969-MVBAI,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,90.1,816.8,No +2978-XXSOG,Female,0,No,No,22,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,59.05,1253.5,No +2342-CKIAO,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,41.2,No +6953-PBDIN,Male,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),72.95,5265.55,No +3898-BSJYF,Female,0,No,Yes,10,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),73.55,693.3,No +3938-YFPXD,Male,0,No,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.3,5997.1,No +7696-AMHOD,Female,0,Yes,Yes,49,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78,3824.2,No +2453-SAFNS,Female,1,No,No,54,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,No,Mailed check,72.1,3886.05,No +9558-IHEZX,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),106.75,7283.25,No +9617-UDPEU,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.25,412.55,No +6340-DACFT,Female,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1070.25,No +4955-VCWBI,Female,0,Yes,Yes,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,817.95,No +6813-GZQCG,Female,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.65,1171.3,No +7426-GSWPO,Male,1,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.5,6548.65,No +3389-KTRXV,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.85,625.65,No +3118-UHVVQ,Female,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.8,1911.5,No +1031-IIDEO,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.85,70.85,Yes +5832-XKAES,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.8,134.7,Yes +3205-MXZRA,Male,0,No,No,26,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,No,Credit card (automatic),59.45,1507,No +4701-AHWMW,Male,0,Yes,No,55,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),54.55,2978.3,Yes +8317-BVKSO,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.05,299.3,No +5702-KVQRD,Male,0,Yes,No,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,82.55,5832.65,No +0083-PIVIK,Male,0,No,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Electronic check,81.25,5567.55,No +9210-IAHGH,Female,0,No,No,7,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),70.75,450.8,Yes +6169-PGNCD,Female,0,No,No,57,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),74.3,4166.35,No +0023-XUOPT,Female,0,Yes,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,94.1,1215.6,Yes +4592-IWTJI,Female,0,Yes,Yes,3,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),29.7,91.7,Yes +4909-JOUPP,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.7,7898.45,No +4657-FWVFY,Female,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),96.35,3915.4,No +2257-BOVXD,Male,0,Yes,No,14,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),66.6,979.5,No +7729-JTEEC,Male,0,Yes,Yes,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.5,90.05,No +7632-MNYOY,Male,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),110.9,7432.05,Yes +6518-LGAOV,Female,0,Yes,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105,4026.4,Yes +7242-QZLXF,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.3,25.3,Yes +4576-CSAJH,Male,0,No,No,22,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),55.15,1193.05,Yes +1000-AJSLD,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.1,20.1,Yes +9696-RMYBA,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.1,398.55,No +8690-UPCZI,Male,0,Yes,Yes,29,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),69.05,1958.45,No +1062-LHZOD,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.9,69.9,Yes +9770-LXDBK,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,63.15,No +4086-WITJG,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1301.1,No +8344-WFMFH,Male,0,No,Yes,9,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,50.1,484.05,No +9600-NAXZN,Male,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,4528,Yes +8822-KNBHV,Female,0,No,No,48,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),83.45,3887.85,No +8404-FYDIB,Male,0,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),86.65,2208.75,No +2791-SFVEW,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,238.15,No +6457-USBER,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.8,80.8,Yes +6762-NSODU,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,958.15,No +4662-EKDPQ,Male,0,No,No,2,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),62.05,118.3,Yes +9248-OJYKK,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.45,76.45,Yes +9888-ZCUMM,Male,0,Yes,Yes,64,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.05,3845.45,No +3398-FSHON,Female,1,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.3,1094.5,Yes +3319-DWOEP,Male,1,Yes,No,6,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.75,573.75,Yes +1074-WVEVG,Female,0,Yes,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,1267,No +9979-RGMZT,Female,0,No,No,7,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,94.05,633.45,No +6437-UDQJM,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),84.1,6129.65,No +1226-IENZN,Male,1,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.75,1218.25,No +2108-GLPQB,Male,0,Yes,No,25,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),55.55,1405.3,No +9259-PACGQ,Female,0,Yes,No,34,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,62.65,2274.9,Yes +4415-IJZTP,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,74.5,Yes +1465-VINDH,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.1,1068.85,Yes +5474-LAMUQ,Male,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,533.9,No +3468-DRVQJ,Female,0,Yes,Yes,10,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,One year,No,Electronic check,70.3,676.15,No +1122-YJBCS,Male,0,Yes,No,69,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),53.65,3804.4,No +4990-ALDGW,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1118.8,No +4816-OKWNX,Male,0,Yes,Yes,50,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.4,5236.4,No +3315-IKYZQ,Male,0,Yes,Yes,28,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Mailed check,50.8,1386.8,No +2810-FTLEM,Female,0,No,No,16,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.15,762.25,Yes +4747-LCAQL,Male,0,No,No,25,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,79,1902,No +3411-WLRSQ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,239.05,No +0898-XCGTF,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),96.5,5673.7,No +8006-PYCSW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,39.8,No +8249-THVEC,Male,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.4,997.75,No +8722-PRFDV,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),77.55,5574.35,No +2164-SOQXL,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,406.05,No +4020-KIUDI,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.85,138.85,No +5850-BDWCY,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,123.65,No +2038-YSEZE,Female,0,No,No,29,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,67.45,1801.1,No +0827-ITJPH,Male,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),18.55,689,No +8799-OXZMD,Female,0,No,No,28,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,29.75,790.7,No +1925-TIBLE,Female,0,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.5,582.5,Yes +1705-GUHPV,Female,0,No,No,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.2,1618.2,No +4779-ZGICK,Male,0,Yes,Yes,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.55,1173.35,No +0048-PIHNL,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.45,900.9,No +0818-OCPZO,Male,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.45,2122.05,Yes +3967-KXAPS,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),92.3,6719.9,No +1447-GIQMR,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.15,69.15,Yes +3704-IEAXF,Female,0,Yes,Yes,72,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),53.65,3784,No +6810-VCAEX,Female,0,No,No,47,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),39.65,1798.65,No +0674-EYYZV,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.65,54.65,No +4480-MBMLB,Female,0,No,No,36,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.8,3886.45,No +1395-OFUWC,Male,0,Yes,Yes,43,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),29.3,1224.05,No +0822-QGCXA,Female,1,Yes,No,27,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,83.85,2310.2,No +0872-NXJYS,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.55,723.4,Yes +2832-KJCRD,Female,0,No,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.65,3988.5,No +3588-WSTTJ,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.05,3554.6,No +4075-WKNIU,Female,0,Yes,Yes,0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,73.35, ,No +5090-EMGTC,Female,0,Yes,No,59,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,100.05,6034.85,No +2346-CZYIL,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.35,531.6,No +3798-EPWRR,Female,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,43.95,85.1,No +6258-NGCNG,Male,0,No,No,7,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,23.5,173,No +4186-ZBUEW,Female,0,No,No,36,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,70.7,2511.95,No +5274-XHAKY,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),94.3,3893.6,No +1442-BQPVU,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,29.15,357.15,No +3978-YNKDD,Male,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.85,467.5,No +4940-KHCWD,Female,0,Yes,No,60,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),37.7,2288.7,No +9412-ARGBX,Female,0,No,Yes,48,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Mailed check,95.5,4627.85,Yes +1389-CXMLU,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,91.05,289.1,Yes +9589-ABEPT,Male,0,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,92.45,6460.55,No +9388-ZEYVT,Male,0,No,No,43,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,One year,No,Electronic check,44.15,1931.3,No +0305-SQECB,Female,0,No,Yes,11,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,36.05,402.6,No +7605-SNLQG,Female,0,Yes,No,45,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),50.25,2221.55,No +4670-TABXH,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.75,7758.9,No +5561-NWEVX,Female,1,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,79.2,172.85,Yes +0064-SUDOG,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,224.5,No +8561-NMTBD,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),112.35,7388.45,No +5161-XEUVX,Male,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,No,Mailed check,94.3,3460.95,No +8292-FRFZQ,Female,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),41.15,1700.9,No +8591-NXRCV,Female,0,No,No,41,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),74.65,3090.65,No +7895-VONWT,Female,0,No,No,25,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.25,1293.8,No +4526-RMTLL,Male,0,Yes,Yes,8,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),76.15,645.8,No +6253-GNHWH,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,71.1,5224.95,No +4566-NECEV,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,96.55,500.1,No +8080-POTJR,Female,0,No,No,30,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),79.3,2427.1,No +6906-MPARY,Male,0,No,No,40,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,One year,Yes,Credit card (automatic),89.6,3488.15,No +3662-FXJFO,Female,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.5,1035.7,No +8107-RZLNV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),106.3,7565.35,No +0516-OOHAR,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),100.35,2799,No +2027-CWDNU,Male,0,Yes,Yes,18,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,85.6,1601.5,No +2737-WFVYW,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.25,85.5,Yes +9912-OMZDS,Female,0,Yes,Yes,59,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.15,6256.2,No +3733-ZEECP,Male,0,Yes,Yes,22,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,51.1,1232.9,No +7878-RTCZG,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,No +2452-MRMZF,Female,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.7,1937.4,No +2272-QAGFO,Female,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.3,1096.25,Yes +7103-IPXPJ,Male,0,Yes,No,50,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Electronic check,99.4,5059.75,No +4342-HFXWS,Female,0,Yes,Yes,48,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),69.7,3023.65,No +3545-CNWRG,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.35,4889.2,No +1785-BPHTP,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,85.45,2289.9,No +4989-LIXVT,Male,1,No,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.9,6503.2,No +7315-WYOAW,Male,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,100.75,1313.25,No +1173-XZPYF,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,990.3,No +9850-OWRHQ,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.1,228,Yes +3768-NLUBH,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.6,5746.15,Yes +8676-TRMJS,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75,209.1,Yes +2509-TFPJU,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.75,1864.2,No +9530-GRMJG,Male,0,Yes,Yes,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.1,5979.7,No +6898-RBTLU,Female,0,Yes,Yes,49,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),79.3,3902.45,No +5481-NTDOH,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),107.05,7142.5,No +2068-WWXQZ,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,902,No +7359-SSBJK,Female,1,No,No,64,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.2,4481,Yes +2061-VVFST,Female,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,805.2,No +0685-MLYYM,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.75,154.85,Yes +0749-IRGQE,Female,1,Yes,No,13,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,45.3,528.45,No +2380-DAMQP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,115.15,8349.7,No +2256-YLYLP,Male,0,Yes,Yes,68,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),72.95,4953.25,No +1272-ILHFG,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,332.65,No +0164-XAIRP,Female,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.55,470.2,No +5666-CYCYZ,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.55,2259.35,No +4011-ARPHK,Male,0,No,No,27,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.35,1411.35,No +8182-PNAGI,Male,0,No,No,12,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),50.25,593.75,Yes +6365-HITVU,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),87.25,6328.7,No +7558-IMLMT,Male,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.8,1411.9,No +9488-FYQAU,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.25,6841.4,No +3590-TCXTB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,20.35,No +6994-KERXL,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.9,238.5,No +7957-RYHQD,Female,1,No,No,40,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),79.2,3233.85,Yes +2180-DXNEG,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96,1062.1,Yes +1960-UOTYM,Male,0,Yes,Yes,52,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,79.2,4016.3,No +2740-JFBOK,Male,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,24,226.55,No +6500-JVEGC,Male,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),101.35,7110.75,No +5515-AKOAJ,Female,0,No,No,54,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.1,5440.9,Yes +8976-OQHGT,Female,0,Yes,Yes,4,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,56.5,235.1,Yes +5245-VDBUR,Female,0,Yes,No,52,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.45,1958.95,No +6230-BSUXY,Female,1,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85,85,Yes +8469-SNFFH,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),79.4,5528.9,No +2144-ESWKO,Male,0,No,No,43,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),35.2,1463.7,No +1241-FPMOF,Male,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,1025.05,No +9928-BZVLZ,Female,0,No,No,12,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,49.85,552.1,No +4114-QMKVN,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),68.75,3815.4,No +2775-SEFEE,Male,0,No,Yes,0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),61.9, ,No +9003-CPATH,Male,0,No,No,42,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,79.9,3313.4,No +1754-GKYPY,Male,1,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),89.75,1938.9,No +5294-CDGWY,Male,0,Yes,Yes,51,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,59.3,3014.65,Yes +7956-XQWGU,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.4,460.25,No +1591-MQJTP,Male,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),93.65,4839.15,No +5295-PCJOO,Male,0,No,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,184.4,Yes +2369-FEVNO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,19.9,No +9863-JZAIC,Male,0,No,No,35,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55,2010.55,Yes +7471-MQPOS,Male,1,Yes,Yes,71,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),72.9,5139.65,No +7660-HDPJV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.2,69.2,Yes +5115-SQAAU,Female,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.6,1673.4,No +9845-QOMAD,Male,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.75,309.35,No +7672-VFMXZ,Male,0,Yes,No,57,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,55.7,3171.6,No +9739-JLPQJ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),117.5,8670.1,No +9916-AYHTC,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,916,No +3855-ONCAR,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,78.9,299.75,No +1488-SYSFC,Male,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.65,702.05,No +7931-PXHFC,Male,0,No,No,38,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Mailed check,62.3,2354.8,Yes +3990-QYKBE,Male,1,Yes,No,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.5,3473.4,Yes +0970-QXPXW,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No +3259-KNMRR,Male,1,No,No,57,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.75,4438.2,No +6120-RJKLU,Female,1,Yes,No,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.95,4819.75,No +9572-WUKSB,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.9,92.25,No +5893-KCLGT,Female,0,No,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.75,1567,No +0076-LVEPS,Male,0,No,Yes,29,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,45,1242.45,No +3640-JQGJG,Male,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.8,559.2,No +4919-MOAVT,Male,0,No,Yes,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,220.1,Yes +1596-OQSPS,Female,0,No,No,11,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,51.1,531.15,No +9867-XOBQA,Female,0,No,Yes,21,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,53.15,1183.2,No +9546-KDTRB,Female,0,No,No,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),24.7,465.85,No +3090-HAWSU,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.6,6876.05,Yes +9820-RMCQV,Female,0,No,No,11,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),48.55,501,Yes +3174-RKMOW,Male,0,Yes,Yes,35,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.95,3782.4,No +1760-CAZHT,Male,0,No,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,460.2,No +7839-QRKXN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes +8441-SHIPE,Female,0,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.6,1790.35,No +5204-QZXPU,Male,0,No,No,19,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.65,733.35,Yes +4597-ELFTS,Male,0,No,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.9,1334,Yes +1320-GVNHT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),108.4,7767.25,No +1047-RNXZV,Male,0,No,No,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,876.15,No +3541-ZNUHK,Female,0,Yes,Yes,55,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,85.1,4600.95,No +8450-JOVAH,Male,0,Yes,Yes,2,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,56.7,113.55,Yes +8725-JEDFD,Male,0,No,No,27,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.05,1793.25,No +7562-UXTPG,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,886.7,No +8071-SBTRN,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Mailed check,111.15,7737.55,No +1113-IUJYX,Female,0,Yes,No,14,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Mailed check,105.95,1348.9,Yes +6668-CNMFP,Female,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),89.35,1686.85,No +5626-MGTUK,Female,0,No,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.1,1879.25,No +5681-LLOEI,Male,0,Yes,Yes,43,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),91.25,4013.8,No +8212-DJRCH,Male,0,Yes,Yes,5,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,90.35,434.5,No +4323-OHFOW,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.55,7195.35,No +4933-BSAIP,Female,0,Yes,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.1,780.1,No +2030-BTZRO,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.4,107.6,No +1116-DXXDF,Male,0,No,No,39,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,100.45,3801.7,No +9274-CNFMO,Male,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.95,308.7,Yes +7758-XKCBS,Male,0,No,No,15,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.7,438.25,Yes +8992-JQYUN,Male,0,Yes,No,1,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.35,50.35,Yes +6563-VNPMN,Female,1,No,No,45,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),85.7,3778.1,No +0617-AQNWT,Female,0,Yes,No,64,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Electronic check,47.85,3147.5,Yes +2267-WTPYD,Female,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),94,5438.95,No +0270-THENM,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.85,5102.35,No +2446-PLQVO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes +4707-MAXGU,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.85,1872.2,No +2710-WYVXG,Female,0,No,No,3,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,71.1,213.35,No +3005-NFMTA,Male,1,No,No,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.8,5617.75,Yes +6300-BWMJX,Female,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,93.35,5386.5,No +8784-CGILN,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.85,1776.95,Yes +5389-FFVKB,Male,1,Yes,No,32,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),80.3,2483.05,Yes +7009-LGECI,Female,0,No,No,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.55,235.65,No +8444-WRIDW,Female,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.45,5224.35,Yes +5022-KVDQT,Male,0,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.3,2272.8,No +7976-CICYS,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.7,83.75,No +1036-GUDCL,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),79.05,4663.4,No +2005-DWQZJ,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.05,201.7,No +8148-WOCMK,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,125,No +7815-PDTHL,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,684.4,No +9451-LPGOO,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.8,620.35,Yes +9173-IVZVP,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.9,1146.05,No +9129-UXERG,Female,1,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),103.6,1806.35,No +3635-JBPSG,Female,0,No,No,15,No,No phone service,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Mailed check,38.8,603,No +7964-ZRKKG,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),88.4,5798.3,No +5868-YWPDW,Male,1,Yes,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.2,519.15,Yes +6229-LSCKB,Male,1,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.7,497.6,No +2025-JKFWI,Male,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99,1301.7,Yes +4078-SAYYN,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.75,1129.75,Yes +1724-IQWNM,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,19.3,No +8217-QYOHV,Male,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.75,266.95,No +5546-QUERU,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.95,257,No +9940-HPQPG,Female,0,Yes,No,9,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),91.75,865.8,Yes +6897-UUBNU,Male,0,No,No,29,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,89.65,2623.65,No +6127-IYJOZ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,No +6618-RYATB,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.55,79.55,Yes +8930-XOTDP,Female,0,Yes,Yes,18,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.95,1082.8,No +5916-QEWPT,Female,0,Yes,No,2,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),69,147.8,No +5060-TQUQN,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),83.55,2570.2,No +0531-XBKMM,Male,0,No,Yes,66,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),65.7,4378.9,No +8465-SBRXP,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),94.9,3616.25,No +2408-PSJVE,Male,0,Yes,Yes,44,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,61.9,2924.05,No +9079-YEXQJ,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,111.1,6014.85,Yes +9700-ZCLOT,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,32.7,No +8738-JOKAR,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,67.7,2882.25,No +4534-WGCIR,Female,0,Yes,Yes,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,1509.9,No +1930-WNXSB,Male,0,Yes,Yes,58,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.85,5305.05,No +2685-SREOM,Female,0,Yes,Yes,25,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.1,2368.4,Yes +3508-CFVZL,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,111.3,7985.9,No +0402-CQAJN,Female,0,No,No,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.9,3545.35,Yes +6692-UDPJC,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,91.65,1301,Yes +1273-MTETI,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,88.85,372.45,Yes +0657-DOGUM,Female,0,Yes,No,48,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.6,2985.25,No +5480-HPRRX,Female,1,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.3,77.75,Yes +8792-AOROI,Female,0,Yes,No,8,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Two year,No,Mailed check,65.5,564.35,No +0295-PPHDO,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,95.45,Yes +5146-YYFRZ,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.95,1311.75,No +1195-OIYEJ,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.1,1135.7,Yes +5906-CVLHP,Female,0,Yes,Yes,45,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.15,2319.8,Yes +3452-SRFEG,Male,0,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,3720.35,No +4070-OKWVH,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),94.6,5025.8,No +5297-MDOIR,Female,0,Yes,No,63,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),81.15,5224.5,No +6369-MCAKO,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.05,6185.8,No +4926-UMJZD,Female,0,Yes,No,31,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.2,1498.55,No +6848-HJTXY,Female,0,Yes,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,1208.6,No +6341-AEVKX,Female,0,Yes,No,62,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.3,6613.65,No +4501-EQDRN,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.7,69.7,Yes +2990-HWIML,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,573.3,Yes +0682-USIXD,Female,0,Yes,No,21,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,86.05,1818.9,No +6976-BWGLQ,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.2,1787.35,No +7078-NVFAM,Female,0,Yes,Yes,32,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,35.15,1051.05,No +8065-QBYTO,Female,1,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),99.65,7181.25,No +2133-TSRRM,Female,0,No,Yes,34,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,3688.6,No +7384-GHBPI,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.15,99.75,Yes +7603-USHJS,Male,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.75,871.4,Yes +7234-FECYN,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.35,780.5,Yes +2511-ALLCS,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,821.6,No +3191-CSNMG,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.7,239.45,No +7952-OBOYL,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,89.85,244.45,No +7470-DYNOE,Male,0,No,No,53,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,Yes,Electronic check,61.1,3357.9,No +7853-OETYL,Female,0,Yes,No,4,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,29.05,129.6,No +1545-ACTAS,Female,0,Yes,Yes,48,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),99.7,4977.2,No +5876-HZVZM,Female,0,Yes,Yes,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),55.9,365.35,Yes +1400-MMYXY,Male,1,Yes,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,334.65,Yes +5126-RCXYW,Male,0,Yes,Yes,54,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),46,2424.05,No +3085-QUOZK,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.95,43.95,Yes +2363-BJLSL,Male,0,No,No,62,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),80.4,4981.15,No +1956-YIFGE,Male,0,Yes,Yes,22,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,100.05,2090.25,No +3926-CUQZX,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.1,45.1,Yes +7921-LMDFQ,Male,1,No,No,51,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94,4905.75,No +2925-MXLSX,Female,0,No,No,30,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),68.95,2038.7,No +5820-PTRYM,Female,1,Yes,No,56,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),68.45,4014,No +9609-BENEA,Male,0,Yes,No,35,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,69,2441.7,No +6211-WHMYA,Female,1,No,No,64,No,No phone service,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,43.85,2751,No +4459-BBGHE,Male,0,No,Yes,30,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.5,1307.8,No +9945-PSVIP,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,18.7,383.65,No +1041-RXHRA,Female,0,No,No,41,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.25,2868.05,Yes +1750-CSKKM,Male,0,No,Yes,9,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,55.35,449.75,Yes +9108-EJFJP,Female,0,Yes,No,1,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,53.55,53.55,No +0530-IJVDB,Male,0,No,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114.6,7882.5,No +0508-SQWPL,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.1,1087.7,No +2215-ZAFGX,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.5,791.7,No +8213-TAZPM,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.75,7493.05,No +7142-HVGBG,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103,4414.3,Yes +1304-SEGFY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,97.85,6841.3,No +7242-EDTYC,Male,0,No,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,819.95,No +2904-GGUAZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),84.05,6052.25,No +8267-ZNYVZ,Female,0,Yes,No,33,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,103.75,3361.05,Yes +5136-GFPMB,Male,0,No,No,54,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),89.4,4869.5,No +2595-KIWPV,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,509.3,No +5243-SAOTC,Male,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.85,4308.25,No +9398-MMQTO,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.45,221.1,No +7619-PLRLP,Female,0,Yes,No,53,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),74.1,3833.95,No +6457-GIRWB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,69.35,Yes +6508-NJYRO,Male,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,294.95,No +1450-SKCVI,Female,0,No,No,56,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.85,4092.85,Yes +4710-NKCAW,Male,0,Yes,Yes,5,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),64.4,316.9,No +5306-BVTKJ,Male,0,Yes,Yes,48,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),55.8,2651.2,No +0357-NVCRI,Female,0,No,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,471.7,No +5570-PTWEH,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.15,216.75,Yes +2371-KFUOG,Male,0,No,No,58,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),99.15,5720.95,No +0463-ZSDNT,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),56.75,503.25,No +6502-MJQAE,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes +6257-DTAYD,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.15,7365.3,No +4616-ULAOA,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,7245.9,No +7693-LCKZL,Male,0,Yes,Yes,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.15,385,Yes +7746-AWNQW,Female,0,No,No,28,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,35.75,961.4,No +5996-EBTKM,Female,0,Yes,Yes,67,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),69.9,4615.9,No +2758-RNWXS,Male,0,No,No,35,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,89.2,3251.3,No +2314-TNDJQ,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),55.65,3880.05,No +2405-LBMUW,Female,0,Yes,Yes,61,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),50.7,3088.75,No +3454-JFUBC,Male,1,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20,1396,No +0032-PGELS,Female,0,Yes,Yes,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),30.5,30.5,Yes +9039-ZVJDC,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.1,53.05,No +6797-LNAQX,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),98.3,6859.5,Yes +9013-AQORL,Female,0,No,Yes,48,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),45.55,2108.35,No +2898-MRKPI,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),101.05,6770.5,No +2750-BJLSB,Female,0,No,No,47,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,103.7,4730.6,No +3648-GZPHF,Male,0,Yes,Yes,32,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,Yes,Mailed check,36.25,1151.05,No +2075-RMJIK,Female,0,Yes,Yes,5,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.4,232.55,No +9588-YRFHY,Male,0,No,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.9,1022.6,No +6394-MFYNG,Female,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.4,5121.3,Yes +1564-NTYXF,Female,1,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,82,1127.2,Yes +9364-YKUVW,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.8,309.4,No +5392-AKEMH,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.05,523.1,No +2451-YMUXS,Male,1,No,No,67,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),64.55,4250.1,No +3914-FDRHP,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,86.25,770.5,No +3078-ZKNTS,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.75,246.7,No +1024-KPRBB,Female,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Mailed check,89.1,3342,No +4690-PKDQG,Female,1,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.55,3930.6,No +8155-IBNHG,Female,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.4,1747.85,Yes +0886-QGENL,Female,1,Yes,No,27,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,2754.45,Yes +9547-ITEFG,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.6,897.75,No +1264-FUHCX,Female,0,Yes,No,49,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),56.3,2780.6,No +7789-CRUVC,Female,1,Yes,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),94.2,5895.45,No +6598-KELSS,Male,0,No,Yes,50,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),43.05,2208.05,No +8739-WWKDU,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.5,2196.15,Yes +8685-WHQPW,Female,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.4,1692.6,Yes +4745-LSPLO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,Yes +8083-YTZES,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,265.35,Yes +7240-FQLHE,Female,1,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),99.75,1836.25,Yes +6664-FPDAC,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.95,6418.9,Yes +9972-VAFJJ,Female,1,Yes,No,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,94,4871.45,No +0422-UXFAP,Female,0,Yes,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,98.85,4947.55,No +1904-WAJAA,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,64.35,1558.65,No +5130-YPIRV,Female,0,Yes,No,62,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),72,4284.2,No +2843-CQMEG,Male,0,No,No,24,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.7,1218.25,No +6439-PKTRR,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Electronic check,80.7,5617.95,No +5351-QESIO,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.2,24.2,No +0786-VSSUD,Male,1,No,No,16,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,39,679.85,Yes +5568-DMXZS,Female,0,No,No,8,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,65.45,554.45,No +8468-FZTOE,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Electronic check,74.35,5237.4,No +6633-SYEUS,Female,0,No,No,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),83.2,2032.3,No +6447-GORXK,Male,0,No,Yes,31,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25,789.2,No +6967-PEJLL,Male,0,Yes,Yes,37,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Electronic check,40.2,1525.35,No +3976-BWUCK,Female,0,Yes,No,30,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),94.1,2804.45,Yes +5981-ZVXOT,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.35,3726.15,No +1684-FLBGS,Female,0,Yes,Yes,23,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),69.5,1652.1,No +1389-WNUIB,Female,0,Yes,Yes,20,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),76,1588.75,No +0376-OIWME,Male,0,Yes,No,36,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.6,3366.05,No +3585-ISXZP,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),95.65,778.1,Yes +0218-QNVAS,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),100.55,7113.75,No +6583-QGCSI,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.05,4367.35,Yes +0804-YGEQV,Female,0,Yes,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.45,993.15,No +7164-BPTUT,Male,0,No,Yes,57,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,89.55,5012.35,No +4174-LPGTI,Female,0,Yes,Yes,41,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),66.5,2728.6,Yes +2523-EWWZL,Female,0,Yes,No,27,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,76.1,2093.4,No +0928-XUTSN,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.5,1011.8,No +2108-XWMPY,Male,0,No,No,3,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,35.45,106.85,Yes +0052-YNYOT,Female,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.55,1343.4,No +6304-IJFSQ,Male,0,No,No,3,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.9,130.1,Yes +9586-JGQKH,Female,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.4,6794.75,No +4501-VCPFK,Male,0,No,No,26,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,35.75,1022.5,No +6075-SLNIL,Male,0,No,No,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),95.1,3691.2,No +9347-AERRL,Male,0,Yes,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,486.2,No +0093-XWZFY,Male,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,4036.85,Yes +2274-XUATA,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.1,4685.55,No +1980-KXVPM,Female,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.05,256.25,Yes +7703-ZEKEF,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81,1917.1,Yes +0723-DRCLG,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.45,74.45,Yes +5482-NUPNA,Female,0,No,No,4,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,60.4,272.15,Yes +6691-CCIHA,Female,0,Yes,No,62,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,84.95,5150.55,No +1685-BQULA,Female,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.4,3756.4,No +9053-EJUNL,Male,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,3645.75,No +0666-UXTJO,Male,1,Yes,No,34,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.2,2874.45,No +1471-GIQKQ,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,49.95,49.95,No +4807-IZYOZ,Female,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1020.75,No +1122-JWTJW,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.65,70.65,Yes +9710-NJERN,Female,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,826,No +9837-FWLCH,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.2,239,No +1699-HPSBG,Male,0,No,No,12,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,Yes,Electronic check,59.8,727.8,Yes +7203-OYKCT,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.95,7544.3,No +1035-IPQPU,Female,1,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.5,6479.4,No +7398-LXGYX,Male,0,Yes,No,44,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.8,3626.35,No +2823-LKABH,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.05,1679.4,No +8775-CEBBJ,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.2,403.35,Yes +0550-DCXLH,Male,0,No,No,13,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,73.35,931.55,No +9281-CEDRU,Female,0,Yes,No,68,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),64.1,4326.25,No +2235-DWLJU,Female,1,No,No,6,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.4,263.05,No +0871-OPBXW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,39.25,No +3605-JISKB,Male,1,Yes,No,55,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,No,Credit card (automatic),60,3316.1,No +6894-LFHLY,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.75,75.75,Yes +9767-FFLEM,Male,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.5,2625.25,No +0639-TSIQW,Female,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),102.95,6886.25,Yes +8456-QDAVC,Male,0,No,No,19,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),78.7,1495.1,No +7750-EYXWZ,Female,0,No,No,12,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,60.65,743.3,No +2569-WGERO,Female,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),21.15,1419.4,No +6840-RESVB,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,84.8,1990.5,No +2234-XADUH,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),103.2,7362.9,No +4801-JZAZL,Female,0,Yes,Yes,11,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,29.6,346.45,No +8361-LTMKD,Male,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.4,306.6,Yes +3186-AJIEK,Male,0,No,No,66,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.65,6844.5,No diff --git a/customer churn analaysis/WA_Fn-UseC_-Telco-Customer-Churn.csv b/customer churn analaysis/WA_Fn-UseC_-Telco-Customer-Churn.csv new file mode 100644 index 00000000..3de7a612 --- /dev/null +++ b/customer churn analaysis/WA_Fn-UseC_-Telco-Customer-Churn.csv @@ -0,0 +1,7044 @@ +customerID,gender,SeniorCitizen,Partner,Dependents,tenure,PhoneService,MultipleLines,InternetService,OnlineSecurity,OnlineBackup,DeviceProtection,TechSupport,StreamingTV,StreamingMovies,Contract,PaperlessBilling,PaymentMethod,MonthlyCharges,TotalCharges,Churn +7590-VHVEG,Female,0,Yes,No,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.85,29.85,No +5575-GNVDE,Male,0,No,No,34,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,56.95,1889.5,No +3668-QPYBK,Male,0,No,No,2,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,53.85,108.15,Yes +7795-CFOCW,Male,0,No,No,45,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),42.3,1840.75,No +9237-HQITU,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.7,151.65,Yes +9305-CDSKC,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.65,820.5,Yes +1452-KIOVK,Male,0,No,Yes,22,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.1,1949.4,No +6713-OKOMC,Female,0,No,No,10,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.75,301.9,No +7892-POOKP,Female,0,Yes,No,28,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.8,3046.05,Yes +6388-TABGU,Male,0,No,Yes,62,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),56.15,3487.95,No +9763-GRSKD,Male,0,Yes,Yes,13,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.95,587.45,No +7469-LKBCI,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.95,326.8,No +8091-TTVAX,Male,0,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),100.35,5681.1,No +0280-XJGEX,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.7,5036.3,Yes +5129-JLPIS,Male,0,No,No,25,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,2686.05,No +3655-SNQYZ,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),113.25,7895.15,No +8191-XWSZG,Female,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,1022.95,No +9959-WOFKT,Male,0,No,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),106.7,7382.25,No +4190-MFLUW,Female,0,Yes,Yes,10,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),55.2,528.35,Yes +4183-MYFRB,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,1862.9,No +8779-QRDMV,Male,1,No,No,1,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,39.65,39.65,Yes +1680-VDCWW,Male,0,Yes,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,202.25,No +1066-JKSGK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,Yes +3638-WEABW,Female,0,Yes,No,58,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),59.9,3505.1,No +6322-HRPFA,Male,0,Yes,Yes,49,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),59.6,2970.3,No +6865-JZNKO,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.3,1530.6,No +6467-CHFZW,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.35,4749.15,Yes +8665-UTDHZ,Male,0,Yes,Yes,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.2,30.2,Yes +5248-YGIJN,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.25,6369.45,No +8773-HHUOZ,Female,0,No,Yes,17,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,64.7,1093.1,Yes +3841-NFECX,Female,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),96.35,6766.95,No +4929-XIHVW,Male,1,Yes,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.5,181.65,No +6827-IEAUQ,Female,0,Yes,Yes,27,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Mailed check,66.15,1874.45,No +7310-EGVHZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.2,20.2,No +3413-BMNZE,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.25,45.25,No +6234-RAAPL,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),99.9,7251.7,No +6047-YHPVI,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,316.9,Yes +6572-ADKRS,Female,0,No,No,46,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),74.8,3548.3,No +5380-WJKOV,Male,0,No,No,34,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,3549.25,Yes +8168-UQWWF,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.85,1105.4,Yes +8865-TNMNX,Male,0,Yes,Yes,10,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Mailed check,49.55,475.7,No +9489-DEDVP,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),69.2,4872.35,No +9867-JCZSP,Female,0,Yes,Yes,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.75,418.25,No +4671-VJLCL,Female,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),79.85,4861.45,No +4080-IIARD,Female,0,Yes,No,13,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,76.2,981.45,No +3714-NTNFO,Female,0,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.5,3906.7,No +5948-UJZLF,Male,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.25,97,No +7760-OYPDY,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.65,144.15,Yes +7639-LIAYI,Male,0,No,No,52,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.75,4217.8,No +2954-PIBKO,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),64.15,4254.1,No +8012-SOUDQ,Female,1,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.25,3838.75,No +9420-LOJKX,Female,0,No,No,15,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.1,1426.4,Yes +6575-SUVOI,Female,1,Yes,No,25,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),69.5,1752.65,No +7495-OOKFY,Female,1,Yes,No,8,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.65,633.3,Yes +4667-QONEA,Female,1,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),74.85,4456.35,No +1658-BYGOY,Male,1,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,1752.55,Yes +8769-KKTPH,Female,0,Yes,Yes,63,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),99.65,6311.2,No +5067-XJQFU,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,108.45,7076.35,No +3957-SQXML,Female,0,Yes,Yes,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.95,894.3,No +5954-BDFSG,Female,0,No,No,72,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.5,7853.7,No +0434-CSFON,Female,0,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,4707.1,No +1215-FIGMP,Male,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.9,5450.7,No +0526-SXDJP,Male,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),42.1,2962,No +0557-ASKVU,Female,0,Yes,Yes,18,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),54.4,957.1,No +5698-BQJOH,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.4,857.25,Yes +5122-CYFXA,Female,0,No,No,3,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,75.3,244.1,No +8627-ZYGSZ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Electronic check,78.9,3650.35,No +3410-YOQBQ,Female,0,No,No,31,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,79.2,2497.2,No +3170-NMYVV,Female,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,930.9,No +7410-OIEDU,Male,0,No,No,10,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.85,887.35,No +2273-QCKXA,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,49.05,49.05,No +0731-EBJQB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.4,1090.65,No +1891-QRQSA,Male,1,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.6,7099,No +8028-PNXHQ,Male,0,Yes,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.25,1424.6,No +5630-AHZIL,Female,0,No,Yes,3,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.5,177.4,No +2673-CXQEU,Female,1,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,110.5,6139.5,No +6416-JNVRK,Female,0,No,No,46,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Credit card (automatic),55.65,2688.85,No +5590-ZSKRV,Female,0,Yes,Yes,8,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.65,482.25,No +0191-ZHSKZ,Male,1,No,No,30,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.75,2111.3,No +3887-PBQAO,Female,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),25.9,1216.6,No +5919-TMRGD,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.35,79.35,Yes +8108-UXRQN,Female,0,Yes,Yes,11,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,50.55,565.35,No +9191-MYQKX,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.15,496.9,Yes +9919-YLNNG,Female,0,No,No,42,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.8,4327.5,No +0318-ZOPWS,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.15,973.35,No +4445-ZJNMU,Male,0,No,No,9,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.3,918.75,No +4808-YNLEU,Female,0,Yes,No,35,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Bank transfer (automatic),62.15,2215.45,No +1862-QRWPE,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1057,No +2796-NNUFI,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,927.1,No +3016-KSVCP,Male,0,Yes,No,29,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,33.75,1009.25,No +4767-HZZHQ,Male,0,Yes,Yes,30,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),82.05,2570.2,No +2424-WVHPL,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,74.7,74.7,No +7233-PAHHL,Male,0,Yes,Yes,66,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84,5714.25,No +6067-NGCEU,Female,0,No,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),111.05,7107,No +9848-JQJTX,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),100.9,7459.05,No +8637-XJIVR,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,927.35,Yes +9803-FTJCG,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),66.85,4748.7,No +0278-YXOOG,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,21.05,113.85,Yes +3212-KXOCR,Male,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21,1107.2,No +4598-XLKNJ,Female,1,Yes,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,2514.5,Yes +6380-ARCEH,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No +3679-XASPY,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.45,19.45,No +7123-WQUHX,Male,0,No,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),95,3605.6,No +5386-THSLQ,Female,1,Yes,No,66,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),45.55,3027.25,No +3192-NQECA,Male,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110,7611.85,Yes +6180-YBIQI,Male,0,No,No,5,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.3,100.2,No +6728-DKUCO,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,104.15,7303.05,No +9750-BOOHV,Female,0,No,No,32,No,No phone service,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,30.15,927.65,No +8597-CWYHH,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Mailed check,94.35,3921.3,No +2848-YXSMW,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1363.25,No +0486-HECZI,Male,0,Yes,No,55,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,96.75,5238.9,Yes +4549-ZDQYY,Female,0,No,No,52,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),57.95,3042.25,No +5712-AHQNN,Female,0,No,No,43,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.65,3954.1,No +4846-WHAFZ,Female,1,Yes,No,37,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,2868.15,Yes +5256-SKJGO,Female,0,Yes,Yes,64,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,54.6,3423.5,No +3071-VBYPO,Male,0,Yes,Yes,3,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,89.85,248.4,No +9560-BBZXK,Female,0,No,No,36,No,No phone service,DSL,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),31.05,1126.35,No +5299-RULOA,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,1064.65,Yes +8402-OOOHJ,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.65,835.15,No +9445-ZUEQE,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),85.2,2151.6,No +1091-SOZGA,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),99.8,5515.45,No +2928-HLDBA,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,112.75,No +0404-SWRVG,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,229.55,Yes +6497-TILVL,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.7,350.35,No +7219-TLZHO,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,62.9,No +4622-YNKIJ,Male,0,No,No,33,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Two year,Yes,Electronic check,88.95,3027.65,No +4412-YLTKF,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.05,2135.5,Yes +6734-PSBAW,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),23.55,1723.95,No +3930-ZGWVE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,No +2639-UGMAZ,Male,1,No,No,71,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,56.45,3985.35,No +2876-GZYZC,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.95,1215.65,No +6207-WIOLX,Female,0,Yes,Yes,25,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),58.6,1502.65,Yes +8587-XYZSF,Male,0,No,No,67,Yes,No,DSL,No,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),50.55,3260.1,No +3091-FYHKI,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.45,35.45,Yes +2372-HWUHI,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.35,81.25,Yes +7799-LGRDP,Female,0,No,No,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.7,1188.2,No +7850-VWJUU,Female,0,No,No,23,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75,1778.5,No +3774-VBNXY,Female,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,1277.75,No +6217-KDYWC,Male,0,No,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.6,1170.55,No +0390-DCFDQ,Female,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.45,70.45,Yes +3146-MSEGF,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.05,6425.65,No +4080-OGPJL,Female,0,No,No,8,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,71.15,563.65,Yes +1095-WGNGG,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),101.05,5971.25,No +2636-SJDOU,Male,0,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),84.3,5289.05,No +1131-QQZEB,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.95,1756.2,No +5716-EZXZN,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),99.05,6416.7,No +6837-BJYDQ,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,61.35,No +2135-RXIHG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.65,45.65,Yes +6440-DKQGE,Male,0,No,Yes,30,Yes,No,DSL,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),64.5,1929.95,No +3466-BYAVD,Male,0,Yes,Yes,15,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,69.5,1071.4,No +3780-YVMFA,Female,0,Yes,Yes,8,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,68.55,564.35,No +3874-EQOEP,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,95,655.5,Yes +1679-JRFBR,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),108.15,7930.55,No +9073-ZZIAY,Male,0,Yes,Yes,62,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,86.1,5215.25,No +3077-RSNTJ,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,113.5,No +6551-GNYDG,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),80.9,1152.8,No +9167-APMXZ,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),84.15,1821.95,No +2749-CTKAJ,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,419.9,No +6371-NZYEG,Male,0,Yes,Yes,16,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Two year,No,Mailed check,64.25,1024,No +7554-NEWDD,Male,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.7,251.6,No +8992-VONJD,Female,0,No,Yes,13,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,56,764.55,No +0867-MKZVY,Female,0,Yes,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,82.4,1592.35,Yes +4482-EWFMI,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,135.2,No +4648-YPBTM,Male,0,No,No,53,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),73.9,3958.25,No +2907-ILJBN,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,233.9,No +6345-FZOQH,Male,0,Yes,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,1363.45,No +3376-BMGFE,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.9,273,Yes +5997-OPVFA,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.05,6254.45,No +3445-HXXGF,Male,1,Yes,No,58,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,45.3,2651.2,Yes +1159-WFSGR,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.4,321.4,No +7654-YWJUF,Male,0,Yes,No,43,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),84.25,3539.25,No +1875-QIVME,Female,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,242.8,Yes +6727-IOTLZ,Male,0,Yes,No,14,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81.95,1181.75,No +0691-JVSYA,Female,0,Yes,No,53,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94.85,5000.2,Yes +5918-VUKWP,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.55,654.55,No +1744-JHKYS,Female,0,Yes,No,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,24.7,780.2,No +2656-FMOKZ,Female,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.45,1145.7,Yes +2070-FNEXE,Female,1,No,No,7,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),76.45,503.6,Yes +5947-SGKCL,Female,0,Yes,Yes,15,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,1559.25,No +3712-PKXZA,Male,0,Yes,No,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,1252,No +6317-YPKDH,Female,0,No,No,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.95,29.95,Yes +6582-OIVSP,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.3,45.3,No +9367-WXLCH,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),84.5,662.65,Yes +5524-KHNJP,Male,0,Yes,Yes,33,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),74.75,2453.3,No +1918-ZBFQJ,Female,0,No,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.25,1111.65,Yes +1024-GUALD,Female,0,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.8,24.8,Yes +4827-USJHP,Male,0,No,No,20,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,51.8,1023.85,No +8167-GJLRN,Male,0,No,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,30.4,82.15,No +0956-SYCWG,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.65,244.8,No +8017-UVSZU,Female,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),56.6,2379.1,No +7100-FQPRV,Male,0,Yes,Yes,43,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),71.9,3173.35,No +2472-OVKUP,Male,0,Yes,No,6,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,91,531,Yes +2984-RGEYA,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1375.4,No +9680-NIAUV,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),109.7,8129.3,No +2146-EGVDT,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.3,1192.7,No +2604-IJPDU,Female,0,Yes,No,20,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,96.55,1901.65,No +9178-JHUVJ,Male,0,Yes,Yes,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.1,587.4,No +6168-YBYNP,Male,0,No,No,59,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.35,6519.75,No +7255-SSFBC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.25,8041.65,No +3645-DEYGF,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,20.75,No +9323-HGFWY,Female,0,Yes,No,27,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),101.9,2681.15,No +8544-GOQSH,Female,0,No,No,14,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),80.05,1112.3,No +3363-DTIVD,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Electronic check,105.55,7405.5,No +7018-WBJNK,Male,0,No,Yes,13,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),78.3,1033.95,No +9142-KZXOP,Male,0,No,No,44,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),68.85,2958.95,No +7674-YTAFD,Female,0,No,No,33,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),79.95,2684.85,No +6348-SNFUS,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),55.45,4179.2,No +1285-OKIPP,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,79.9,79.9,Yes +7825-ECJRF,Female,0,No,No,19,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.6,1934.45,Yes +1347-KTTTA,Male,0,Yes,No,64,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),102.45,6654.1,No +7841-TZDMQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),46,84.5,Yes +4195-NZGTA,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,25.25,No +7157-SMCFK,Male,0,No,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,1124.2,No +4709-LKHYG,Female,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20,540.05,No +2504-DSHIH,Male,1,Yes,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.8,1975.85,No +0699-NDKJM,Female,0,Yes,No,57,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),58.75,3437.45,No +9286-BHDQG,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),45.25,3139.8,No +0230-WEQUW,Male,0,Yes,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),56.6,3789.2,No +2040-LDIWQ,Male,0,Yes,Yes,65,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.2,5324.5,No +6496-JDSSB,Female,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),80,624.6,No +9408-SSNVZ,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,268.35,Yes +4443-EMBNA,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1836.9,No +6469-MRVET,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.2,20.2,No +0742-MOABM,Male,0,Yes,No,4,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50.05,179.35,Yes +5961-VUSRV,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.35,219.35,No +6778-JFCMK,Male,0,No,No,24,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Mailed check,50.6,1288.75,No +6341-JVQGF,Female,0,Yes,Yes,31,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,81.15,2545.75,No +2232-DMLXU,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.2,55.2,Yes +4811-JBUVU,Male,0,No,No,30,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.9,2723.15,No +0945-TSONX,Female,0,Yes,Yes,47,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.3,4107.25,No +2651-ZCBXV,Male,0,No,No,54,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108,5760.65,No +3316-UWXUY,Male,0,No,No,50,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),93.5,4747.5,No +8937-RDTHP,Male,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,84.6,84.6,Yes +7083-MIOPC,Female,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1566.9,No +1984-GPTEH,Female,0,No,No,29,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25.15,702,No +1251-KRREG,Male,0,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,54.4,114.1,Yes +0621-JFHOL,Female,0,No,No,10,No,No phone service,DSL,No,No,No,Yes,No,No,Two year,Yes,Mailed check,29.6,299.05,No +9903-LYSAB,Male,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.15,1305.95,No +0094-OIFMO,Female,1,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95,1120.3,Yes +9227-UAQFT,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,284.35,No +7301-ABVAD,Female,0,No,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.6,6350.5,No +6614-FHDBO,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),109.2,7878.3,No +7576-ASEJU,Female,0,Yes,Yes,41,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),74.7,3187.65,No +9058-HRZSV,Female,1,Yes,No,65,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,94.4,6126.15,No +4522-AKYLR,Female,1,No,No,13,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,54.8,731.3,No +0221-WMXNQ,Male,1,No,No,4,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.35,273.4,No +0303-UNCIP,Male,0,No,No,41,Yes,Yes,DSL,No,No,Yes,No,No,Yes,One year,No,Mailed check,65,2531.8,No +9947-OTFQU,Male,1,No,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,1074.3,Yes +0322-YINQP,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.55,48.55,Yes +0959-WHOKV,Male,0,No,No,42,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,99,4298.45,No +4075-JFPGR,Female,0,Yes,No,51,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,93.5,4619.55,No +4629-NRXKX,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,147.15,Yes +9514-JDSKI,Male,1,Yes,No,1,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,40.2,40.2,Yes +3282-ZISZV,Male,0,No,Yes,32,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),83.7,2633.3,No +3675-YDUPJ,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.85,193.05,No +4111-BNXIF,Female,0,Yes,Yes,67,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,59.55,4103.9,No +7017-VFHAY,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.1,7008.15,No +6655-LHBYW,Male,0,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),114.35,5791.1,No +4959-JOSRX,Female,0,Yes,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.6,80.55,Yes +5046-NUHWD,Female,1,Yes,No,29,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,45,1228.65,No +7273-TEFQD,Male,1,No,No,3,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,41.15,132.2,Yes +3606-TWKGI,Male,1,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.9,1364.3,Yes +7529-ZDFXI,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.85,4925.35,No +7605-BDWDC,Female,0,No,No,31,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),49.85,1520.1,No +1950-KSVVJ,Female,0,Yes,No,45,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,113.3,5032.25,No +0123-CRBRT,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,88.1,5526.75,No +6292-TOSSS,Male,0,No,No,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.9,1195.25,No +3197-ARFOY,Female,1,No,No,19,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,105,2007.25,No +6323-AYBRX,Male,0,No,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,1099.6,Yes +7014-ZZXAW,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.25,1732.95,No +4385-GZQXV,Female,1,No,No,16,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,1511.2,Yes +7633-MVPUY,Male,0,Yes,No,57,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Electronic check,59.75,3450.15,No +6366-ZGQGL,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),24.8,24.8,Yes +4716-HHKQH,Male,1,Yes,No,20,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,107.05,2172.05,No +5940-AHUHD,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.6,70.6,Yes +6432-TWQLB,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.4,401.1,Yes +4484-GLZOU,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.05,5624.85,Yes +3179-GBRWV,Male,1,Yes,No,21,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.95,1339.8,No +8645-KWHJO,Male,0,No,No,14,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,55,771.95,No +4130-MZLCC,Female,0,No,No,5,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.55,244.75,No +0314-TKOSI,Female,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,55.15,322.9,No +8229-MYEJZ,Female,0,No,No,10,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,51.2,498.25,No +2080-SRCDE,Female,0,No,Yes,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.4,25.4,No +9577-WJVCQ,Female,0,No,No,68,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,54.45,3687.75,No +9512-UIBFX,Male,0,Yes,Yes,18,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,95.15,1779.95,Yes +6202-DYYFX,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,One year,Yes,Credit card (automatic),76,1783.6,No +3808-HFKDE,Female,0,No,No,20,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.35,927.15,No +5583-SXDAG,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70,70,Yes +3488-PGMQJ,Male,1,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,606.55,Yes +3580-REOAC,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.85,435.4,Yes +7534-BFESC,Male,1,No,No,24,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.1,1712.7,Yes +3727-OWVYD,Male,0,No,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Mailed check,61.2,2021.2,No +2294-SALNE,Male,0,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,No,Mailed check,86.8,1940.8,No +4847-TAJYI,Female,1,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.35,567.8,No +1563-IWQEX,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,220.35,No +8203-XJZRC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,20.25,No +6556-DBKZF,Female,0,Yes,Yes,71,Yes,No,Fiber optic,No,No,Yes,No,No,No,Two year,No,Electronic check,76.05,5436.45,No +6851-WEFYX,Male,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,3437.5,No +2985-JUUBZ,Male,0,Yes,Yes,40,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.55,3015.75,No +6390-DSAZX,Female,0,No,Yes,1,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.6,73.6,Yes +0895-LMRSF,Male,0,No,No,23,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),64.9,1509.8,No +8098-LLAZX,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,396.1,Yes +8266-VBFQL,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.4,356.65,No +8181-YHCMF,Female,0,Yes,Yes,68,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),60.3,4109,No +2240-HSJQD,Male,0,No,Yes,38,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,81.85,3141.7,No +1248-DYXUB,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.8,1229.1,No +0265-EDXBD,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,2303.35,Yes +4115-BNPJY,Male,0,Yes,Yes,29,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,75.55,2054.4,No +3167-SNQPL,Male,1,Yes,Yes,38,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,3741.85,No +4091-TVOCN,Male,0,No,Yes,48,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),78.75,3682.45,No +1098-TDVUQ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.25,19.25,No +7277-OZCGZ,Female,0,No,No,22,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.05,1886.25,No +1557-EMYVT,Female,0,No,No,43,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.05,4895.1,No +2799-ARNLO,Female,1,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,341.6,No +7563-BIUPC,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.6,415.55,Yes +5027-YOCXN,Male,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),110.05,5686.4,No +3973-SKMLN,Male,0,No,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.9,1355.1,No +2321-OMBXY,Female,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),80.3,3058.65,Yes +2840-XANRC,Male,1,Yes,No,24,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.15,2231.05,Yes +6745-JEFZB,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),91.5,3236.35,No +5020-ZSTTY,Female,1,No,No,54,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),82.45,4350.1,Yes +9880-TDQAC,Female,0,Yes,Yes,72,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,60,4264,No +8705-WZCYL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.8,44.8,No +7102-JJVTX,Female,0,Yes,Yes,9,Yes,No,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,48.6,422.3,No +8626-PTQGE,Male,0,No,No,69,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.05,4176.7,No +4983-CLMLV,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.7,5138.1,No +5701-YVSVF,Female,1,Yes,No,11,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,82.9,880.05,No +5804-LEPIM,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,139.05,Yes +5697-GOMBF,Female,1,Yes,Yes,28,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,35.9,973.65,No +2739-CACDQ,Female,1,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),82.65,1470.05,No +9385-EHGDO,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,739.35,No +9498-FIMXL,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.2,161.95,No +2379-GYFLQ,Male,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),94.9,4422.95,No +0122-OAHPZ,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.85,511.25,Yes +2868-SNELZ,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,80.6,155.8,Yes +4322-RCYMT,Male,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.8,5293.95,Yes +6680-NENYN,Female,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,104.6,4759.85,Yes +2088-IEBAU,Female,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,88.15,6148.45,No +7982-VCELR,Female,0,No,No,36,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.8,3565.65,No +1343-EHPYB,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.4,6603,Yes +6035-BXTTY,Female,1,No,No,32,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.65,1830.1,No +6885-PKOAM,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),85.75,6223.8,No +7520-HQWJU,Female,0,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),67.45,4508.65,No +9639-BUJXT,Male,0,No,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.5,1328.15,No +5924-SNGKP,Female,0,No,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.25,865,No +0021-IKXGC,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,72.1,72.1,No +2034-GDRCN,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.4,168.2,Yes +8966-SNIZF,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.45,1303.5,No +6243-OZGFH,Female,0,No,No,23,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.95,996.85,No +4654-DLAMQ,Female,1,Yes,No,64,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),97,6430.9,No +0513-RBGPE,Male,0,Yes,Yes,37,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),62.8,2278.75,No +5160-UXJED,Male,0,No,Yes,17,Yes,No,DSL,No,No,No,No,No,No,One year,No,Mailed check,44.6,681.4,No +4115-NZRKS,Female,1,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.15,574.35,No +0219-YTZUE,Male,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,371.9,Yes +0623-IIHUG,Female,1,No,No,21,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,41.9,840.1,Yes +4572-DVCGN,Female,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),80.25,846,Yes +3351-NGXYI,Female,1,No,No,16,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,54.1,889,No +8984-EYLLL,Male,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,105.25,6823.4,No +9057-MSWCO,Male,1,Yes,No,27,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),30.75,805.1,Yes +9833-TGFHX,Male,0,Yes,Yes,42,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Electronic check,97.1,4016.75,No +9294-TDIPC,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,83.75,No +5229-DTFYB,Female,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),98.8,3959.15,No +0104-PPXDV,Male,0,Yes,No,58,Yes,No,DSL,No,No,Yes,No,No,No,One year,No,Credit card (automatic),50.3,2878.55,No +5176-LMJXE,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.55,945.7,No +3583-KRKMD,Male,0,No,No,18,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),75.9,1373.05,No +1010-DIAUQ,Male,0,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),96.5,492.55,Yes +9069-LGEUL,Male,0,Yes,No,23,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),59.95,1406,No +7302-ZHMHP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.15,19.15,No +9571-EDEBV,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),98.65,6962.85,No +3520-FJGCV,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),112.6,8126.65,No +6563-VRERX,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,690.25,No +0259-GBZSH,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.65,181.5,Yes +6122-EFVKN,Male,0,No,Yes,24,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,35.75,830.8,No +2805-EDJPQ,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),99.75,5608.4,No +6862-CQUMB,Male,0,No,No,37,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),96.1,3646.8,No +7156-MXBJE,Female,0,No,No,43,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),85.1,3662.25,No +6158-HDPXZ,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.35,25.35,No +9601-BRXPO,Female,0,Yes,No,25,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.95,2566.5,Yes +2863-IMQDR,Female,0,No,No,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,89.65,5308.7,No +5686-CMAWK,Male,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,86.75,1410.25,No +5651-CRHKQ,Female,0,Yes,No,41,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),86.2,3339.05,No +6905-NIQIN,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.65,50.65,Yes +8204-YJCLA,Male,1,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),64.8,4732.35,No +5167-ZFFMM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.85,90.85,Yes +6583-SZVGP,Male,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.1,5067.45,No +4895-TMWIR,Male,1,Yes,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,214.75,Yes +0533-BNWKF,Female,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.45,4874.7,Yes +1708-PBBOA,Female,0,No,No,42,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,54.75,2348.45,No +8782-LKFPK,Male,0,No,No,44,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,90.4,4063,No +5522-JBWMO,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44,44,No +3597-MVHJT,Female,0,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.6,2595.25,No +9774-NRNAU,Male,1,Yes,No,27,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),84.8,2309.55,No +0224-RLWWD,Female,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.3,89.3,No +9967-ATRFS,Female,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,367.55,No +3951-NJCVI,Female,1,Yes,No,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.05,3944.5,No +2977-CEBSX,Female,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.05,5965.95,No +0177-PXBAT,Male,1,Yes,No,33,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.9,3694.7,No +6599-CEBNN,Female,0,No,No,34,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.95,2524.45,Yes +2519-ERQOJ,Male,1,No,No,33,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,54.6,1803.7,No +5876-QMYLD,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,415.1,No +2277-AXSDC,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.75,624.15,No +9442-JTWDL,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,237.7,No +0979-PHULV,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.45,7007.6,Yes +3067-SVMTC,Female,0,Yes,No,68,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),55.9,3848.8,No +5495-GPSRW,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,419.4,No +7606-BPHHN,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1468.75,No +4742-DRORA,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),95.4,5812,No +0111-KLBQG,Male,1,Yes,Yes,32,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.95,2861.45,No +4800-VHZKI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,19.9,Yes +7989-CHGTL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,19.6,Yes +0334-GDDSO,Male,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.35,233.7,Yes +4163-NCJAK,Female,0,Yes,No,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.45,1066.15,No +5233-AOZUF,Female,0,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,2149.05,No +5973-EJGDP,Male,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,87.35,4473,No +1996-DBMUS,Female,1,Yes,No,48,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.65,3545.05,No +7916-VCCPB,Female,0,Yes,Yes,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),73.25,1195.75,No +4686-GEFRM,Male,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),98.7,6858.9,No +5249-QYHEX,Female,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1024.7,No +0578-SKVMF,Female,0,Yes,Yes,22,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,83.3,1845.9,Yes +5564-NEMQO,Female,1,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.3,75.3,Yes +2233-FAGXV,Female,0,Yes,Yes,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.3,132.25,No +5605-IYGFG,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.85,515.45,No +7663-ZTEGJ,Male,0,No,Yes,29,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),100.55,2830.45,No +3935-TBRZZ,Male,0,Yes,Yes,44,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.7,1110.5,No +8111-BKVDS,Female,0,No,No,10,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),40.7,449.3,No +2055-SIFSS,Female,1,Yes,No,55,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),51.65,2838.55,No +2806-MLNTI,Male,1,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.1,5376.4,No +8734-DKSTZ,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.95,858.6,No +4360-PNRQB,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.6,1395.05,No +6152-ONASV,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),58.25,3975.7,No +9063-ZGTUY,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,1182.55,Yes +7781-HVGMK,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.2,4784.45,No +2181-UAESM,Male,0,No,No,2,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Electronic check,53.45,119.5,No +2957-LOLHO,Male,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.4,518.9,Yes +6048-NJXHX,Male,0,Yes,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,19.75,899.45,No +2320-SLKMB,Female,0,No,No,26,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),44.45,1183.8,No +4980-URKXC,Male,0,Yes,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.85,720.05,No +4376-KFVRS,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.05,8468.2,No +5886-VLQVU,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.85,3161.2,No +3577-AMVUX,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,55.05,55.05,No +0771-WLCLA,Female,0,Yes,Yes,16,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,112.95,1882.55,No +5628-RKIFK,Female,1,No,No,49,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),101.55,5070.4,No +0206-TBWLC,Female,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,114.65,6049.5,No +2937-FTHUR,Female,0,No,Yes,18,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,64.8,1166.7,No +1910-FMXJM,Female,0,Yes,No,36,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.4,2937.65,No +7752-XUSCI,Female,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,6396.45,Yes +4110-PFEUZ,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.55,69.55,Yes +0732-OCQOC,Female,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.05,1270.25,No +5168-MSWXT,Male,0,Yes,Yes,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,759.55,No +1090-ESELR,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),105.5,7611.55,No +8592-PLTMQ,Female,0,No,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.7,1642.75,No +5760-WRAHC,Female,1,No,No,22,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,69.75,1545.4,No +8847-GEOOQ,Male,0,Yes,No,60,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),60.2,3582.4,No +0256-LTHVJ,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.05,2227.1,Yes +4785-FCIFB,Female,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.4,1417.9,No +8313-NDOIA,Female,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.15,2494.65,No +5149-CUZUJ,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),92.9,2768.35,No +0942-KOWSM,Female,0,Yes,Yes,30,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.8,2369.3,No +4237-CLSMM,Male,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,38,No +1452-VOQCH,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,75.1,No +4719-UMSIY,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,100.9,No +6614-VBEGU,Female,0,Yes,No,24,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),69.45,1614.05,No +0880-TKATG,Male,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,385.9,Yes +3811-VBYBZ,Male,0,No,No,7,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,673.25,Yes +1480-BKXGA,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,8404.9,No +2996-XAUVF,Male,0,No,No,70,No,No phone service,DSL,No,No,No,Yes,No,Yes,Two year,Yes,Mailed check,40.05,2799.75,No +9076-AXYIK,Male,1,Yes,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,102.1,6538.45,No +5968-XQIVE,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,89.7,6588.95,No +8896-RAZCR,Female,0,No,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,868.1,No +4640-UHDOS,Female,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,55.95,734.35,Yes +4933-IKULF,Female,1,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,330.6,No +3583-EKAPL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55,55,Yes +1304-BCCFO,Male,0,Yes,No,9,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,70.05,564.4,No +4104-PVRPS,Male,0,Yes,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,53.6,1315.35,No +9399-APLBT,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes +2359-KMGLI,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,1861.5,Yes +3780-DDGSE,Male,1,Yes,Yes,35,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,76.05,2747.2,No +4431-EDMIQ,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,75.7,554.05,No +0306-JAELE,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96.1,453.4,Yes +6227-HWPWX,Female,0,No,Yes,15,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69,994.8,Yes +0486-LGCCH,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,225.75,No +0447-BEMNG,Female,0,Yes,No,48,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),45.3,2145,Yes +4612-SSVHJ,Female,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.45,1671.6,No +5168-MQQCA,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.5,8003.8,No +5949-XIKAE,Female,0,Yes,Yes,8,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.55,680.05,Yes +7971-HLVXI,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Two year,Yes,Credit card (automatic),84.5,6130.85,No +9094-AZPHK,Female,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.15,1415,No +3649-JPUGY,Male,0,No,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),88.6,6201.95,No +4472-LVYGI,Female,0,Yes,Yes,0,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),52.55, ,No +8372-JUXUI,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,74.35,Yes +3552-CTCYF,Male,0,Yes,Yes,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.8,6597.25,No +6778-YSNIH,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,59,114.15,No +0388-EOPEX,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,139.4,Yes +5756-OZRIO,Male,1,Yes,No,61,Yes,Yes,DSL,No,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),64.05,3902.6,No +6579-JPICP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,No +8205-OTCHB,Male,0,No,No,22,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),43.75,903.6,Yes +4134-BSXLX,Male,0,Yes,No,28,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,60.9,1785.65,No +0505-SPOOW,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,1397.65,No +6235-VDHOM,Female,1,No,No,5,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,28.45,131.05,Yes +7783-YKGDV,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),99.7,1238.45,Yes +4374-YMUSQ,Male,0,No,No,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),116.25,3899.05,No +4513-CXYIX,Female,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,Yes,Credit card (automatic),80.7,5676,No +3957-HHLMR,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,No,No,No,No,Yes,One year,No,Bank transfer (automatic),65.2,4543.15,No +7803-XOCCZ,Female,0,Yes,Yes,52,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),84.05,4326.8,No +5736-YEJAX,Male,0,No,Yes,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),79.45,5502.55,No +5609-CEBID,Female,1,No,No,20,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.1,1782.4,Yes +8981-FJGLA,Male,0,No,Yes,11,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,78,851.8,No +7218-HKQFK,Male,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,167.5,Yes +4636-QRJKY,Female,0,Yes,Yes,6,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.5,502.85,Yes +1135-LMECX,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,19.85,No +4332-MUOEZ,Male,1,Yes,Yes,20,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),94.3,1818.3,No +8535-SFUTN,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.45,6300.15,No +5956-VKDTT,Female,1,Yes,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,334.8,Yes +8677-HDZEE,Female,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.45,5916.95,No +2475-MROZF,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),95,2852.4,No +9412-GHEEC,Male,0,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),104.8,4131.95,Yes +3482-ABPKK,Female,0,No,No,28,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54.3,1546.3,No +6705-LXORM,Female,1,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.05,302.6,No +0257-ZESQC,Female,1,Yes,No,27,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.2,1929.35,Yes +7531-GQHME,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,265.45,No +5174-ITUMV,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.4,6989.45,No +4109-CYRBD,Male,1,Yes,No,29,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.6,1442,No +0913-XWSCN,Male,0,Yes,Yes,55,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),85.5,4713.4,No +6825-UYPFK,Female,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.6,1758.6,Yes +8397-MVTAZ,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3480,Yes +0750-EBAIU,Male,0,No,No,52,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Electronic check,91.25,4738.3,No +8606-CIQUL,Male,1,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.75,8399.15,No +3571-DPYUH,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),94.7,5430.35,No +7601-GNDYK,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,686.95,No +0356-OBMAC,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),99.9,5706.3,No +8067-NIOYM,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),21.1,490.65,No +1403-GYAFU,Male,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1360.25,No +4234-XTNEA,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,174.45,No +1297-VQDRP,Male,1,Yes,Yes,68,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),107.15,7379.8,No +9282-IZGQK,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,85,Yes +5348-CAGXB,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.55,1021.75,No +0621-HJWXJ,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),81.55,5029.05,No +5844-QVTAT,Female,0,Yes,Yes,33,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,58.45,1955.4,No +8905-IAZPF,Female,0,Yes,No,69,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),95.65,6744.2,No +5394-MEITZ,Female,0,Yes,Yes,60,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.6,4946.7,No +6859-QNXIQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.1,8248.5,No +2782-LFZVW,Female,0,No,No,11,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,58.95,601.6,No +2866-IKBTM,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No +1342-JPNKI,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),86.05,834.1,Yes +2817-NTQDO,Male,0,No,No,13,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),45.55,597,Yes +7129-AZJDE,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Bank transfer (automatic),78.95,2647.2,No +6986-IJDHX,Male,0,Yes,Yes,39,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,86.3,3266,Yes +2560-PPCHE,Female,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.05,6744.25,No +4676-MQUEA,Male,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),101.9,5265.5,No +8138-EALND,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,311.6,No +3580-HYCSP,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.3,7966.9,No +1352-HNSAW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.6,8220.4,No +2075-PUEPR,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1153.25,No +1982-FEBTD,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.6,514.75,No +5301-GAUUY,Male,0,No,No,32,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.35,2596.15,Yes +5791-KAJFD,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),68.75,3808,No +2654-VBVPB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.9,19.9,No +1154-HYWWO,Male,0,No,No,38,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Mailed check,70.6,2708.2,No +2501-XWWTZ,Male,0,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.2,760.05,No +3716-UVSPD,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.3,49.3,No +6815-ABQFQ,Male,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,107.25,6033.3,No +7343-EOBEU,Male,0,Yes,No,3,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,23.6,89.05,No +3701-SFMUH,Male,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),69.7,516.15,No +6103-LIANB,Male,0,Yes,Yes,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),99.5,5861.75,No +7319-VENRZ,Male,0,No,No,7,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),64.3,445.95,No +5846-NEQVZ,Male,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),70.85,4973.4,No +6967-QIQRV,Male,0,Yes,Yes,15,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,No,Electronic check,101.9,1667.25,No +5781-RFZRP,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),73.5,5357.75,No +0939-YAPAF,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,3527.6,Yes +0308-IVGOK,Female,0,No,No,11,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),40.4,422.6,No +7293-LSCDV,Female,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.25,1103.25,No +7025-WCBNE,Male,1,No,No,47,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),59.6,2754,No +5756-JYOJT,Female,0,No,No,11,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),64.9,697.25,No +4710-FDUIZ,Male,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),100.3,5614.45,Yes +6030-REHUX,Female,1,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.85,3204.4,No +9548-LIGTA,Male,0,Yes,No,61,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,81.05,4747.65,No +5150-LJNSR,Male,0,Yes,Yes,31,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Bank transfer (automatic),98.05,3082.1,No +8270-RKSAP,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.5,597.9,No +6522-YRBXD,Male,1,Yes,No,35,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,94.55,3365.4,No +2640-LYMOV,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,38.8,No +1218-VKFPE,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19,233.55,Yes +3627-FHKBK,Female,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,75.3,75.3,Yes +2865-TCHJW,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,346.2,Yes +1423-BMPBQ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19,19,No +2393-DIVAI,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20,61.7,No +5192-EBGOV,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.7,85.7,Yes +4568-KNYWR,Male,0,No,No,52,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),63.25,3342.45,No +8752-IMQOS,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,85.1,No +0742-LAFQK,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,99.15,7422.1,No +0795-LAFGP,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.4,6668.05,No +0619-OLYUR,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.9,8071.05,No +5512-IDZEI,Male,0,Yes,Yes,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.9,1174.8,No +0459-SPZHJ,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),83.5,5435,No +0215-BQKGS,Male,0,No,No,30,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.3,2438.6,No +9244-ZVAPM,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.6,45.6,No +0719-SYFRB,Female,0,No,No,12,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,61.65,713.75,Yes +8208-EUMTE,Male,0,No,No,16,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,54.85,916.15,No +5172-MIGPM,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,65.55,237.2,No +1710-RCXUS,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),90.35,4614.55,No +0374-FIUCA,Male,0,Yes,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.4,1414.45,No +5839-SUYVZ,Male,0,No,No,16,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),74.55,1170.5,No +5173-ZXXXL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,47.7,No +1096-ADRUX,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),74.25,4859.25,No +2001-MCUUW,Male,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,108.65,4903.2,No +2731-GJRDG,Female,0,No,No,32,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.55,3608,No +4723-BEGSG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.65,6094.25,No +6516-NKQBO,Male,0,Yes,Yes,38,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),81,3084.9,No +8672-OAUPW,Male,0,No,Yes,51,Yes,No,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),47.85,2356.75,No +8207-DMRVL,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.55,8306.05,No +3419-SNJJD,Female,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),105.25,6786.4,Yes +6543-CPZMK,Male,0,Yes,Yes,9,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.95,248.95,Yes +4765-OXPPD,Female,0,Yes,Yes,9,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Mailed check,65,663.05,Yes +2804-ETQDK,Male,0,No,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1357.1,No +6689-VRRTK,Female,1,No,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.8,4860.35,No +7138-GIRSH,Male,0,No,No,50,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),69.5,3418.2,No +9396-ZSFLL,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,48.85,631.4,No +6464-KEXXH,Male,0,No,No,8,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.25,186.3,No +7134-MJPDY,Female,1,No,No,66,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),102.85,6976.75,No +5240-CAOYT,Female,0,No,No,57,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),87.55,4884.85,No +4059-IIEBK,Female,0,No,No,7,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),78.55,522.95,No +4881-JVQOD,Male,1,Yes,Yes,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),34.55,362.6,No +0516-UXRMT,Female,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,92.05,5755.8,No +4851-BQDNX,Male,0,Yes,Yes,40,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,85.05,3355.65,No +5148-HKFIR,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,406.95,No +1009-IRMNA,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20,137.6,Yes +3003-CMDUU,Female,0,Yes,No,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.15,2395.7,No +5016-IBERQ,Male,0,Yes,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,84.25,1968.1,No +6797-UCJHZ,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),104.6,6819.45,No +2469-DTSGX,Female,1,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,111.65,7943.45,No +4554-YGZIH,Male,1,Yes,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),90.05,4547.25,Yes +5099-BAILX,Male,1,Yes,Yes,43,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),110.75,4687.9,Yes +9931-KGHOA,Female,0,Yes,No,46,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),55,2473.95,No +1775-KWJKQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.85,6562.9,No +7665-VIGUD,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,176.3,No +9411-TPQQV,Female,0,No,No,40,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),54.55,2236.2,No +7207-RMRDB,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,6985.65,Yes +7954-MLBUN,Male,0,No,No,31,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),99.45,3109.9,No +2077-DDHJK,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),70.9,4911.35,No +4913-EHYUI,Male,1,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.55,5794.65,Yes +0195-IESCP,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.25,855.3,Yes +9574-BOSMD,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.4,1620.2,No +4580-TMHJU,Female,0,Yes,Yes,43,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,56.15,2499.3,Yes +0970-ETWGE,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.55,89.55,Yes +4908-XAXAY,Female,1,No,No,49,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),89.85,4287.2,No +8404-VLQFB,Female,0,Yes,Yes,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.25,394.85,No +1626-ERCMM,Male,1,Yes,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.55,1899.65,Yes +0887-HJGAR,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.7,45.7,Yes +2391-IPLOP,Male,0,Yes,Yes,50,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,69.65,3442.15,No +5644-PDMZC,Female,1,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.5,161.5,Yes +3509-GWQGF,Male,1,No,No,24,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70,1732.6,No +9576-ANLXO,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.55,222.3,Yes +2024-BASKD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,74.6,74.6,Yes +5845-BZZIB,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,655.3,No +1140-UKVZG,Female,0,No,No,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.8,475.25,No +4160-AMJTL,Female,1,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.65,164.3,Yes +5183-SNMJQ,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.1,865.1,No +8100-PNJMH,Male,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.85,6132.7,No +7838-LAZFO,Male,0,Yes,No,45,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),78.8,3597.5,No +4464-JCOLN,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.85,35.9,Yes +2085-JVGAD,Male,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.35,697.65,No +5650-VDUDS,Female,0,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.25,96.05,Yes +8095-WANWK,Female,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.25,428.7,No +3030-ZKIWL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No +9565-FLVCG,Male,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Two year,Yes,Mailed check,69.55,4459.15,No +8755-OGKNA,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.5,1167.6,No +2800-VEQXM,Female,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,74.75,238.1,No +7538-GWHML,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,145.15,Yes +5533-RJFTJ,Male,0,No,No,49,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.2,1453.1,No +3859-CVCET,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,191.05,Yes +0214-JHPFW,Female,0,Yes,No,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),57.8,4039.3,No +5642-MHDQT,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,1039.45,No +3088-FVYWK,Male,0,Yes,Yes,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.55,1336.1,No +3276-HDUEG,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.05,75.05,Yes +9092-GDZKO,Male,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),24.85,493.4,No +0823-HSCDJ,Male,1,No,No,52,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.15,2550.9,Yes +3729-OWRVL,Male,1,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.35,7246.15,No +2324-AALNO,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.55,1203.95,No +0822-GAVAP,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,34.7,62.25,Yes +5760-IFJOZ,Male,0,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,107.95,313.6,No +2826-UWHIS,Male,0,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),81.4,3775.85,No +1448-PWKYE,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80,80,Yes +7501-IWUNG,Female,0,Yes,Yes,61,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),73.8,4616.05,No +4957-TREIR,Male,0,No,No,3,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),64.4,195.65,No +7251-LJBQN,Female,1,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),103.75,4188.4,No +8040-MNRTF,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,71.1,71.1,No +1536-HBSWP,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.9,49.9,No +5313-FPXWG,Male,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.6,1266.4,No +0067-DKWBL,Male,1,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.25,91.1,Yes +0946-FKYTX,Male,0,No,No,52,No,No phone service,DSL,No,Yes,No,No,No,No,One year,No,Mailed check,30.1,1623.4,No +5076-YVXCM,Male,0,No,No,51,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),83.4,4149.45,No +8262-COGGB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,20.45,No +6663-JOCQO,Male,0,Yes,Yes,31,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.25,2344.5,No +9620-QJREV,Male,0,No,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.55,1013.05,No +2276-YDAVZ,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.1,270.7,Yes +2682-KEVRP,Female,1,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.05,417,No +2480-JZOSN,Female,0,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.65,20.65,No +0078-XZMHT,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.15,6316.2,No +5896-NPFWW,Male,0,Yes,Yes,3,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,50.15,168.15,Yes +9978-HYCIN,Male,1,Yes,Yes,47,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),84.95,4018.05,No +8338-QIUNR,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),66.5,4811.6,No +1525-LNLOJ,Male,0,Yes,Yes,66,Yes,Yes,DSL,No,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),63.3,4189.7,No +9450-TRJUU,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,83.15,2848.45,No +1766-GKNMI,Male,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,2516.2,No +6942-LBFDP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,33.6,No +1456-TWCGB,Male,0,No,No,4,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.25,208.45,No +7133-VBDCG,Female,0,No,No,25,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.85,2015.35,Yes +7596-ZYWBB,Female,0,No,No,65,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,59.6,3739.8,No +8329-UTMVM,Male,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.65,2964,No +3014-WJKSM,Male,0,Yes,No,29,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,2263.4,No +3347-YJZZE,Male,0,Yes,Yes,29,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),80.1,2211.8,No +1029-QFBEN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,Yes +7929-DMBCV,Female,0,Yes,No,20,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,81,1683.7,No +9661-JALZV,Female,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.7,1519,No +5433-KYGHE,Female,0,No,Yes,14,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,86,1164.05,No +4312-KFRXN,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1710.9,No +5575-TPIZQ,Male,0,No,No,46,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.15,4245.55,No +0114-IGABW,Female,0,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),58.25,4145.9,No +9944-AEXBM,Male,0,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.65,2664.3,No +1853-ARAAQ,Female,0,No,No,26,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.35,1277.5,No +6952-OMNWB,Male,1,Yes,No,68,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.35,5589.3,No +4697-LUPSU,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.2,34.75,No +8434-VGEQQ,Male,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1305.95,No +4952-YSOGZ,Female,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.95,381.3,Yes +1589-AGTLK,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.35,141.5,Yes +5244-IRFIH,Male,1,Yes,No,33,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.5,3105.55,Yes +6549-YMFAW,Male,1,Yes,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,21.25,204.55,No +4950-HKQTE,Female,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.25,605.9,No +6786-OBWQR,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.85,356.1,No +2684-EIWEO,Female,1,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Credit card (automatic),91.7,2758.15,Yes +2753-JMMCV,Male,0,No,No,65,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),74.2,4805.65,No +6439-GTPCA,Female,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,87.25,3941.7,Yes +6621-YOBKI,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,92.75,No +1216-JWVUX,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,1901.05,No +7564-GHCVB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),79.05,5730.7,No +1173-NOEYG,Female,0,Yes,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),90.15,2423.4,No +7595-EHCDL,Male,0,Yes,Yes,32,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),50.6,1653.45,No +6647-ZEDXT,Female,0,No,No,30,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),110.45,3327.05,No +2521-NPUZR,Male,0,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),101,7085.5,No +1307-TVUFB,Male,1,No,No,42,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.35,3344.1,No +7503-MIOGA,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.85,6697.35,No +4381-MHQDC,Female,0,No,No,47,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Mailed check,65,2879.9,No +6923-JHPMP,Female,0,No,No,2,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.45,137.1,No +5138-WVKYJ,Male,0,No,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.55,1008.55,Yes +4018-PPNDW,Female,0,Yes,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.1,1551.6,No +1635-FJFCC,Female,0,No,No,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.05,202.15,No +2499-AJYUA,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,7882.25,No +6919-ELBGL,Male,1,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.95,8196.4,No +3966-HRMZA,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,75.05,202.9,No +6425-JWTDV,Male,0,Yes,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,855.1,No +8405-IGQFX,Female,0,No,No,63,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),90.05,5817,No +8224-IVVPA,Female,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,56.7,1652.95,No +9477-LGWQI,Male,0,Yes,Yes,70,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),80.15,5600.15,No +1410-RSCMR,Male,0,Yes,Yes,7,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),71.35,515.75,No +3115-CZMZD,Male,0,No,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25, ,No +0139-IVFJG,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,90.35,190.5,No +6683-VLCTZ,Male,1,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.55,1842.8,Yes +5730-DBDSI,Male,0,No,No,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1253.8,No +0030-FNXPP,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,57.2,No +2189-WWOEW,Female,0,No,Yes,15,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.9,1269.55,Yes +5684-FJVYR,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),90.35,6563.4,No +4013-GUXND,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,20.8,No +1894-IGFSG,Female,0,No,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.25,1907.85,Yes +7379-POKDZ,Male,0,Yes,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,208.85,Yes +1266-NZYUI,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),66.85,4758.8,No +7969-FFOWG,Male,0,Yes,Yes,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,1292.6,No +4718-DHSMV,Female,0,No,No,11,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,35.8,363.15,No +5175-WLYXL,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,78.85,1600.25,No +7817-OMJNA,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.4,275.7,No +8728-SKJLR,Male,0,No,No,41,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,74.25,3089.1,No +3137-NYQQI,Male,0,Yes,No,17,Yes,No,DSL,Yes,Yes,No,No,No,Yes,One year,No,Mailed check,64.8,1175.6,No +7706-DZNKK,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,237.3,No +0236-HFWSV,Male,0,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.35,1444.65,Yes +3900-AQPHZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,Yes +5842-POCOP,Female,0,Yes,No,5,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,88.9,454.15,Yes +2037-XJFUP,Male,0,Yes,No,33,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,95.8,3036.75,Yes +8823-RLPWL,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),110.65,8065.65,No +9505-SQFSW,Female,0,Yes,Yes,3,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,40.3,92.5,No +7314-OXENN,Male,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82,184.65,Yes +3758-CKOQL,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),107,6152.3,No +0322-CHQRU,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.35,89.5,Yes +5676-CFLYY,Male,0,Yes,Yes,71,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),73.35,5154.5,No +7521-AFHAB,Female,0,Yes,Yes,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.8,220.45,No +0285-INHLN,Male,0,Yes,Yes,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),54.75,1510.3,No +4678-DVQEO,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,52.2,52.2,Yes +5125-CNDSP,Male,0,No,Yes,63,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),40.6,2588.95,No +0691-IFBQW,Female,1,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,110,4874.8,Yes +4992-LTJNE,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),55.3,3983.6,No +2202-OUTMO,Female,0,Yes,No,34,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),60.85,2003.6,No +0810-BDHAW,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,Yes,No,No,Yes,Yes,One year,No,Electronic check,78.4,1832.4,No +0229-LFJAF,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.65,4908.25,No +7131-ZQZNK,Female,0,Yes,Yes,60,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),59.85,3590.2,No +3442-ZHHCC,Male,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),76.9,5023,No +5726-CVNYA,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,146.6,No +9871-ELEYA,Female,0,No,Yes,34,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),67.65,2339.3,No +4257-GAESD,Female,0,No,No,6,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),45,298.7,No +5173-WXOQV,Male,0,Yes,No,2,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,64.2,143.65,No +2040-OBMLJ,Male,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,No,Credit card (automatic),81.7,2548.65,No +6286-ZHAOK,Female,0,Yes,Yes,20,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.55,507.4,No +3807-XHCJH,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20,20,No +3009-JWMPU,Male,0,No,No,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,96.75,6125.4,Yes +5671-RQRLP,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,No,No,No,No,No,Two year,Yes,Credit card (automatic),75.65,5411.4,No +1450-GALXR,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,1058.25,Yes +8859-AXJZP,Male,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,23.8,903.8,No +3174-AKMAS,Female,0,Yes,No,46,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),64.2,3009.5,No +3138-BKYAV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.35,489.45,Yes +9926-PJHDQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),76.8,5468.45,No +7382-DFJTU,Male,0,No,No,18,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),55.2,1058.1,No +2798-NYLMZ,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.55,7616,No +4289-DTDKW,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.3,4113.1,Yes +1820-TQVEV,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,69.55,Yes +2239-JALAW,Male,0,No,No,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.25,6017.65,Yes +4853-RULSV,Male,0,No,No,70,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104,7250.15,Yes +8098-TDCBU,Female,0,Yes,No,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,25.25,1108.2,No +3551-GAEGL,Male,0,Yes,Yes,34,No,No phone service,DSL,Yes,No,No,No,No,No,One year,No,Bank transfer (automatic),30.4,938.65,No +4785-NKHCX,Male,1,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.05,94.15,No +3196-NVXLZ,Female,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.6,2088.05,No +6275-YDUVO,Female,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,86.2,178.7,Yes +0036-IHMOT,Female,0,Yes,Yes,55,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.7,5656.75,No +0115-TFERT,Male,0,Yes,No,21,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.2,2317.1,Yes +4178-EGMON,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),88,5986.45,No +4220-TINQT,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,6751.35,No +5318-YKDPV,Male,0,Yes,Yes,43,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.15,3566.6,No +7975-TZMLR,Male,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.1,4889.3,No +0295-QVKPB,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),63.95,318.1,No +4335-BSMJS,Female,0,No,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.8,1563.95,No +2311-QYMUQ,Female,0,Yes,Yes,16,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.45,1430.25,Yes +3643-AHCFP,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.6,644.35,Yes +9146-JRIOX,Female,0,Yes,Yes,14,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.55,372.45,No +3104-OWCGK,Male,0,Yes,Yes,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,No,Electronic check,90.95,5453.4,Yes +5337-IIWKZ,Male,0,Yes,Yes,34,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,44.85,1442.6,No +9101-BWFSS,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Electronic check,108.55,5610.7,Yes +9650-VBUOG,Male,0,Yes,Yes,38,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,963.95,No +3487-EARAT,Female,0,Yes,Yes,70,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),74.1,5222.3,No +2672-TGEFF,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.8,3340.55,No +9231-ZJYAM,Female,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.85,292.8,Yes +4250-WAROZ,Male,1,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.25,5774.55,No +8184-WMOFI,Male,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),71.4,4487.3,No +6982-SSHFK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.4,44.4,Yes +6092-QZVPP,Male,0,No,No,36,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),79.2,2854.95,No +4625-LAMOB,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.4,905.55,No +0727-BMPLR,Female,1,No,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100,5509.3,Yes +0392-BZIUW,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),105,7589.8,No +1038-ZAGBI,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,229.6,Yes +6549-NNDYT,Female,0,No,No,13,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.85,394.1,No +3027-ZTDHO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.9,89.9,Yes +0422-OHQHQ,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.55,295.95,No +6916-HIJSE,Female,0,No,No,65,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.85,5459.2,No +2316-ESMLS,Female,0,Yes,Yes,12,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),33.15,444.75,No +9778-OGKQZ,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92,6782.15,No +7408-OFWXJ,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.8,6510.45,No +6007-TCTST,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.8,8476.5,No +2252-NKNSI,Male,0,No,Yes,52,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,85.15,4461.85,No +8713-IGZSO,Male,0,No,No,2,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.85,62,No +7905-TVXTA,Female,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,64.35,352.65,No +7695-PKLCZ,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1424.9,No +2382-BCKQJ,Female,0,No,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100.15,6413.65,Yes +8374-UULRV,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.05,6309.65,No +2207-NHRJK,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.8,50.8,Yes +3224-DFQNQ,Female,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,No,Electronic check,89,5898.6,No +5275-PMFUT,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.8,4719.75,No +4795-UXVCJ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,457.3,No +9777-IQHWP,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),93.4,5822.3,No +0947-MUGVO,Male,1,Yes,No,20,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.65,1463.5,Yes +9944-HKVVB,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,307.4,Yes +4124-MMETB,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.65,2104.55,Yes +3671-SHRSP,Male,0,Yes,No,4,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,80.6,319.15,Yes +0979-MOZQI,Male,0,Yes,No,62,No,No phone service,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),39,2337.45,No +2732-ISEZX,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,104.3,No +3313-QKNKB,Male,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,One year,No,Electronic check,85.55,5084.65,Yes +0323-XWWTN,Male,0,No,Yes,3,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26.4,121.25,No +1937-OTUKY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),98.2,7015.9,No +1573-LGXBA,Male,0,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),97.55,5598,No +1764-VUUMT,Male,0,No,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,1269.1,No +5073-WXOYN,Female,0,No,No,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.8,3027.4,Yes +4713-ZBURT,Male,0,No,Yes,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),99.7,4634.35,No +3050-GBUSH,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),34.8,113.95,No +0207-MDKNV,Female,0,No,No,15,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,105.1,1582.75,Yes +7876-AEHIG,Female,0,No,Yes,51,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),60.15,3077,No +7945-HLKEA,Female,0,No,No,60,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,64.75,4039.5,No +9342-VNIMQ,Male,0,No,No,33,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.65,1665.2,No +9851-KIELU,Male,0,No,No,10,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.1,1043.3,Yes +3523-BRGUW,Male,1,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,504.2,No +3908-BLSYF,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,83.9,497.55,Yes +3199-NPKCN,Female,0,Yes,No,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.25,7511.65,No +5170-PTRKA,Female,0,Yes,Yes,49,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Credit card (automatic),35.8,1782,No +4661-NJEUX,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,20.05,No +2123-AGEEN,Female,1,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.35,609.65,No +1258-YMZNM,Female,1,No,No,27,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),110.5,2857.6,No +0048-LUMLS,Male,0,Yes,Yes,37,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Credit card (automatic),91.2,3247.55,No +7549-MYGPK,Female,0,Yes,Yes,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,100.55,6215.35,Yes +5898-IGSLP,Male,0,Yes,Yes,31,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,89.3,2823,No +3804-RVTGV,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.85,5017.9,Yes +6259-WJQLC,Male,1,No,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),81.1,2619.25,No +9227-LUNBG,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.6,24.6,Yes +7997-EASSD,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),81.2,4965.1,No +0730-KOAVE,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.3,2679.7,No +8975-SKGRX,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.1,8310.55,No +0678-RLHVP,Female,0,No,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,105.55,5682.25,No +4315-MURBD,Female,0,No,No,12,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.9,1120.95,Yes +2267-FPIMA,Male,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.4,4914.9,No +1051-GEJLJ,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,27.55,No +9734-YWGEX,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),98.3,923.5,Yes +2719-BDAQO,Male,0,No,No,17,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,93.85,1625.65,Yes +5285-MVEHD,Female,0,Yes,No,56,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.6,6068.65,No +0379-DJQHR,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),81.35,5398.6,No +0781-LKXBR,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,918.6,Yes +5543-QDCRY,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,56.4,234.85,No +0297-RBCSG,Male,0,No,No,19,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),65.35,1231.85,No +4694-PHWFW,Female,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,170.9,No +0835-JKADZ,Female,0,No,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.25,7984.15,No +1907-UBQFC,Male,1,No,No,10,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,72.85,688.65,Yes +7508-SMHXL,Female,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Credit card (automatic),89,1288.3,No +3865-YIOTT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.1,7848.5,No +5993-BQHEA,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,267,No +6024-RUGGH,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.2,1798.9,No +6513-EECDB,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.55,73.55,Yes +3956-CJUST,Female,1,No,No,23,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.4,1643.55,No +4079-WWQQQ,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.55,4807.45,No +6103-BOCOU,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.7,2193,No +5149-TGWDZ,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,104.55,2239.4,No +7471-WNSUF,Male,0,Yes,No,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.15,1505.9,No +8942-DBMHZ,Male,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,255.35,No +4301-VVZKA,Male,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,1189.4,No +9199-PWQVC,Female,0,Yes,No,63,Yes,Yes,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),79.7,4786.15,No +4824-GUCBY,Female,1,No,No,22,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.7,1820.9,No +5393-HJZSM,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),76.3,2404.15,No +7074-IEVOJ,Female,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.4,205.05,Yes +9625-QSTYE,Female,0,No,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.15,952.3,Yes +0862-PRCBS,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),103.75,7039.45,No +8812-ZRHFP,Female,0,Yes,Yes,30,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,One year,No,Electronic check,86.45,2538.05,No +5146-CBVOE,Female,0,No,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.1,1212.85,No +0454-OKRCT,Male,0,No,No,33,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),80.6,2651.1,No +5787-KXGIY,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.3,1304.8,No +4750-ZRXIU,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,360.1,Yes +4198-VFOEA,Female,0,No,No,12,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,33.6,435.45,No +6630-UJZMY,Female,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.25,308.05,No +5709-LVOEQ,Female,0,Yes,Yes,0,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Mailed check,80.85, ,No +6400-BWQKW,Female,0,No,No,6,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.05,434.5,Yes +2692-AQCPF,Female,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),108.05,7118.9,No +0347-UBKUZ,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,320.45,No +0835-DUUIQ,Female,0,No,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),21.05,531.55,No +0811-GSDTP,Female,0,No,Yes,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.15,382.2,No +7567-ECMCM,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),79.85,2001,No +6115-ZTBFQ,Female,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),65.5,4919.7,No +6353-BRMMA,Female,0,Yes,Yes,54,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.1,5645.8,No +6680-WKXRZ,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.4,215.8,Yes +6231-WFGFH,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,77.6,No +9904-EHEVJ,Female,1,Yes,Yes,32,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,91.35,2896.55,No +7028-DVOIQ,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.05,3395.8,Yes +6169-PPETC,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,759.35,No +4208-UFFGW,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.95,85.15,Yes +8584-KMVXD,Female,0,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,75.6,535.55,No +8467-WYNSR,Male,0,No,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,55.1,1253.15,No +0851-DFJKB,Female,0,No,No,15,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,58.95,955.15,No +5382-SOYZL,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,2162.6,No +9448-REEVD,Male,0,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),44.7,44.7,Yes +3261-CQXOL,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,1813.35,No +8388-FYNPZ,Male,0,No,No,4,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Electronic check,56.75,245.15,No +4002-BQWPQ,Male,0,No,No,25,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),81.75,2028.8,No +5651-YLPRD,Female,0,Yes,Yes,32,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.1,2723.75,No +2826-DXLQO,Male,1,Yes,No,7,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.8,220.45,No +4378-BZYFP,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.5,365.8,No +9489-UTFKA,Male,1,Yes,No,8,Yes,No,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),60.9,551.95,No +4849-PYRLQ,Female,1,No,No,56,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),73.25,4054.2,No +9117-SHLZX,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.7,45.7,Yes +9889-TMAHG,Male,1,No,No,8,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),100.3,832.35,Yes +4541-RMRLG,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.25,112.3,Yes +7764-BDPEE,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,60.65,No +3429-IFLEM,Female,0,No,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),77.35,5550.1,No +3158-MOERK,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96,174.8,Yes +7294-TMAOP,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.55,90.55,Yes +5002-GCQFH,Male,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.85,4733.1,No +0556-FJEGU,Male,0,No,No,58,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),70.1,4048.95,No +8919-FYFQZ,Male,1,Yes,No,44,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.35,1359.7,Yes +0604-THJFP,Female,0,Yes,Yes,59,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),75.95,4542.35,No +2834-JRTUA,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.05,7532.15,Yes +5875-YPQFJ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,Yes +5879-SESNB,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,888.65,No +6646-QVXLR,Male,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.75,6383.35,Yes +6461-PPAXN,Female,0,Yes,Yes,35,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),54.95,1916,No +3318-ISQFQ,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.5,413,No +1106-HRLKZ,Male,0,Yes,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,808.95,No +2483-XSSMZ,Female,0,No,No,39,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,47.85,1886.4,No +8603-IJWDN,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.6,86.6,Yes +8165-ZJRNM,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.75,1679.25,No +9369-XFEHK,Female,1,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.6,2656.5,Yes +2604-XVDAM,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),43.8,540.95,No +3717-OFRTN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.75,19.75,No +9046-JBFWA,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.15,537.35,No +3280-NMUVX,Male,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,678.8,No +1206-EHBDD,Female,0,Yes,No,56,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Two year,No,Bank transfer (automatic),80.3,4513.65,No +8361-LBRDI,Female,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.35,1423.85,No +4883-KCPZJ,Female,0,Yes,Yes,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,555.4,No +9108-EQPNQ,Female,0,Yes,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26.1,225.55,No +7277-KAMWT,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20,268.45,No +3842-IYKUE,Female,0,No,No,35,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),85.3,2917.5,Yes +6641-XRPSU,Female,0,No,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70,2416.1,Yes +1374-DMZUI,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.3,424.45,Yes +2545-LXYVJ,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.7,1492.1,No +3234-VKACU,Male,0,No,No,2,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,70.3,132.4,No +8357-EQXFO,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.35,660.9,Yes +1989-PRJHP,Male,1,Yes,No,27,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,1893.95,Yes +8120-JDCAM,Male,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.55,284.9,No +8917-FAEMR,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,784.25,No +7047-YXDMZ,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,417.7,No +2858-EIMXH,Female,1,Yes,No,53,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),95.85,5016.25,No +9524-EGPJC,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.1,1612.75,Yes +6993-OHLXR,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.95,119.75,Yes +8818-XYFCQ,Male,0,Yes,Yes,32,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.55,3204.65,Yes +6419-ZTTLE,Male,1,Yes,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.75,485.2,No +0929-HYQEW,Male,0,No,No,3,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,160.85,No +6614-YOLAC,Female,0,Yes,Yes,71,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Mailed check,58.65,4145.25,No +7426-RHZGU,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.9,827.45,No +4065-JJAVA,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,49.5,49.5,No +4695-VADHF,Male,0,Yes,Yes,18,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,57.45,990.85,Yes +3863-IUBJR,Male,0,Yes,Yes,12,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Credit card (automatic),53.65,696.35,Yes +7649-SIJJF,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,80.1,5585.4,No +9361-YNQWJ,Female,0,No,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.4,1601.2,No +3748-FVMZZ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,40.05,162.45,No +9391-TTOYH,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,470.2,No +1452-XRSJV,Female,0,Yes,Yes,39,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.05,2066,No +3422-WJOYD,Male,0,Yes,No,28,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54.35,1426.45,No +8242-SOQUO,Female,1,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.7,392.5,No +7460-ITWWP,Female,1,Yes,No,45,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,86.1,3861.45,No +7147-AYBAA,Male,0,No,No,37,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.35,2552.9,No +7868-TMWMZ,Female,1,Yes,No,60,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110,6668.35,No +4822-RVYBB,Male,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,819.4,Yes +6732-FZUGP,Female,0,No,No,47,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,One year,No,Credit card (automatic),94.9,4615.25,No +8436-BJUMM,Male,0,Yes,Yes,26,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.75,2070.6,Yes +4184-TJFAN,Female,1,Yes,Yes,3,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,88.3,273.75,Yes +8329-GWVPJ,Female,0,Yes,Yes,50,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.75,3557.7,No +1352-VHKAJ,Male,0,Yes,Yes,27,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),71.6,1957.1,No +4145-UQXUQ,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.1,729.95,Yes +2632-TACXW,Female,0,Yes,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.65,1416.75,No +8146-QQKZH,Female,0,Yes,No,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),81.85,5924.4,No +1767-CJKBA,Male,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,1697.7,No +6445-TNRXS,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.7,7849.85,No +4581-LNWUM,Female,0,No,No,13,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,49.15,649.4,No +4869-EPIUS,Male,0,Yes,No,56,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Electronic check,80.9,4557.5,No +9948-YPTDG,Male,0,Yes,No,38,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.45,3013.05,Yes +1236-WFCDV,Male,1,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),90.45,1266.1,Yes +1915-OAKWD,Female,0,No,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.3,360.35,No +7296-PIXQY,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.2,1046.5,No +4883-QICIH,Male,0,Yes,Yes,32,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.75,2347.9,Yes +3354-OADJP,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.25,447.75,No +3524-WQDSG,Female,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.3,4209.95,No +0810-DHDBD,Female,0,No,No,52,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Credit card (automatic),74,3877.65,No +4026-SKKHW,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.25,152.3,No +2829-HYVZP,Male,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.8,572.2,No +8329-IBCTI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,Yes +1271-SJBGZ,Male,1,No,No,12,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,43.65,526.95,Yes +3845-JHAMY,Female,0,Yes,Yes,16,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),35.5,552.7,No +7013-PSXHK,Female,0,No,No,40,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,80.75,3208.65,No +5669-SRAIP,Female,0,No,No,5,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,39.5,210.75,Yes +5981-ITEMU,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.1,3706.95,Yes +3486-NPGST,Female,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,620.75,No +6941-PMGEP,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80,412.5,Yes +1624-WOIWJ,Female,0,No,No,10,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.7,832.05,Yes +2074-GKOWZ,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),89.55,185.55,Yes +0376-YMCJC,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,90.6,1943.2,Yes +6100-FJZDG,Male,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.05,505.9,No +4829-ZLJTK,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,112.4,8046.85,No +1730-VFMWO,Female,0,Yes,No,34,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),50.2,1815.3,No +7143-BQIBA,Male,0,No,No,10,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),62.25,612.95,No +3800-LYTRK,Female,0,No,No,14,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,55.7,795.15,No +0634-SZPQA,Female,0,No,No,23,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.05,2169.8,Yes +9646-NMHXE,Male,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,973.1,No +7030-NJVDP,Male,0,Yes,No,24,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.25,2210.2,No +5536-RTPWK,Male,0,Yes,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.05,4853.75,Yes +8883-GRDWQ,Male,1,No,No,20,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,54,1055.9,No +6166-ILMNY,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.75,144.55,Yes +3097-NNSPB,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.05,91.1,Yes +7771-ZONAT,Male,0,No,No,22,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),56.75,1304.85,No +0655-RBDUG,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.05,713,Yes +2111-DWYHN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,21.1,21.1,No +4194-WHFCB,Female,0,Yes,Yes,59,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),96.65,5580.8,No +4121-AGSIN,Female,0,Yes,Yes,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),24.5,1497.9,No +4361-BKAXE,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),114.5,4527.45,Yes +9845-PEEKO,Female,1,No,No,59,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Two year,Yes,Credit card (automatic),79.2,4590.35,No +0455-XFASS,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,200.2,No +0301-KOBTQ,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,614.45,No +1751-NCDLI,Male,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.85,4564.9,No +4367-NUYAO,Male,0,Yes,Yes,0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75, ,No +9878-TNQGW,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.95,171.15,Yes +9170-ARBTB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,1012.4,No +4441-NIHPT,Female,1,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.3,940.35,Yes +8999-BOHSE,Female,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),89.7,1047.7,Yes +7241-AJHFS,Male,0,No,No,32,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),87.65,2766.4,No +7029-RPUAV,Male,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.45,1622.45,Yes +4546-FOKWR,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.75,1129.35,No +9036-CSKBW,Female,0,No,No,51,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),107.45,5680.9,No +5832-TRLPB,Male,0,No,No,29,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),75.35,2243.9,No +8590-YFFQO,Male,0,Yes,No,70,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),64.95,4523.25,No +8659-IOOPU,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Electronic check,100.45,7159.7,No +1338-CECEE,Male,0,Yes,Yes,41,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),68.5,2839.95,No +7439-DKZTW,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.55,80.55,No +4646-QZXTF,Female,0,Yes,No,7,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81.25,580.1,No +4607-CHPCA,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,90.4,2178.6,Yes +9742-XOKTS,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,No,Electronic check,89.55,6038.55,No +6921-OZMFH,Male,0,Yes,Yes,5,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.7,259.4,No +9578-FOMUK,Male,0,No,Yes,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,24.8,324.15,No +4712-UYOOI,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20,417.65,No +8824-RWFXJ,Male,0,Yes,Yes,3,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,56.15,168.15,Yes +7722-CVFXN,Male,0,Yes,Yes,54,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,105.2,5637.85,No +8717-VCTXJ,Male,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.55,839.4,No +7363-QTBIW,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.75,769.1,No +4159-NAAIX,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),97.45,6253,No +0971-QIFJK,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.25,1641.8,No +9397-TZSHA,Female,0,No,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.6,1678.05,No +3391-JSQEW,Male,0,Yes,No,40,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,2058.5,No +0343-QLUZP,Male,0,No,No,60,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),39.6,2424.5,No +9763-PDTKK,Female,0,No,No,4,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),94.4,387.2,Yes +2176-LVPNX,Female,1,No,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,89.85,6293.45,No +7627-JKIAZ,Female,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),78.95,2839.65,Yes +3312-UUMZW,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.85,3145.9,No +1271-UODNO,Male,0,No,No,39,Yes,Yes,DSL,No,No,No,Yes,No,No,Two year,Yes,Credit card (automatic),53.85,2200.7,No +8461-EFQYM,Female,0,No,No,38,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,24.25,914.4,No +6900-RBKER,Male,0,No,No,52,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),89.45,4577.75,No +6891-JPYFF,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.25,4997.5,No +1459-QNFQT,Male,0,Yes,Yes,70,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.5,4144.8,No +1047-NNCBF,Male,0,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.55,1493.55,No +3696-XRIEN,Female,0,No,No,50,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82.5,4179.1,No +4081-DYXAV,Female,0,No,No,19,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),44.85,893.55,Yes +0074-HDKDG,Male,0,Yes,Yes,25,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),61.6,1611,No +8791-GFXLZ,Male,0,No,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.05,593.05,No +8111-SLLHI,Male,1,Yes,No,39,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.65,4284.8,Yes +0927-LCSMG,Male,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,74.65,544.55,Yes +9330-DHBFL,Female,0,Yes,Yes,23,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Mailed check,66.25,1533.8,No +0098-BOWSO,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.4,529.8,No +3452-ABWRL,Male,1,No,No,47,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),86.05,3865.6,No +5859-HZYLF,Male,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.15,515.75,No +8257-RZAHR,Female,0,Yes,No,14,Yes,Yes,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),64.7,941,Yes +5293-WXJAK,Female,1,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.05,1133.65,Yes +3156-QLHBO,Male,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,48.35,No +2208-NQBCT,Female,0,Yes,Yes,26,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.95,2070.05,No +1779-PWPMG,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.65,8333.95,No +6621-NRZAK,Female,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20,1209.25,No +0831-JNISG,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.8,1396.25,No +0774-IFUVM,Male,0,Yes,Yes,11,Yes,Yes,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),65.15,723.35,No +3082-WQRVY,Male,1,Yes,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,228.65,No +9553-DLCLU,Female,0,No,Yes,13,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.95,1161.75,No +1641-BYBTK,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,98.35,No +2460-NGXBJ,Male,1,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.2,775.3,No +2446-ZKVAF,Male,0,Yes,No,18,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),56.8,1074.65,No +0841-NULXI,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.55,35.55,Yes +3522-CDKHF,Female,0,Yes,No,32,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.5,2324.7,No +1430-SFQSA,Male,0,No,No,29,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,35.6,1072.6,No +0411-EZJZE,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,60.25,170.5,No +7851-WZEKY,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.15,196.9,Yes +8844-TONUD,Male,0,Yes,Yes,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,96.65,1162.85,Yes +8807-ARQET,Female,0,No,No,41,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,40.35,1677.85,No +8992-CEUEN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,18.85,18.85,No +4320-QMLLA,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,54.85,370.4,No +8777-PVYGU,Female,0,Yes,No,52,Yes,No,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Mailed check,64.3,3410.6,No +8292-ITGYJ,Female,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.65,1138.8,No +6870-ZWMNX,Male,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),76.1,5264.25,No +0621-CXBKL,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.7,1005.7,No +5268-DSMNQ,Female,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),97.95,5936.55,No +5334-JLAXU,Female,0,Yes,No,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.1,5475.9,No +4086-YQSNZ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.4,224.05,Yes +6242-MBHPK,Female,1,Yes,No,23,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,2326.05,No +5868-CZJDR,Male,0,No,Yes,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,31.35,31.35,Yes +9359-UGBTK,Female,0,No,No,67,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),72.35,4991.5,No +0135-NMXAP,Female,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.75,1052.4,Yes +4782-OSFXZ,Female,1,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),82.7,5831.2,No +6479-OAUSD,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,510.8,No +7129-ACFOG,Female,0,No,No,5,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,53.8,283.95,No +4189-NAKJS,Male,0,No,No,26,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),51.55,1295.4,No +5562-BETPV,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,19.65,No +1282-IHQAC,Male,1,No,No,70,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),44.05,3011.65,No +9127-FHJBZ,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114,8093.15,No +6270-OMFIW,Male,0,Yes,No,60,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,94.4,5610.25,Yes +1641-RQDAY,Female,1,Yes,Yes,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.4,3217.65,No +0107-WESLM,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.85,19.85,Yes +6994-ORCWG,Female,0,No,No,14,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Mailed check,54.25,773.2,No +1346-UFHAX,Female,0,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80,1029.35,No +3992-YWPKO,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.9,669.45,Yes +2933-XEUJM,Female,0,No,No,46,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Mailed check,79.2,3593.8,No +0125-LZQXK,Male,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,1553.95,Yes +5461-QKNTN,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,94.3,3953.15,No +4835-YSJMR,Male,0,No,No,39,Yes,No,DSL,No,No,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),49.8,1971.15,No +8399-YNDCH,Male,1,No,No,21,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),60.05,1236.15,Yes +3164-YAXFY,Male,0,No,No,57,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,53.75,3196,No +0887-WBJVH,Female,0,Yes,No,53,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,93.45,4872.2,No +4660-IRIBM,Male,0,Yes,Yes,18,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,87.9,1500.5,No +5673-FSSMF,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,60.15,60.15,Yes +7670-ZBPOQ,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),61.05,3478.75,No +8089-UZWLX,Female,1,No,No,71,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),104.05,7413.55,No +0080-OROZO,Female,0,No,No,35,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,99.25,3532,No +3916-NRPAP,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),85.7,256.75,No +6807-SIWJI,Male,0,No,No,38,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,104.85,3887.25,No +8221-HVAYI,Male,0,Yes,Yes,35,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),69.15,2490.15,No +1579-KLYDT,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,90.45,593.45,Yes +5232-NXPAY,Female,0,No,No,47,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,74.45,3510.3,No +8967-SZQAS,Female,0,No,No,14,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.45,765.45,No +4468-KAZHE,Female,1,Yes,No,20,Yes,No,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,60,1259.35,No +0455-ENTCR,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,85.25,5538.35,No +8944-AILEF,Male,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.45,340.85,No +5542-NKVRU,Female,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.75,844.45,No +7126-RBHSD,Female,0,Yes,No,17,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,78.9,1348.95,No +5370-IIVVL,Male,0,No,No,37,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.5,3778,No +6789-HJBWG,Female,0,No,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,611.65,No +3927-NLNRY,Male,0,Yes,No,53,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94.25,4867.95,Yes +9087-EYCPR,Female,0,No,No,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,1505.05,No +6791-YBNAK,Male,0,Yes,Yes,18,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25.55,467.85,No +6358-LYNGM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,74.9,Yes +6077-BDPXA,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,194.2,No +0013-MHZWF,Female,0,No,Yes,9,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),69.4,571.45,No +5494-HECPR,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.25,80.25,Yes +8268-YDIXR,Male,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,93.15,5253.95,No +9824-BEMCV,Male,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69,1149.65,Yes +1373-ORVIZ,Female,0,Yes,Yes,11,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,66.35,740.8,Yes +4291-SHSBH,Male,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,521.35,No +6980-IMXXE,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1412.65,No +9866-QEVEE,Male,0,No,No,19,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),86,1532.45,Yes +9897-KXHCM,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.3,250.05,Yes +0040-HALCW,Male,0,Yes,Yes,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.4,1090.6,No +0784-GTUUK,Male,0,Yes,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),23.75,1446.8,No +7979-CORPM,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.55,2282.55,Yes +2294-DMMUS,Female,0,Yes,Yes,62,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),70.45,4300.45,No +0872-JCPIB,Male,0,No,No,17,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),65.75,1111.2,No +3055-MJDSB,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.6,190.1,No +9091-WTUUY,Male,0,Yes,Yes,64,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,69.25,4447.75,No +1618-CFHME,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.9,143.35,Yes +3165-HDOEW,Male,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,Yes +6581-NQCBA,Female,0,Yes,No,16,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,49.95,810.2,Yes +7115-IRDHS,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.65,1830.05,No +8496-DMZUK,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),90.4,2820.65,No +2040-VZIKE,Female,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,100.85,4847.35,No +9068-VPWQQ,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),75.35,4729.3,No +0178-SZBHO,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,87.2,4017.45,No +0384-RVBPI,Male,0,No,No,20,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),64.4,1398.6,No +1689-MRZQR,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.3,2564.3,Yes +1299-AURJA,Female,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.7,1685.9,No +4525-VZCZG,Male,0,No,Yes,54,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,105.85,5826.65,No +1543-LLLFT,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Mailed check,98.3,6066.55,No +5835-BEQEU,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.95,228.4,Yes +2788-CJQAQ,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,270.2,No +5565-FILXA,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.15,1529.2,Yes +0319-QZTCO,Female,0,Yes,Yes,3,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),58.7,168.6,No +2120-SMPEX,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.15,536.35,No +0096-FCPUF,Male,0,No,No,30,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,64.5,1888.45,No +0668-OGMHD,Female,0,Yes,No,21,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,28.5,629.35,No +5552-ZNFSJ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.3,45.3,Yes +2223-KAGMX,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.4,289.3,Yes +6507-ZJSUR,Male,1,Yes,No,23,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.45,2117.25,No +9408-HRXRK,Female,0,Yes,Yes,45,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.15,4730.9,No +5593-SUAOO,Female,0,Yes,Yes,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),83.15,2033.05,No +7321-PKUYW,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,90.15,987.95,Yes +2833-SLKDQ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.05,45.05,Yes +6766-HFKLA,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),103.2,5744.35,No +7595-EUIVN,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,75.8,75.8,Yes +7617-EYGLW,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.45,19.45,No +2026-TGDHM,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.3,523.15,Yes +9220-ZNKJI,Female,1,Yes,No,55,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),88.8,4805.3,No +4030-VPZBD,Female,0,No,No,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,30.9,59.05,Yes +2226-ICFDO,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.9,6110.75,No +0723-VSOBE,Female,1,No,No,45,No,No phone service,DSL,No,No,No,No,No,Yes,One year,No,Electronic check,34.2,1596.6,No +5529-GIBVH,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,1046.2,No +4187-CINZD,Female,1,No,No,46,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),95.25,4424.2,Yes +9992-UJOEL,Male,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.3,92.75,No +4741-WWJQZ,Female,0,Yes,No,2,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.15,194.55,No +6625-UTXEW,Female,0,Yes,No,12,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,51.25,612.1,No +6818-WOBHJ,Female,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.6,6127.6,Yes +6244-BESBM,Male,0,Yes,Yes,69,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),95.2,6671.7,No +1004-NOZNR,Male,1,No,Yes,56,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Credit card (automatic),94.8,5264.3,No +1251-STYSZ,Female,1,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,303.7,No +2612-PHGOX,Male,0,Yes,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),76.1,4818.8,No +2408-TZMJL,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,110.15,6448.05,Yes +8480-PPONV,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),115.55,7159.05,No +8780-IHCRN,Male,0,Yes,Yes,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.65,1574.5,No +4598-ZADCK,Female,0,No,No,53,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,53.6,2879.2,No +1257-SXUXQ,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,86.05,No +9681-KYGYB,Male,1,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,88.2,4159.45,No +7182-OVLBJ,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),101.15,6638.35,No +5095-ETBRJ,Female,0,Yes,No,55,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,56.8,3112.05,No +7005-CYUIL,Female,1,Yes,No,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Electronic check,99.4,7168.25,No +4821-WQOYN,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.1,1326.25,No +4730-AWNAU,Male,0,Yes,Yes,36,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),60.7,2234.55,No +3452-FLHYD,Male,0,Yes,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.95,495.15,No +2388-LAESQ,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.85,8317.95,No +9531-NSBMR,Female,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.25,679.8,No +6260-ONULR,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,62.8,62.8,No +4389-UEFCZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,105.5,7544,No +8711-LOBKY,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,1188.25,No +9134-CEQMF,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,676.7,Yes +8985-OOPOS,Female,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),74.1,74.1,No +8800-ZKRFW,Female,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.5,3242.5,No +2616-FLVQC,Male,0,No,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,1240.15,No +9968-FFVVH,Male,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Bank transfer (automatic),68.8,4111.35,No +3108-PCCGG,Male,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),84.45,5899.85,No +7993-PYKOF,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75,632.95,Yes +8390-FESFV,Female,0,No,No,62,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),84.5,5193.2,No +3022-BEXHZ,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.2,7530.8,No +5027-XWQHA,Male,0,No,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.75,270.95,Yes +6248-TKCQV,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.6,5460.2,No +6729-GDNGC,Female,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),80.7,1614.2,No +6198-ZFIOJ,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.6,402.5,No +5989-OMNJE,Female,0,Yes,Yes,24,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,57.6,1367.75,No +4566-QVRRW,Female,0,Yes,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.05,483.7,Yes +1291-CUOCY,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.6,7962.2,No +9795-SHUHB,Female,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),58.2,3810.8,No +3230-IUALN,Female,0,Yes,Yes,45,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,81,3533.6,No +0042-RLHYP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1396.9,No +8519-IMDHU,Male,1,Yes,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.6,1345.55,Yes +4945-RVMTE,Female,0,No,No,28,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.55,1646.45,No +0201-OAMXR,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),115.55,8127.6,Yes +1866-NXPSP,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Mailed check,75.55,2680.15,No +3372-KWFBM,Male,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.6,1281,Yes +7831-QGOXH,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.2,1553.9,Yes +6393-WRYZE,Female,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.65,3207.55,Yes +3941-XTSKM,Male,0,Yes,Yes,42,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),45.1,2049.05,No +1661-CZBAU,Male,0,No,No,48,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),70.95,3629.2,No +6599-RCLCJ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.55,5124.55,Yes +9831-BPFRI,Female,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,89.55,3474.45,Yes +5158-RIVOP,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.9,202.3,No +9788-YTFGE,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,147.5,No +9277-JOOMO,Female,0,No,No,3,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.6,86.35,No +1907-YLNYW,Male,0,No,No,8,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,66.7,579,No +1725-MIMXW,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.45,19.45,Yes +8947-YRTDV,Male,0,Yes,Yes,32,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Mailed check,94.8,3131.55,No +3161-ONRWK,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),65.85,3928.3,No +0114-RSRRW,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.95,187.75,No +4565-NLZBV,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.65,1710.15,No +0031-PVLZI,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,76.35,Yes +7206-GZCDC,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,69.25,Yes +6682-VCIXC,Female,0,Yes,Yes,43,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),51.25,2151.6,No +4791-QRGMF,Male,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),99.5,5961.1,Yes +6475-VHUIZ,Female,0,Yes,No,23,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,54.25,1221.55,No +3910-MRQOY,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.4,1496.45,No +0661-WCQNQ,Male,0,Yes,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Credit card (automatic),56.25,1292.2,No +7537-RBWEA,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.15,25.15,No +4656-CAURT,Male,0,No,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.95,1713.1,No +0121-SNYRK,Male,0,No,No,50,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,35.4,1748.9,No +1768-ZAIFU,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.2,25.2,Yes +4671-LXRDQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45,96.45,Yes +3733-LSYCE,Female,0,Yes,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75.35,1114.55,No +6265-FRMTQ,Male,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,609.1,No +1934-SJVJK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,Yes +3838-OZURD,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105,7133.25,Yes +1371-DWPAZ,Female,0,Yes,Yes,0,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),56.05, ,No +9269-CQOOL,Male,0,No,Yes,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),54.7,169.45,Yes +2017-CCBLH,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,141.6,No +7690-KPNCU,Male,0,Yes,Yes,64,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),73.05,4688.65,No +0536-BGFMZ,Female,0,Yes,No,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,563.05,No +2293-IJWPS,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),100.75,5985,No +2845-HSJCY,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,87.25,1258.6,Yes +5469-NUJUR,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,373.5,No +1184-PJVDB,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,857.2,Yes +2625-TRCZQ,Female,0,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.65,2553.35,No +4102-HLENU,Female,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Mailed check,65.65,4322.85,No +7266-GSSJX,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.45,250.8,No +7722-VJRQD,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),60.95,4549.05,No +7073-QETQY,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.35,1359.5,No +9415-DPEWS,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,88.35,1639.3,Yes +5624-RYAMH,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.5,178.85,No +0196-JTUQI,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.2,633.85,No +7130-YXBRO,Male,0,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),111.45,5315.1,No +9272-LSVYH,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.15,735.5,No +7943-RQCHR,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,889.9,Yes +3793-MMFUH,Female,1,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.05,1290,Yes +3249-ZPQRG,Male,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,78.45,330.05,Yes +2568-BRGYX,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,237.95,Yes +3084-DOWLE,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92,6474.4,No +1084-MNSMJ,Female,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),85.5,4421.95,No +7721-JXEAW,Male,0,Yes,No,59,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),41.05,2452.7,Yes +7249-WBIYX,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.6,813.85,Yes +4238-HFHSN,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82.15,4904.85,No +6250-CGGUN,Male,0,No,No,54,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,84.4,4484.05,No +5478-JJVZK,Female,0,No,No,33,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,60.9,2033.85,No +7596-IIWYC,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.25,538.2,No +6567-HOOPW,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.2,79.2,Yes +9793-WECQC,Male,0,No,No,23,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Mailed check,95.3,2192.9,No +4291-HPAXL,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,19.85,No +8999-YPYBV,Male,0,Yes,Yes,45,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84.35,3858.05,No +1839-FBNFR,Female,0,Yes,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.85,854.8,No +3164-AALRN,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,70,347.4,Yes +3071-MVJCD,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),82.3,5815.15,No +1697-BCSHV,Female,0,Yes,Yes,58,Yes,Yes,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),66.8,3970.4,No +0562-KBDVM,Female,0,No,No,70,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),44.6,3058.15,No +1131-SUEKT,Male,0,Yes,Yes,61,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),98.45,6145.2,No +3717-OEAUQ,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.7,129.2,No +4538-WNTMJ,Female,0,Yes,Yes,46,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.95,1165.9,No +3334-CTHOL,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.95,49.95,Yes +4704-ERYFC,Female,0,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,1554,Yes +9432-RUVSL,Female,0,No,No,48,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),102.5,4904.25,No +8060-HIWJJ,Male,0,No,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.55,5632.55,No +7684-XSZIY,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,1643.25,No +9089-UOWJG,Female,0,Yes,Yes,12,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),58.35,740.55,No +8621-MNIHH,Female,1,Yes,No,34,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.25,3217.55,Yes +8039-ACLPL,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Credit card (automatic),68.75,4888.2,No +9885-AIBVB,Male,0,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.8,2440.25,No +1934-MKPXS,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,620.55,No +2592-YKDIF,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,20.35,No +2272-JKMSI,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.8,6840.95,No +0471-LVHGK,Male,0,Yes,No,41,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,73,3001.2,Yes +9518-RWHZL,Female,0,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),100.05,6254.2,Yes +8714-CTZJW,Female,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),82.85,319.6,No +3569-EDBPQ,Female,0,No,No,24,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,84.35,1938.05,No +3131-NWVFJ,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,294.5,No +7521-YXVZY,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,58.3,No +5419-CONWX,Female,1,No,No,4,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.8,442.85,Yes +6240-EURKS,Female,0,No,Yes,18,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35,553,Yes +2373-NTKOD,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,66.25,546.45,No +1970-KKFWL,Female,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.3,797.1,No +6960-HVYXR,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,76,76,Yes +9337-SRRNI,Male,0,No,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1673.8,No +0895-UADGO,Male,0,No,Yes,8,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Two year,Yes,Mailed check,44.55,343.45,No +5678-VFNEQ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.1,7412.25,No +5977-CKHON,Female,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),92.55,4039,No +7024-OHCCK,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,170.85,Yes +2692-BUCFV,Male,1,No,No,29,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.45,2948.6,No +7861-UVUFT,Female,0,Yes,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.3,1308.4,Yes +1830-GGFNM,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),94.55,6078.75,No +5302-BDJNT,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,95.5,3418.2,No +5223-UZAVK,Male,0,No,No,64,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.3,6603.8,No +4859-ZSRDZ,Female,0,Yes,Yes,58,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),55.5,3166.9,No +5651-WYIPH,Female,1,No,No,18,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.85,865.75,No +9350-VLHMB,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.55,6373.1,No +3498-LZGQZ,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.15,1177.05,No +8785-CJSHH,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,5985.75,No +5357-TZHPP,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.4,732.5,Yes +3870-SPZSI,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.05,7869.05,No +0680-DFNNY,Male,0,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.1,1504.05,Yes +7560-QRBXH,Female,0,No,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,936.7,No +7077-XJMET,Male,0,Yes,No,12,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.15,741.4,No +8752-GHJFU,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,92,6585.2,No +6896-SRVYQ,Male,1,No,No,44,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,73.85,3122.4,No +7767-UXAGJ,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.45,50.45,Yes +4652-ODEVH,Male,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.45,1088.25,No +6510-UPNKS,Female,0,No,No,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.8,615.35,No +6718-BDGHG,Female,0,Yes,No,43,Yes,Yes,DSL,No,No,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),64.85,2908.2,No +9046-DQMTP,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.75,739.9,No +6439-LAJXL,Male,0,Yes,No,9,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,68.95,593.85,No +1571-SAVHK,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.95,1132.75,Yes +9052-VKDUW,Female,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.4,7227.45,No +9546-CQJSU,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.4,193.6,Yes +1666-JZPZT,Male,0,No,No,27,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,49,1291.35,No +5777-KJIRB,Female,0,No,No,40,Yes,No,DSL,No,No,Yes,No,No,No,One year,Yes,Mailed check,50.25,2023.55,No +0506-LVNGN,Female,1,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.55,349.65,Yes +7677-SJJJK,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,153.95,No +2480-EJWYP,Female,1,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),97.8,5458.8,No +3253-HKOKL,Female,0,Yes,Yes,52,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,100.3,5244.45,No +7055-HNEOJ,Male,0,Yes,No,3,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,55.8,154.55,No +5514-YQENT,Male,0,No,Yes,41,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.15,4507.15,No +3211-AAPKX,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,98.55,2031.95,No +8445-DNBAE,Male,0,No,Yes,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.05,50.05,No +2951-QOQTK,Male,0,No,Yes,4,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),80.8,332.45,Yes +2958-NHPPS,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.85,473.9,No +6806-YDEUL,Female,1,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,106.8,No +1735-XMJVH,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.35,152.6,No +6890-PFRQX,Male,0,No,No,18,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,69.5,1199.4,No +0222-CNVPT,Male,1,No,No,52,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),48.8,2555.05,No +5899-OUVKV,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.5,2979.2,No +8681-ICONS,Male,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.65,654.85,No +1621-YNCJH,Female,0,Yes,No,36,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),106.05,3834.4,No +3473-XIIIT,Female,0,Yes,No,16,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100,1534.75,Yes +6362-QHAFM,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,108.3,4586.15,No +7893-IXHRQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.55,20.55,Yes +3070-BDOQC,Female,0,No,No,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,99.65,5941.05,No +2952-QAYZF,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,85.3,424.15,Yes +6234-PFPXL,Male,0,Yes,No,22,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,No,Credit card (automatic),95.9,2234.95,No +9824-QCJPK,Male,0,Yes,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,666.75,No +4763-PGDPO,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,281,Yes +4283-IVYCI,Male,0,No,No,9,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,64.95,547.8,No +1866-OBPNR,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.6,74.6,No +8205-MQUGY,Male,0,Yes,Yes,12,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.2,571.15,No +8970-ANWXO,Female,0,No,No,23,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,73.75,1756.6,No +9480-BQJEI,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Bank transfer (automatic),92.3,5731.45,No +5394-SVGJV,Male,0,No,No,37,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),98.8,3475.55,Yes +6979-TNDEU,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,156.85,No +9777-WJJPR,Male,0,Yes,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Credit card (automatic),88.65,2683.2,No +9283-LZQOH,Male,0,Yes,Yes,13,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.4,896.75,Yes +7079-QRCBC,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.75,2407.3,Yes +9495-SKLKD,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.95,4456.65,No +6048-UWKAL,Female,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),105.4,6998.95,No +5067-DGXLL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,36.8,No +5469-CTCWN,Male,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,106,6547.7,Yes +9851-QXEEQ,Male,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.7,4346.4,Yes +6281-FKEWS,Female,0,No,No,44,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,49.05,2265,No +8898-KASCD,Male,0,No,No,39,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,No,Mailed check,35.55,1309.15,No +9242-TKFSV,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.1,4754.3,No +9290-SHCMB,Female,1,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.85,1235.55,No +0743-HNPFG,Female,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Credit card (automatic),69.75,3562.5,No +2277-BKJKN,Female,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,99.2,7213.75,No +9809-IMGCQ,Male,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.7,2082.95,Yes +5208-HFSBT,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55.05,102.75,Yes +5035-PGZXH,Female,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.8,5914.4,No +8695-WDYEA,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,51.25,51.25,No +6543-JXSOO,Female,0,Yes,Yes,23,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,57.75,1282.85,No +8016-ZMGMO,Female,1,Yes,No,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),70.85,4738.85,No +8605-ITULD,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No +3254-YRILK,Male,1,No,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.2,1775.8,Yes +6416-YJTTB,Male,0,No,No,11,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.5,795.65,No +2667-WYLWJ,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.75,145,Yes +4472-VESGY,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),98.15,4993.4,No +3195-TQDZX,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.25,61.45,No +3128-YOVTD,Female,0,Yes,Yes,51,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.15,4018.55,No +0529-ONKER,Male,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.65,1146.65,Yes +1728-CXQBE,Male,1,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.25,6081.4,No +7041-TXQJH,Female,0,No,No,37,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.2,1478.85,No +5014-GSOUQ,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,243.65,No +5724-BIDBU,Male,0,Yes,No,49,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,55.35,2633.95,No +0481-SUMCB,Female,1,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),102.15,4735.35,No +1769-GRUIK,Female,0,No,No,18,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.1,1247.75,No +5240-IJOQT,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes +8819-WFGGJ,Male,0,Yes,No,68,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),54.1,3794.5,No +7427-AUFPY,Male,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,1008.7,No +2811-POVEX,Female,1,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),88.45,2130.55,No +1092-GANHU,Male,0,No,No,17,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,76.65,1313.55,Yes +7898-PDWQE,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),80.4,5727.15,No +9972-EWRJS,Female,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.25,1372.9,No +9314-IJWSQ,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.8,1203.9,No +0661-XEYAN,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.8,25.8,Yes +5799-JRCZO,Female,0,No,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1215.1,No +1921-KYSAY,Female,0,No,No,41,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Electronic check,68.6,2877.05,No +6198-RTPMF,Female,0,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,92.6,1579.7,No +2924-KHUVI,Male,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,100.55,5514.95,No +1925-GMVBW,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.55,96.1,No +7881-EVUAD,Female,0,No,No,2,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,42.6,72.4,Yes +6184-DYUOB,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,55.25,No +9207-ZPANB,Male,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,67.45,2443.3,No +5766-XQXMQ,Female,0,No,No,29,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),68.85,1970.5,Yes +9327-QSDED,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.55,335.4,No +1656-DRSMG,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),109.85,7002.95,No +3012-VFFMN,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,158.95,No +2984-AFWNC,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.4,293.15,No +0640-YJTPY,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21,1493.75,No +8096-LOIST,Female,0,No,No,19,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,56.2,1093.4,No +9764-REAFF,Female,0,Yes,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),18.4,1057.85,No +3703-VAVCL,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),90,190.05,Yes +7107-UBYKY,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.75,882.55,No +4881-GQJTW,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.6,300.4,No +8519-QJGJD,Female,0,No,No,14,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.35,1025.95,Yes +7876-DNYAP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,1436.95,No +7905-NJMXS,Male,1,Yes,No,7,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,64.2,475,No +2882-WDTBA,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.75,5388.15,No +2091-GPPIQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,78.95,5730.15,No +6326-MTTXK,Male,0,No,No,8,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,100.85,819.55,Yes +5071-FBJFS,Female,0,Yes,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,50.3,217.1,No +2796-UUZZO,Male,0,Yes,Yes,63,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.3,4896.35,No +2429-AYKKO,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1434.1,No +9798-OPFEM,Female,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,21.1,937.1,No +0330-IVZHA,Female,0,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.95,330.15,Yes +3794-NFNCH,Male,0,Yes,No,30,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50,1474.9,No +5193-QLVZB,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.75,6536.5,No +7114-AEOZE,Female,0,No,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1128.1,No +2886-KEFUM,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.5,6873.75,Yes +5522-NYKPB,Male,0,Yes,Yes,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,85.9,2199.05,No +4237-RLAQD,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,Yes +9957-YODKZ,Male,1,Yes,No,6,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.8,457.1,No +6518-KZXCB,Male,0,No,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,566.5,No +2245-ADZFJ,Female,0,Yes,Yes,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.55,2471.6,No +7776-QGYJC,Female,0,Yes,Yes,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),81.5,3107.3,No +9313-QOLTZ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,518.3,No +9651-GTSAQ,Female,0,Yes,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.1,5769.75,Yes +3186-BAXNB,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Electronic check,91.7,91.7,Yes +4672-FOTSD,Male,0,No,No,12,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,67.25,832.3,No +0637-YLETY,Female,0,No,No,16,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),95.6,1555.65,Yes +9818-XQCUV,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,45.3,No +7338-ERIVA,Male,0,No,Yes,39,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),45.05,1790.6,No +1157-BQCUW,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,74.95,Yes +8259-NFJTV,Female,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,34.65,246.6,No +3223-DWFIO,Male,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.35,261.65,No +2660-EMUBI,Male,1,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.35,898.35,Yes +6968-GMKPR,Female,0,No,No,55,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.55,4509.5,No +4751-ERMAN,Male,0,Yes,Yes,72,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),75.4,5480.25,No +1436-ZMJAN,Female,0,Yes,No,10,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),67.8,653.15,No +3292-PBZEJ,Male,1,No,No,11,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.4,1183.05,No +0799-DDIHE,Female,0,Yes,Yes,15,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46.3,639.45,No +3070-FNFZQ,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,478.75,No +2812-SFXMJ,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No +7675-OZCZG,Female,1,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45,127.1,Yes +5014-WUQMG,Male,0,Yes,Yes,47,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,96.1,4391.45,No +5312-TSZVC,Female,0,No,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,270.6,No +2003-CKLOR,Male,0,No,No,66,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.5,6710.5,Yes +0993-OSGPT,Female,1,Yes,No,68,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),60.65,3975.9,No +9254-RBFON,Female,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),98.6,1704.95,Yes +1205-WNWPJ,Female,0,No,No,7,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,59.5,415.95,Yes +9391-EOYLI,Male,1,Yes,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.45,950.2,Yes +7108-DGVUU,Female,1,Yes,No,21,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),71.7,1497.05,No +2782-JEEBU,Male,0,No,No,21,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,36,780.15,No +5127-BZENZ,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,No,Bank transfer (automatic),65.2,3512.15,No +2720-FVBQP,Female,0,Yes,Yes,6,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.95,273.25,No +9906-NHHVC,Female,1,No,No,65,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),53.5,3517.9,No +4522-XRWWI,Male,0,Yes,No,42,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Credit card (automatic),80.45,3375.9,No +3766-EJLFL,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.05,7508.55,No +5939-SXWHM,Male,0,Yes,Yes,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.3,1245.05,No +8152-UOBNY,Female,1,No,No,50,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,106.8,5347.95,No +7351-KYHQH,Female,1,No,No,7,Yes,No,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,64.95,493.65,No +7643-RCHXS,Female,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.35,1263.85,No +8246-SHFGA,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.1,385.55,No +8387-MOJJT,Female,0,Yes,Yes,42,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),77.95,3384,Yes +0620-XEFWH,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.85,84.2,No +6485-QXWWE,Female,0,No,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26,1638.7,No +2761-OCIAX,Male,1,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,165.4,Yes +7321-VGNKU,Female,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,120.25,No +5327-CNLUQ,Male,0,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),96.9,4473.45,No +7552-KEYGT,Male,0,Yes,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,520.55,No +5816-JMLGY,Female,0,Yes,Yes,70,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.4,5717.85,No +3068-OMWZA,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.8,88.8,Yes +2927-QRRQV,Male,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,94.65,4312.5,No +6032-KRXXO,Male,0,No,No,30,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.25,2755.35,Yes +7459-RRWQZ,Female,0,No,No,15,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),64.65,994.55,Yes +6265-SXWBU,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),95.75,6511.25,No +7941-RCJOW,Male,0,No,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.55,1218.65,No +6374-NTQLP,Male,1,Yes,Yes,72,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.1,7447.7,No +4154-AQUGT,Male,1,Yes,No,13,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.05,1169.35,Yes +2387-KDZQY,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.1,279.5,No +3584-WKTTW,Male,0,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.55,5720.35,No +3399-BMLVW,Male,0,Yes,Yes,51,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),60.5,3121.45,No +1971-DTCZB,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),90.95,6468.6,No +3092-IGHWF,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,87.4,5918.8,Yes +3374-PZLXD,Male,0,No,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,675.6,No +3813-DHBBB,Male,0,Yes,No,67,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),50.95,3521.7,No +2812-REYAT,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.05,923.1,No +6518-PPLMZ,Male,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.4,1110.35,No +4939-KYYPY,Male,0,No,No,27,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,59.45,1611.65,No +8017-LXHFA,Female,1,No,No,23,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,2293.6,Yes +5930-GBIWP,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),81.5,5553.25,No +6022-KOUQO,Female,0,Yes,Yes,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),29.05,44.75,No +6352-TWCAU,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.45,3029.1,Yes +2361-UPSND,Female,0,Yes,No,46,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,No,Mailed check,70.6,3231.05,No +6035-RIIOM,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),97.2,5129.45,No +2929-QNSRW,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,98.25,5508.35,Yes +1262-OPMFY,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.75,655.9,Yes +9504-DSHWM,Male,0,No,No,20,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),59.2,1191.2,No +5035-BVCXS,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,75.9,866.4,No +6267-DCFFZ,Female,1,Yes,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.05,2627.2,No +3533-UVMOM,Male,0,Yes,No,68,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),70.95,4741.45,No +2439-LYPMQ,Male,1,Yes,No,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.6,4009.2,No +4248-QPAVC,Female,1,Yes,No,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.35,1463.45,Yes +1899-VXWXM,Male,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),106.1,5082.8,Yes +1478-VPOAD,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,43.8,43.8,No +9995-HOTOH,Male,0,Yes,Yes,63,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,59,3707.6,No +2988-PLAHS,Female,0,No,No,3,Yes,No,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,69.95,220.45,No +1371-OJCEK,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.35,1133.7,No +4999-IEZLT,Male,0,No,No,66,No,No phone service,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),29.45,1983.15,No +8883-ANODQ,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),84.4,5746.75,No +4690-LLKUA,Male,1,No,No,17,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.05,770.6,Yes +2351-RRBUE,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,134.05,No +5980-BDHPY,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),87.1,6230.1,No +1498-DQNRX,Female,0,Yes,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,573.05,No +9469-WEJBT,Male,0,Yes,No,37,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.35,3419.3,No +3331-HQDTW,Female,0,No,No,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,109.8,3587.25,Yes +9490-DFPMD,Female,1,No,No,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.65,3541.35,Yes +2581-VKIRT,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,65.5,3801.3,No +5442-XSDCW,Male,0,Yes,Yes,11,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),79.5,868.5,Yes +7426-WEIJX,Male,1,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.95,4859.1,No +2851-MMUTZ,Female,0,No,No,27,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,56.15,1439.35,No +3049-NDXFL,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,85.8,85.8,Yes +8580-AECUZ,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.1,79.1,Yes +3307-TLCUD,Male,0,Yes,No,17,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,34.4,592.75,No +6625-FLENO,Male,0,Yes,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1185.95,No +2967-MXRAV,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,18.8,No +7963-GQRMY,Female,0,Yes,Yes,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.3,134.5,Yes +8189-HBVRW,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,90.8,4921.2,No +4163-KIUHY,Male,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.6,901.25,No +1228-FZFRV,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),105.95,5341.8,Yes +3500-NSDOA,Male,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Credit card (automatic),70.8,4859.95,No +1171-TYKUR,Male,0,Yes,No,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25.4,1139.2,No +3761-FLYZI,Female,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.8,7082.45,No +2058-DCJBE,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.75,324.6,Yes +5364-XYIRR,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,4812.75,Yes +4829-AUOAX,Female,0,No,No,46,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),96.05,4399.5,Yes +1219-NNDDO,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.85,663.55,No +8388-DMKAE,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25,174.65,No +4403-BWPAY,Male,0,No,No,14,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),24.8,321.7,No +9659-QEQSY,Female,0,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,115.65,5125.5,No +5405-ZMYXQ,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.6,548.9,No +5047-LHVLY,Male,1,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.15,50.15,Yes +1442-OKRJE,Male,0,Yes,Yes,66,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.15,7031.3,No +4737-AQCPU,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),72.1,5016.65,No +9158-VCTQB,Female,0,Yes,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),113.6,4594.95,Yes +2808-CHTDM,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,611.45,No +6311-UEUME,Female,0,No,No,29,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.9,2384.15,Yes +0793-TWELN,Female,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.15,319.85,No +3283-WCWXT,Male,0,Yes,Yes,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,153.3,No +1060-ENTOF,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),105.4,7035.6,No +0999-QXNSA,Male,1,No,Yes,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.75,344.2,No +5451-MHQOF,Male,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.45,1431.65,No +4836-WNFNO,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25,1849.2,No +9225-BZLNZ,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,85.25,6083.1,No +0354-VXMJC,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,426.65,No +4422-QVIJA,Female,0,No,Yes,35,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.15,1655.35,No +9365-SRSZE,Male,1,Yes,No,27,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.55,1943.9,No +6839-ITVZJ,Female,0,Yes,Yes,26,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,60.05,1616.15,Yes +8332-OSJDW,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26.4,314.95,No +4735-BJKOU,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,804.85,No +0274-JKUJR,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,58.85,465.7,No +5740-YHGTW,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),97.55,6669.05,No +8917-SZTTJ,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,1161.75,No +1696-MZVAU,Male,0,Yes,Yes,39,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),25.25,947.75,No +7359-WWYJV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.45,8375.05,No +0375-HVGXO,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,34.7,34.7,Yes +4906-ZHGPK,Male,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,70.7,3770,No +8593-WHYHV,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.3,264.8,Yes +3795-GWTRD,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),75.55,4707.85,No +1298-PHBTI,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Two year,Yes,Electronic check,84.8,6152.4,No +6223-DHJGV,Female,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.65,958.1,No +6961-MJKBO,Male,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.45,943,No +6097-EQISJ,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),102.45,6615.15,Yes +4423-YLHDV,Female,0,Yes,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.4,2200.25,Yes +8158-WPEZG,Male,0,No,No,11,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,35.65,425.1,No +0107-YHINA,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.75,99.75,Yes +4918-FYJNT,Female,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,90.45,5044.8,No +0727-BNRLG,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),97.65,6743.55,No +4854-CIDCF,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,73.85,196.4,No +8640-SDGKB,Male,0,No,No,4,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.4,299.7,Yes +3280-MRDOF,Male,1,No,No,30,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),69.1,2093.9,No +6435-SRWBJ,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,82.75,417.75,No +9964-WBQDJ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.4,1725.4,No +6303-KFWSL,Female,0,No,No,29,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Electronic check,55.25,1620.2,No +1702-CCFNJ,Male,0,Yes,No,52,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.35,3169.55,No +8932-CZHRQ,Male,0,No,No,68,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),76.75,5233.25,No +0386-CWRGM,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,967.85,No +5515-RUGKN,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),54.75,438.05,No +0404-AHASP,Male,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1421.9,No +7279-NMVJC,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,323.15,No +2081-VEYEH,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.95,318.6,No +6407-UTSLV,Female,1,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),83.8,163.7,No +4116-TZAQJ,Female,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.25,639.65,Yes +9060-HJJRW,Female,0,No,No,51,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),56.4,2928.5,No +2587-YNLES,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,100.35,No +7398-SKNQZ,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.9,273.2,No +5935-FCCNB,Female,1,No,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,1608.15,No +1958-RNRKS,Male,0,Yes,No,30,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,49.9,1441.95,No +5136-RGMZO,Male,0,No,No,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,71.05,2168.15,No +8345-MVDYC,Female,0,No,No,45,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),81.65,3618.7,No +8226-BXGES,Male,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),89.45,5692.65,No +3877-JRJIP,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.85,59.85,Yes +8375-DKEBR,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes +9705-IOVQQ,Male,1,Yes,Yes,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,99,5969.3,No +1015-OWJKI,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,19.05,No +7511-YMXVQ,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.4,418.8,Yes +2040-XBAVJ,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.45,8100.55,No +7551-JOHTI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,19.5,Yes +8887-IPQNC,Female,0,Yes,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.25,313.45,No +8646-JCOMS,Female,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),90.55,6130.95,No +9804-ICWBG,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,Yes +1222-KJNZD,Male,0,Yes,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.4,745.3,No +0106-GHRQR,Male,0,No,No,16,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),71.4,1212.1,No +5318-IXUZF,Female,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87.15,183.75,Yes +3768-VHXQO,Male,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.85,1583.5,No +8952-WCVCD,Female,0,Yes,No,41,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.45,4162.05,No +2418-TPEUN,Female,0,Yes,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1119.9,No +3963-RYFNS,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.45,8013.55,No +3198-VELRD,Female,0,Yes,Yes,3,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),84.75,264.85,Yes +8540-ZQGEA,Female,0,Yes,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1102.4,No +1320-REHCS,Male,1,No,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.75,5832,No +4137-JOPHL,Female,0,No,No,50,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),89.7,4304.5,No +9436-ZBZCT,Male,0,No,No,14,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,89.95,1178.4,Yes +7801-CEDNV,Male,0,Yes,No,27,Yes,No,DSL,Yes,No,No,No,No,No,One year,No,Credit card (automatic),48.7,1421.75,No +2057-BOYKM,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),96.6,6827.5,No +3658-QQJYD,Male,0,No,No,62,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),74.3,4698.05,No +1803-BGNBD,Female,0,No,No,12,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.3,654.5,No +0134-XWXCE,Female,1,No,No,44,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),74.85,3268.05,No +6950-TWMYB,Male,0,Yes,Yes,54,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),79.95,4362.05,No +5848-FHRFC,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,1386.9,No +2243-FNMMI,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,415.4,No +2511-MORQY,Male,0,Yes,Yes,50,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,No,Bank transfer (automatic),54.9,2614.1,No +5356-KZCKT,Male,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.45,1513.6,No +9470-XCCEM,Male,0,Yes,Yes,35,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.65,3161.6,No +6519-CFDBX,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.4,80.95,No +3902-MIVLE,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,75.7,4676.7,No +0409-WTMPL,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),110.65,6526.65,No +8763-KIAFH,Female,0,Yes,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.55,583.3,No +3669-WHAFY,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.15,8078.1,No +3055-VTCGS,Female,0,No,No,63,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),58.55,3503.5,No +3144-KMTWZ,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.25,6669.45,No +7279-BUYWN,Female,1,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,113.2,4689.5,Yes +7156-MHUGY,Male,1,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.5,1201.15,Yes +7198-GLXTC,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79,143.65,Yes +2007-QVGAW,Female,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.35,1292.65,No +5207-PLSTK,Male,0,Yes,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.75,48.75,No +2307-FYNNL,Male,1,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.05,7108.2,No +5605-XNWEN,Male,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25,1802.55,No +2155-AMQRX,Female,0,No,No,28,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),54.9,1505.15,No +6181-AXXYF,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,1859.1,No +5091-HFAZW,Female,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.15,168.5,No +0516-VRYBW,Female,0,No,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.15,390.85,Yes +2519-LBNQL,Male,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.35,6339.45,No +8623-ULFNQ,Female,1,No,No,26,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,66.05,1652.4,No +8380-PEFPE,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,71.65,Yes +5687-DKDTV,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,77.5,Yes +1568-LJSZU,Male,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92.2,6392.85,No +7530-HDYDS,Female,0,No,No,38,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),84.25,3264.5,Yes +7789-HKSBS,Female,1,Yes,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,4599.15,No +7416-CKTEP,Female,0,Yes,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.6,1134.25,No +2586-CWXVV,Male,0,Yes,No,54,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.4,1621.35,No +3096-IZETN,Female,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),78.1,947.3,Yes +2348-KCJLT,Female,0,Yes,No,44,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,61.5,2722.2,No +8401-EMUWF,Male,0,Yes,Yes,42,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.4,3058.3,No +4193-IBKSW,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1769.6,No +5377-NDTOU,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,91.05,6293.75,No +5922-ABDVO,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,89.65,1761.05,Yes +2474-LCNUE,Female,0,Yes,No,23,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),73.65,1642.75,No +0839-QNXME,Female,0,No,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,578.5,No +3506-OVLKD,Male,0,No,No,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),26.2,954.9,No +9172-ANCRX,Female,0,No,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,973.25,Yes +6650-VJONK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),43.85,43.85,No +2178-PMGCJ,Male,0,No,No,22,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.7,1490.4,No +7492-TAFJD,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Mailed check,38.55,280,No +2773-MADBQ,Female,0,No,No,36,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,53.1,1901.25,No +6016-LVTJQ,Female,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,716.4,No +7860-KSUGX,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),64.45,4720,No +8966-KZXXA,Male,0,Yes,Yes,36,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,930.95,No +6910-HADCM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.35,76.35,Yes +4816-LXZYW,Female,0,No,No,23,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,1676.95,Yes +9606-PBKBQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,2642.05,Yes +5149-QYTTU,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),95.15,6770.85,No +2070-XYMFH,Female,1,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.35,1835.3,No +2085-BOJKI,Male,0,Yes,No,17,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),96.65,1588.25,No +0817-HSUSE,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,75.5,75.5,No +5442-PPTJY,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,258.35,No +1927-QEWMY,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1502.25,No +1663-MHLHE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,19.2,No +5663-QBGIS,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),98.35,6929.4,No +4450-MDZFX,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.35,4453.3,No +6701-DHKWQ,Female,0,Yes,Yes,61,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),51.35,3244.4,No +7554-AKDQF,Female,0,Yes,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,323.45,No +3536-IQCTX,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.3,2661.1,Yes +4911-BANWH,Female,0,No,Yes,31,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),86.55,2697.4,Yes +8496-EJAUI,Male,0,No,No,19,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.85,1424.5,Yes +0794-YVSGE,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,1401.15,No +5423-BHIXO,Female,0,No,No,32,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,54.2,1739.6,No +6908-VVYHM,Male,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.65,5931,No +2959-EEXWB,Female,0,Yes,Yes,45,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),50.9,2333.85,No +1839-UMACK,Male,0,No,No,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.05,949.85,No +3030-YDNRM,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,572.45,No +7321-KKSDU,Male,0,No,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,696.8,No +3402-XRIUO,Female,1,Yes,No,22,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,63.55,1381.8,No +3132-TVFDZ,Male,1,Yes,No,57,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.85,2572.95,Yes +8286-AFUYI,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,47.95,47.95,No +8080-DDEMJ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.1,45.1,Yes +8356-WUAOJ,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45,45,No +6365-MTGZX,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96,2122.45,Yes +1349-WXNGG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.05,20.05,Yes +8058-DMYRU,Male,1,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,4931.8,No +9350-ZXYJC,Female,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,116.95,No +6990-YNRIO,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),108.65,6937.95,Yes +8958-JPTRR,Female,0,Yes,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.3,1261.7,No +6959-GQEGV,Male,0,No,No,45,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,75.95,3273.8,No +3173-WSSUE,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1415.85,No +1265-HVPZB,Male,0,Yes,No,59,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),66.4,3958.2,No +4115-UMJFQ,Male,0,No,No,69,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),35.75,2492.25,No +7369-TRPFD,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,279.2,No +1098-KFQEC,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1083,No +7190-XHTWJ,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,755.5,No +0621-TWIEM,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.55,402.6,Yes +3537-RYBHH,Female,1,Yes,No,47,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),67.45,3252,No +2485-ITVKB,Female,0,Yes,No,2,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.1,68.75,Yes +3669-OYSJI,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),46.2,46.2,Yes +1612-EOHDH,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.15,45.15,Yes +6702-OHFWR,Male,1,No,No,1,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,43.3,43.3,Yes +5296-BFCYD,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.1,936.85,No +4510-PYUSH,Female,1,No,No,38,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),57.15,2250.65,Yes +9359-JANWS,Female,0,Yes,No,65,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),58.9,3857.1,No +7517-SAWMO,Female,0,Yes,No,19,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.2,1441.1,Yes +4143-HHPMK,Male,0,No,No,52,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.35,4338.6,Yes +3279-DYZQM,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.45,1378.45,No +7054-LGEQW,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.95,45.95,Yes +0523-VNGTF,Female,1,No,No,52,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,50.5,2566.3,No +9575-IWCAZ,Male,0,Yes,No,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.1,171,No +7105-MXJLL,Female,1,Yes,No,26,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Mailed check,60.7,1597.4,No +7064-FRRSW,Male,1,No,No,48,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,99,4744.35,No +7940-UQQUG,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.4,6721.6,No +0923-PNFUB,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,83.75,247.25,Yes +3961-SXAXY,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.05,44.05,No +7010-BRBUU,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.1,1734.65,No +3566-HJGPK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.55,45.55,No +3062-ICYZQ,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.8,4539.35,No +9938-PRCVK,Female,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,804.25,No +0973-KYVNF,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),70.65,5011.15,No +5129-HHMZC,Female,0,Yes,No,43,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,3574.5,No +9637-CDTKZ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.1,8086.4,No +3946-JEWRQ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),95.2,4563,No +7873-CVMAW,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.55,6362.35,No +0463-WZZKO,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.75,67.1,No +3494-JCHRQ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.05,70.05,Yes +6474-FVJLC,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86,165.45,Yes +4524-QCSSM,Male,0,No,No,26,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),44.65,1156.55,No +5832-EXGTT,Male,0,Yes,Yes,29,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,60.2,1834.15,No +8840-DQLGN,Female,1,Yes,No,35,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),100.5,3653.35,Yes +2039-JONDJ,Male,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),55.45,1477.65,No +7217-JYHOQ,Male,0,Yes,Yes,24,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),70.3,1706.45,No +6695-FRVEC,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),60.4,3953.7,No +4547-LYTDD,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,72.65,1194.3,Yes +9894-QMIMJ,Female,0,No,No,23,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),55.8,1327.85,No +8069-YQQAJ,Male,0,No,No,14,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,31.1,419.7,No +6770-XUAGN,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21,21,Yes +4193-ORFCL,Female,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.1,45.1,Yes +1636-NTNCO,Male,1,No,No,4,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.95,207.35,No +3466-WAESX,Male,0,No,Yes,16,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,69.1,1083.7,No +9281-PKKZE,Female,0,Yes,No,46,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,43.95,2007.85,No +3638-VBZTA,Male,0,No,Yes,68,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.5,5882.75,No +7459-IMVYU,Male,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,69.95,2657.55,No +7776-QWNFX,Male,1,Yes,No,30,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.4,1527.5,Yes +6689-TCZHQ,Female,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.95,378.4,Yes +8563-OYMQY,Male,0,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.95,1612.2,No +0754-EEBDC,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,76.65,No +5777-ZPQNC,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.15,260.7,No +1951-IEYXM,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.6,6441.85,No +3318-NMQXL,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92,266.8,No +3143-ILDAL,Male,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,94.45,5124.6,Yes +1022-RKXDR,Female,0,No,No,41,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.85,962.25,No +2361-FJWNO,Male,0,No,No,40,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Credit card (automatic),36,1382.9,No +2272-UOINI,Female,0,No,No,7,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,78.5,571.05,No +8232-UTFOZ,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,1399.35,No +3750-YHRYO,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,150,No +6637-KYRCV,Female,0,Yes,Yes,5,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.5,167.2,No +5668-MEISB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),106.1,7657.4,No +0129-QMPDR,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.5,865.05,No +7188-CBBBA,Female,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,95.5,6153.85,No +5356-CSVSQ,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,64.6,174.2,No +3221-CJMSG,Male,0,No,No,24,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),51.1,1269.6,No +4720-VSTSI,Female,0,No,No,44,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,3862.55,Yes +3219-JQRSL,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.1,6352.4,No +2801-NISEI,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.95,1348.5,No +3946-MHCZW,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,50.9,50.9,Yes +4623-ZKHLY,Male,0,Yes,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.45,471.55,No +6732-VAILE,Male,0,Yes,Yes,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.95,5931.75,No +8201-AAXCB,Male,0,Yes,Yes,25,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,60.35,1404.65,No +7696-CFTAT,Male,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,726.1,No +1845-CSBRZ,Female,1,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),85.35,1961.6,No +2123-VSCOT,Female,0,Yes,Yes,59,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),72.1,4194.85,No +6651-AZVTJ,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,4872.45,Yes +4566-GOLUK,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.35,5118.95,Yes +2484-DGXPZ,Female,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,658.95,Yes +2018-QKYGT,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.05,81.05,No +2792-VPPET,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.5,76.95,No +7409-JURKQ,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),111.8,5809.75,No +3247-MHJKM,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No +1964-SVLEA,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.7,415.9,No +4587-NUKOX,Female,0,No,No,3,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.1,246.5,Yes +7297-DVYGA,Female,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,996.95,No +2239-CGBUZ,Female,0,Yes,No,51,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.5,3145.15,No +0854-UYHZD,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,265.3,No +7243-LCGGZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,No +8267-KFGYD,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,21.05,21.05,No +4890-VMUAV,Male,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,71.5,4576.3,No +9261-WDCAF,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,54.65,189.1,No +3764-MNMOI,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.2,908.15,No +7442-YGZFK,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.8,49.8,No +0420-BWTPW,Male,0,No,Yes,8,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.5,215.2,Yes +8229-BUJHX,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,1500.95,No +7449-HVPIV,Male,0,Yes,Yes,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.4,5099.15,No +5504-WSIUR,Female,0,No,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Bank transfer (automatic),90.25,6385.95,No +8183-ONMXC,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.75,159.45,Yes +8466-PZBLH,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),104.6,6885.75,No +9614-RMGHA,Male,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),91.85,5940.85,Yes +8735-IJJEG,Male,0,Yes,No,14,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),50.2,668.85,No +0564-MUUQK,Female,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.5,1916.2,No +5054-IEXZT,Male,0,No,Yes,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,75.35,Yes +5834-ASPWA,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.45,75.45,Yes +0701-RFGFI,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.4,4613.95,No +0019-EFAEP,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),101.3,7261.25,No +5619-PTMIK,Female,0,Yes,No,46,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,53.1,2459.8,No +3737-XBQDD,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),84.85,2048.8,No +5882-CMAZQ,Female,0,Yes,Yes,5,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,34.25,163.55,No +5846-QFDFI,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),88.6,2888.7,No +4445-KWOKW,Female,0,No,No,42,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),60.15,2421.6,No +3511-APPBJ,Male,0,No,No,23,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),99.95,2292.75,No +7967-HYCDE,Male,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.7,553.4,No +2430-RRYUW,Male,0,No,No,66,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Mailed check,54.8,3465.7,No +3948-XHGNA,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.55,1210.4,Yes +3723-BFBGR,Male,1,No,No,24,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),54.8,1291.3,No +0565-IYCGT,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),78.6,5356.45,Yes +5447-WZAFP,Female,0,No,No,53,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,100.3,5200.8,No +5110-CHOPY,Female,0,No,No,60,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Electronic check,53.6,3237.05,No +5445-UTODQ,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81.1,576.65,Yes +4425-OWHWB,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.35,433.75,No +7892-QVYKW,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.6,1868.4,No +9675-ICXCT,Male,0,Yes,Yes,72,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,80.8,5728.55,No +1024-VRZHF,Male,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,825.7,Yes +4703-MQYKT,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,390.4,No +9497-QCMMS,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.55,93.55,Yes +5692-ICXLW,Male,1,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.7,2845.15,No +0602-DDUML,Female,0,No,No,57,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,69.75,3894.4,No +2208-MPXIO,Female,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20,886.4,No +1960-UYCNN,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.25,1021.55,No +0348-SDKOL,Female,0,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.1,5885.4,Yes +3190-FZATL,Male,0,No,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,268.4,No +7336-RLLRH,Male,0,Yes,No,27,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Mailed check,80.85,2204.35,No +4373-MAVJG,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),90.9,1259,Yes +8901-HJXTF,Female,0,Yes,Yes,12,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.2,309.1,Yes +7710-JSYOA,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),93.3,6398.05,No +5419-KLXBN,Female,0,Yes,Yes,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.15,2257.75,Yes +3424-NMNBO,Male,1,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.85,6287.25,Yes +9885-MFVSU,Female,0,Yes,Yes,35,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),46.35,1662.05,No +4514-GFCFI,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.75,1350.15,Yes +0607-MVMGC,Male,0,Yes,Yes,45,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78.75,3600.65,No +3365-SAIGS,Female,0,No,No,17,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.55,1329.15,No +9828-AOQLM,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.7,45.7,Yes +8022-BECSI,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,422.5,No +8000-REIQB,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.95,69.95,Yes +9993-LHIEB,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,67.85,4627.65,No +0266-CLZKZ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.65,6717.9,No +7615-ESMYF,Female,0,Yes,No,2,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,44.6,97.1,Yes +3858-VOBET,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,1710.45,Yes +7020-OZKXZ,Female,1,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),75.5,637.4,No +3977-QCRSL,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,117.95,No +0017-DINOC,Male,0,No,No,54,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Credit card (automatic),45.2,2460.55,No +1447-PJGGA,Female,0,No,No,57,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,95.25,5464.65,Yes +8565-CLBZW,Male,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,89.85,2165.05,Yes +9139-WQQDY,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Mailed check,100.45,4941.8,Yes +0224-HJAPT,Male,0,No,No,5,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,47.15,223.15,Yes +8086-OVPWV,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.2,181.1,Yes +9430-FRQOC,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,87.1,341.45,Yes +7639-OPLNG,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),79.25,5731.85,No +3074-GQWYX,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.9,357.75,Yes +1492-QGCLU,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,85.7,4616.1,No +6845-RGTYS,Female,0,Yes,No,47,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,98.75,4533.7,Yes +7328-OWMOM,Female,0,No,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,589.25,No +4418-LZMSV,Male,0,Yes,Yes,13,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.8,750.1,No +5155-AZQPB,Female,0,Yes,Yes,28,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,49.9,1410.25,No +8861-HGGKB,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.45,830.85,Yes +1087-GRUYI,Male,0,Yes,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.4,743.5,No +7065-YUNRY,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.3,45.3,Yes +7694-VLBWQ,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,104.1,7040.85,Yes +2546-KZAAT,Male,0,Yes,No,52,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,75.4,3865.45,No +0181-RITDD,Male,0,Yes,Yes,62,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,108.15,6825.65,No +5989-PGKJB,Female,0,No,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.25,1340.1,No +4795-KTRTH,Female,1,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81,371.65,Yes +8272-ONJLV,Male,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,95.7,1184,No +1488-PBLJN,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.85,8477.7,No +0308-GIQJT,Male,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),105.75,7382.85,No +3778-FOAQW,Female,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,456.85,No +4452-ROHMO,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,331.6,No +6481-OGDOO,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),90.6,6056.15,Yes +3090-LETTY,Male,0,No,Yes,2,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),60.95,134.6,No +5349-AZPEW,Female,0,Yes,Yes,5,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.05,125.5,No +3753-TSEMP,Female,0,Yes,No,15,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,88.15,1390.6,Yes +8305-VHZBZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes +9720-JJJOR,Male,0,Yes,Yes,41,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),60.3,2511.3,No +8100-HZZLJ,Female,0,No,Yes,43,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,63.95,2737.05,No +8775-ERLNB,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.3,74.3,No +8309-IEYJD,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.6,70.6,No +9172-JITSM,Female,0,Yes,Yes,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.8,2361.8,Yes +6298-QDFNH,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.35,1730.35,Yes +7398-HPYZQ,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),90.55,6404,No +3546-GHEAE,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.45,165.35,No +7361-YPXFS,Female,1,No,No,28,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),64.45,1867.6,No +6557-BZXLQ,Male,1,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,1043.3,No +2550-QHZGP,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,128.6,No +7519-JTWQH,Female,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.5,7455.45,No +2538-OIMXF,Female,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.7,24.7,No +8543-MSDMF,Male,0,No,No,3,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,77.4,206.15,No +9961-JBNMK,Male,1,No,No,21,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),96.8,2030.3,Yes +1170-SASML,Female,0,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.4,5869.4,No +4872-JCVCA,Female,0,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),47.6,3377.8,No +5346-BZCHP,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,1346.2,No +2038-LLMLM,Female,0,No,No,48,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.85,4946.05,No +6173-ITPWD,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),83.35,4065,Yes +9734-UYXQI,Female,0,No,No,2,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,106.55,Yes +1216-BGTSP,Male,0,No,No,45,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.45,4964.7,No +4138-NAXED,Male,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),81,4085.75,No +2189-UXTKY,Female,0,Yes,No,22,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,79.2,1742.75,Yes +0744-BIKKF,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.65,6224.8,No +7483-IQWIB,Male,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,92.95,3415.25,No +5248-KWLAR,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.35,6325.25,No +4958-GZWIY,Male,0,Yes,Yes,7,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,48.7,340.25,Yes +7996-MHXLW,Female,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.15,1683.6,No +7833-PKIHD,Male,0,Yes,Yes,51,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),76.4,3966.3,No +7061-OVMIM,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.55,608.5,No +5153-RTHKF,Female,0,No,No,34,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,85.35,2896.6,No +1852-QSWCD,Male,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1514.85,No +4832-VRBMR,Male,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.15,6792.45,No +9079-LWTFD,Male,0,No,No,47,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,100.75,4669.2,No +6356-ELRKD,Female,0,No,No,1,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,95.6,Yes +8624-GIOUT,Female,0,No,No,49,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),59.75,2934.3,Yes +3392-EHMNK,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),94.1,6302.8,No +5986-WWXDV,Male,0,No,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.35,779.2,No +3061-BCKYI,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,283.75,No +6179-GJPSO,Female,1,No,No,43,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.15,4600.7,Yes +7901-TBKJX,Male,1,No,No,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.05,5594,No +7228-PAQPD,Female,0,No,No,14,Yes,No,DSL,No,No,No,Yes,No,Yes,One year,No,Credit card (automatic),59.1,772.85,No +3177-LASXD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,71.35,71.35,Yes +7746-QYVCO,Male,0,Yes,Yes,16,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Mailed check,55.85,857.8,No +5804-HYIEZ,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.05,7554.05,No +9919-FZDED,Male,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),84.1,5981.65,No +5934-TSSAU,Female,0,Yes,Yes,23,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,1702.9,No +3486-KHMLI,Male,0,No,Yes,21,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.7,467.15,No +4897-QSUYC,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.15,20.15,Yes +1084-UQCHV,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.75,69.75,Yes +8290-YWKHZ,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.2,2931,Yes +2955-BJZHG,Male,0,Yes,Yes,17,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,80.85,1400.85,Yes +3806-DXQOM,Female,0,No,No,4,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,33.65,137.85,Yes +6784-XYJAE,Female,0,No,No,36,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,No,Electronic check,55.8,1941.5,No +3933-DQPWX,Female,0,No,No,50,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),39.7,1932.75,No +6661-EIPZC,Female,0,Yes,Yes,48,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),29.5,1423.05,No +8957-THMOA,Female,0,No,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.15,970.85,No +2251-PYLPB,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),79.55,5810.9,No +5555-RNPGT,Male,0,No,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),24.8,223.9,No +1057-FOGLZ,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,391.7,No +9300-RENDD,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.95,79.95,Yes +0761-AETCS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.3,19.3,Yes +8087-LGYHQ,Male,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.05,811.65,No +4137-BTIKL,Male,0,No,No,2,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,90.75,174.75,No +2190-BCXEC,Female,0,Yes,No,40,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),78.85,3126.85,No +6227-FBDXH,Male,0,Yes,No,69,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),99.5,6841.45,No +2153-MREFK,Female,0,Yes,No,37,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Electronic check,99.2,3754.6,Yes +2911-WDXMV,Male,0,No,Yes,18,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),80.55,1406.65,No +7206-PQBBZ,Male,1,Yes,No,11,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,834.7,No +3106-ULWFW,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.2,627.4,Yes +0925-VYDLG,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,242,Yes +4547-FZJWE,Male,0,Yes,Yes,55,Yes,No,DSL,Yes,No,No,No,No,Yes,One year,No,Credit card (automatic),59.45,3157,No +7422-WNBTY,Male,0,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.35,3092,No +0842-IWYCP,Female,0,No,No,46,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.95,2168.9,No +3521-HTQTV,Male,0,No,No,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.1,980.35,No +3744-ZBHON,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.2,65.95,No +3373-DIUUN,Male,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21.25,711.9,No +8383-SGHJU,Female,0,No,No,33,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Electronic check,59.4,1952.8,No +7607-QKKTJ,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),95,4368.85,No +7707-PYBBH,Male,0,No,No,40,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,61.9,2647.1,No +8984-HPEMB,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,118.65,8477.6,No +4349-GFQHK,Male,0,No,No,1,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,54.35,54.35,Yes +4139-DETXS,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),64.45,4528,No +9779-DPNEJ,Female,0,Yes,Yes,22,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.15,1790.65,No +9805-FILKB,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,845.6,No +5793-YOLJN,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21,1210.3,No +0673-IGUQO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,20.45,No +4123-FCVCB,Female,0,No,No,12,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,75.85,854.45,No +8819-IMISP,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.45,2429.1,No +7802-EFKNY,Male,0,Yes,No,5,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.95,100.4,Yes +8311-UEUAB,Female,0,Yes,Yes,67,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,Two year,Yes,Electronic check,75.5,5229.45,No +5858-EAFCZ,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.45,44.45,No +8035-BUYVG,Male,0,Yes,No,40,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Electronic check,42.35,1716.45,Yes +1163-ONYEY,Male,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),74.55,3023.55,No +9787-XVQIU,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.3,75.3,Yes +8945-MUQUF,Male,0,No,No,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Electronic check,94.8,4837.6,Yes +5656-MJEFC,Male,0,Yes,Yes,42,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),48.15,2032.3,No +6082-OQFBA,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,436.9,No +8051-HJRLT,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.55,70.55,Yes +8974-OVACP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,No +4010-YLMVT,Female,0,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),106.6,5893.95,No +1379-FRVEB,Male,0,No,Yes,15,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91,1430.05,No +8612-GXIDD,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.4,313,No +6288-CHQJB,Female,0,Yes,Yes,54,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),69.95,3871.85,No +8160-HOWOX,Female,0,No,No,7,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,66.85,458.1,No +3023-GFLBR,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),86.15,2745.7,Yes +6648-INWPS,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.15,341.35,No +4223-BKEOR,Female,0,No,Yes,21,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,64.85,1336.8,No +4079-VTGLK,Male,1,Yes,No,30,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,74.85,2181.75,No +1763-WQFUK,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.5,147.75,No +1391-UBDAR,Male,0,No,No,11,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,72.9,818.45,No +8894-JVDCV,Female,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),115.05,7133.45,No +2023-VQFDL,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19,348.8,No +1345-GKDZZ,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,128.6,No +2014-MKGMH,Female,0,No,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.1,4674.4,No +5628-FCGYG,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.1,1737.45,No +2560-WBWXF,Male,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.15,1498.85,No +0248-IPDFW,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.1,50.1,No +7978-DKUQH,Female,0,Yes,No,25,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.6,1797.75,No +4335-UPJSI,Female,0,No,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,498.1,No +0524-IAVZO,Female,0,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,2624.25,Yes +2737-YNGYW,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.55,184.1,Yes +1784-EZDKJ,Male,0,Yes,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.8,5498.8,No +9297-FVVDH,Female,0,Yes,Yes,57,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.5,4845.4,No +8007-YYPWD,Female,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.05,369.1,No +7101-HRBLJ,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),83.7,6096.9,No +5159-YFPKQ,Female,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,75.8,160.75,Yes +6635-CPNUN,Male,0,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Credit card (automatic),96.6,2684.35,No +4021-RQSNY,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,3004.15,Yes +5453-YBTWV,Male,0,Yes,Yes,70,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),101.1,6994.8,No +5039-LZRQT,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.2,273.25,No +2931-VUVJN,Female,1,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,94.05,5483.9,No +9061-TIHDA,Male,1,Yes,No,13,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.25,1233.65,Yes +8699-ASUFO,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.4,527.9,Yes +6418-PIQSP,Female,0,Yes,No,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81,4985.9,No +8220-OCUFY,Female,0,No,No,21,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Electronic check,60.25,1258.35,No +3995-WFCSM,Female,0,No,No,2,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,60.85,111.4,No +1895-QTKDO,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),43.95,43.95,No +2038-OEQZH,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,86.05,308.1,No +1178-PZGAB,Female,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.25,383.65,No +7927-AUXBZ,Female,0,No,No,30,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,85.15,2555.9,Yes +2626-VEEWG,Male,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.4,1284.2,No +2878-RMWXY,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),102.65,7550.3,No +1657-DYMBM,Male,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1110.05,No +7311-MQJCH,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.55,99.6,No +7375-WMVMT,Male,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),95.5,6707.15,No +1136-XGEQU,Female,0,Yes,Yes,50,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),84.15,4164.4,No +2530-FMFXO,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,103.2,5873.75,No +6844-DZKRF,Male,0,No,No,2,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),50.2,109.25,No +4695-WJZUE,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,88.55,179.25,Yes +7619-ODSGN,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,54.75,1338.15,Yes +5970-GHJAW,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.95,862.4,No +8879-XUAHX,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,116.25,8564.75,No +3689-MOZGR,Female,0,No,No,29,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,31.2,926.2,No +4195-PNGZS,Male,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1718.2,No +5003-XZWWO,Male,0,Yes,No,71,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.2,5956.85,No +3988-RQIXO,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.3,91.3,Yes +7622-FWGEW,Male,1,Yes,No,56,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.65,4824.45,No +6922-NCEDI,Male,0,No,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,21.2,1238.65,No +2514-GINMM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.5,79.5,Yes +9891-NQDBD,Female,0,Yes,No,28,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,25.55,672.2,No +6131-IUNXN,Female,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,382.2,No +8548-AWOFC,Male,0,Yes,No,66,Yes,Yes,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,63.85,4264.6,No +9798-DRYDS,Female,0,Yes,Yes,17,Yes,Yes,DSL,No,No,Yes,Yes,No,No,One year,Yes,Mailed check,61.95,1070.7,No +8532-UEFWH,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1345.85,No +6296-DDOOR,Female,0,No,No,19,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,No,Electronic check,58.2,1045.25,No +7951-VRDVK,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),85.85,3003.55,No +5931-FLJJF,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.1,467.55,Yes +4815-YOSUK,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),104.9,7537.5,No +2659-VXMWZ,Male,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,111.3,7482.1,Yes +0380-NEAVX,Male,1,No,No,34,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.85,3343.15,No +3207-OYBWH,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.25,5427.05,Yes +4285-GYRQC,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,86.25,587.1,Yes +7216-EWTRS,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,100.8,Yes +4365-MSDYN,Male,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.55,161.15,No +7036-TYDEC,Female,0,No,No,69,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,104,7028.5,No +5802-ADBRC,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,104.4,5232.9,No +8076-FEZKJ,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,225.85,No +5197-YPYBZ,Female,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,274.7,No +8337-MSSXB,Female,0,No,No,14,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.3,1180.95,Yes +4312-GVYNH,Female,0,Yes,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),49.85,3370.2,No +8495-LJDFO,Female,1,No,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.95,7111.3,No +0839-JTCUD,Female,0,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.9,5958.85,No +5494-WOZRZ,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82,5999.85,No +1302-UHBDD,Male,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.95,1648.45,No +2234-EOFPT,Male,0,Yes,No,72,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.35,5753.25,No +8619-IJNDK,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),64.05,4492.9,No +8378-LKJAF,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.15,3956.7,No +8182-BJDSI,Female,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.95,2625.55,Yes +2528-HFYZX,Male,1,Yes,No,17,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,76.45,1233.4,Yes +1153-GNOLC,Male,0,No,No,33,No,No phone service,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,39.1,1309,No +3298-QEICA,Female,0,Yes,Yes,23,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,34.6,813.45,No +0788-DXBFY,Male,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.55,1108.8,No +3597-YASZG,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.45,7349.35,No +3496-LFSZU,Male,0,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.5,294.2,No +5242-UOWHD,Male,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,929.2,No +2482-CZGBB,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70,740,Yes +6479-SZPLM,Male,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,754.5,No +8097-VBQTZ,Male,0,No,No,54,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,69.9,3883.3,No +4500-HKANN,Male,0,Yes,Yes,23,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,No,Mailed check,59.7,1414.2,No +9917-KWRBE,Female,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),78.35,3211.2,No +3420-ZDBMA,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,71.45,371.6,No +2212-LYASK,Male,0,Yes,Yes,27,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),45.85,1246.4,No +1393-IMKZG,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.85,95.85,No +8069-RHUXK,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Credit card (automatic),35.7,2545.7,No +3398-GCPMU,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),89.55,6448.85,No +2908-WGAXL,Female,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1468.9,No +3378-AJRAO,Male,0,Yes,Yes,44,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.85,1013.6,No +1013-QCWAM,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,6690.75,No +0866-QLSIR,Female,0,No,No,34,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,64.4,2088.75,Yes +6050-FFXES,Female,0,Yes,No,69,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),105.35,7240.65,No +7181-BQYBV,Female,0,Yes,Yes,1,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.45,102.45,Yes +0362-RAOQO,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,830.25,No +9554-DFKIC,Male,0,Yes,Yes,30,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.45,1588.7,No +5527-ACHSO,Female,0,No,No,11,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,70.5,829.3,No +0829-DDVLK,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.1,302.45,No +1399-UBQIU,Male,0,No,No,11,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,69.35,712.25,No +1813-JLKWR,Female,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,1336.65,No +0336-PIKEI,Male,1,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),74.4,5360.75,No +7322-OCWHC,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),93.05,6735.05,No +9537-VHDTA,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,51.2,51.2,No +4957-TIALW,Female,0,No,Yes,15,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Credit card (automatic),65.6,1010,No +2054-PJOCK,Female,0,No,No,60,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),80.55,4847.05,No +9150-HEPMB,Male,0,No,No,56,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,52.7,3019.7,No +9030-QGZNL,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,161.65,No +6204-IEUXJ,Female,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),80.1,217.55,Yes +3126-WQMGH,Female,0,Yes,No,49,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),52.15,2583.75,No +4529-CKBCL,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.2,146.05,Yes +2506-CLAKW,Female,0,No,No,6,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),98.15,567.45,Yes +7176-WRTNX,Male,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.95,7711.25,No +1583-IHQZE,Male,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,112.95,1384.75,Yes +5732-IKGQH,Male,1,Yes,No,52,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.45,5481.25,No +9239-GZHZE,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.65,8124.2,No +7205-BAIAD,Female,0,No,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.6,827.3,No +0151-ONTOV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.9,70.9,Yes +4140-MUHUG,Female,1,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,86.85,220.95,Yes +0093-EXYQL,Female,1,No,No,40,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.55,3673.6,No +8064-RAVOH,Male,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.85,49.85,No +0219-QAERP,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,576.65,No +0320-JDNQG,Male,0,Yes,Yes,23,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.85,2331.3,Yes +7180-PISOG,Male,0,Yes,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,74.5,Yes +9168-INPSZ,Female,1,Yes,No,44,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,104.15,4495.65,No +3571-RFHAR,Male,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.15,6941.2,Yes +0015-UOCOJ,Female,1,No,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,48.2,340.35,No +5334-AFQJB,Male,1,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.1,1789.9,No +2754-SDJRD,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.15,908.55,No +9578-VRMNM,Female,0,No,No,16,Yes,Yes,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),65.2,1043.35,Yes +1587-FKLZB,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.5,6822.15,Yes +6140-QNRQQ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,71.55,71.55,Yes +8963-JLGJT,Male,0,No,Yes,3,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,55.9,157.55,No +4307-KTUMW,Male,0,Yes,No,53,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,93.9,5029.2,Yes +1465-LNTLJ,Male,1,Yes,No,8,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),64.4,581.7,No +5440-FLBQG,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.4,7318.2,Yes +2135-DQWAQ,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,85.3,420.45,No +4056-QHXHZ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,107.45,7576.7,No +7470-MCQTK,Female,0,Yes,No,13,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),48.75,633.4,Yes +7488-MXJIV,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.65,321.65,Yes +7401-JIXNM,Female,0,Yes,Yes,54,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),91.3,4965,No +9339-FIIJL,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.95,6151.9,No +2027-FECZV,Male,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.7,1253.9,Yes +2672-DZUOY,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.15,25.15,Yes +4706-DGAHW,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.2,45.2,No +3870-MQAMG,Female,0,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,110.35,5893.15,Yes +6670-MFRPK,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Two year,Yes,Credit card (automatic),79.2,5420.65,No +6177-PEVRA,Female,0,No,No,48,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,No,Credit card (automatic),55.5,2627.35,No +4800-CZMPC,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),103.25,5037.55,Yes +4813-HQMGZ,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,90.25,743.75,No +7579-KKLOE,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,91.25,6589.6,No +7377-DMMRI,Male,0,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,47.8,92.45,Yes +8402-EIVQS,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.9,6733.15,No +4947-DSMXK,Male,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.7,3410,No +7245-NIIWQ,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,199.85,No +0002-ORFBO,Female,0,Yes,Yes,9,Yes,No,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Mailed check,65.6,593.3,No +3324-OIRTO,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.65,7288.4,No +5414-OFQCB,Male,0,No,No,57,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),90.45,5229.8,No +4967-WPNCF,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.7,4464.8,No +8552-OBVRU,Female,1,Yes,Yes,48,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.5,5068.05,No +8499-BRXTD,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,401.85,No +9154-QDGTH,Male,0,Yes,Yes,43,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.3,4451.85,No +8197-BFWVU,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),93.25,6688.95,No +2577-GVSIL,Male,0,Yes,Yes,35,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),73.45,2661.1,No +9367-OIUXP,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,73.05,No +6770-UAYGJ,Female,0,Yes,Yes,49,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1211.65,No +6463-HHXJR,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Bank transfer (automatic),100.5,7030.65,No +7928-VJYAB,Male,0,Yes,Yes,11,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.6,1020.2,No +1187-WILMM,Male,0,Yes,Yes,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),89.4,5597.65,No +9776-OJUZI,Female,1,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),95.45,6223.3,No +1306-RPWXZ,Female,0,No,Yes,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.45,1024.65,No +8949-JTMAY,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.6,2933.2,Yes +2774-LVQUS,Female,1,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,83.05,1258.3,Yes +3097-PYWXL,Female,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.95,82.9,No +2266-SJNAT,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),109.15,7789.6,No +0869-PAPRP,Female,1,Yes,No,26,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.7,2067,No +4238-JSSWH,Female,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),102.05,3452.55,No +2972-YDYUW,Female,0,No,No,57,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,One year,No,Electronic check,94.7,5468.95,No +1104-FEJAM,Male,0,Yes,Yes,28,Yes,Yes,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,64.4,1802.15,No +2809-ILCYT,Female,0,Yes,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,26.8,733.55,No +5499-ECUTN,Female,0,Yes,No,47,Yes,No,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),66.05,3021.45,No +4981-FLTMF,Female,0,Yes,Yes,57,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),65.2,3687.85,No +9121-PHQSR,Male,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.05,1391.15,No +3113-IWHLC,Male,0,No,No,5,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.8,274.35,No +3211-ILJTT,Male,0,Yes,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.4,1214.05,Yes +4612-THJBS,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.75,5510.65,Yes +4277-BWBML,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.95,1322.85,No +4094-NSEDU,Female,1,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,1973.75,Yes +0234-TEVTT,Female,0,Yes,Yes,48,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,No,Credit card (automatic),45,2196.3,No +4304-TSPVK,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.9,7843.55,No +1552-AAGRX,Female,0,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),106.4,3211.9,No +2637-FKFSY,Female,0,Yes,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,46.1,130.15,No +9796-MVYXX,Female,1,No,No,14,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,39.7,692.35,No +7874-ECPQJ,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.05,85.5,No +0020-INWCK,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),95.75,6849.4,No +7089-RKVSZ,Male,0,Yes,Yes,8,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.4,203.95,No +2683-JXWQQ,Male,0,Yes,Yes,61,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),33.6,2117.2,No +9548-ZMVTX,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),90.45,6565.85,No +8739-XNIKG,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84,424.75,No +9755-JHNMN,Female,0,No,No,49,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),67.4,3306.85,No +3981-QSVQI,Male,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.7,168.9,No +2789-HQBOU,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.35,253.8,No +9424-CMPOG,Male,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,197.4,No +5067-WJEUN,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),54.2,3838.2,No +3450-WXOAT,Male,0,No,No,46,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.2,2065.15,No +9251-WNSOD,Female,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Mailed check,75.1,5064.45,No +6974-DAFLI,Female,0,Yes,No,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.7,1140.05,No +2616-UUTFK,Male,0,Yes,No,33,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),72.75,2447.45,No +7064-JHXCE,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1263.9,No +5103-MHMHY,Female,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.95,45.95,Yes +7989-AWGEH,Male,0,Yes,Yes,49,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.2,1838.15,No +4373-VVHQL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.75,44.75,No +4559-UWIHT,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,82.65,1185,No +7268-IGMFD,Male,1,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),93.9,1743.9,No +1846-XWOQN,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,70.15,Yes +0235-KGSLC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.55,85.55,Yes +6650-BWFRT,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),117.15,8529.5,No +9570-KYEUA,Male,0,No,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),99.25,6549.45,No +6993-YGFJV,Male,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.55,7806.5,No +2712-SYWAY,Female,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,25.7,25.7,No +0730-BGQGF,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.3,6287.3,No +5498-IBWPI,Female,0,Yes,Yes,66,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),49.4,3251.85,No +9101-NTIXF,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,50.6,No +0013-SMEOE,Female,1,Yes,No,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.7,7904.25,No +9314-QDMDW,Male,0,No,No,11,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Electronic check,61.25,729.95,No +9308-ANMVE,Male,0,No,Yes,47,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,55.3,2654.05,No +2884-GBPFB,Female,0,Yes,No,35,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,2416.55,Yes +3757-NJYBX,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),106.35,3520.75,Yes +3413-DHLPB,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.75,5969.95,No +7649-PHJVR,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,226.8,No +6114-TCFID,Female,0,No,No,29,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),39.5,1082.75,No +3787-TRIAL,Male,0,Yes,Yes,21,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,26.05,565.75,No +2573-GYRUU,Male,1,Yes,No,48,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),91.05,4370.75,No +5156-UMKOW,Female,0,No,Yes,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.65,90.05,No +1247-QBVSH,Female,0,Yes,Yes,43,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.2,2169.4,No +6734-GMPVK,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,105.3,550.6,No +9822-OAOVB,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.45,55.45,No +6161-ERDGD,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,85.45,6300.85,No +1226-JZNKR,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.8,160.05,No +7318-EIVKO,Male,0,No,No,8,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.25,436.6,No +3771-PZOBW,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.7,1781.35,No +5136-KCKGI,Female,0,Yes,Yes,33,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,103.7,3467,Yes +8231-BSWXX,Male,0,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Credit card (automatic),79.05,5552.5,No +6486-LHTMA,Female,1,Yes,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,90.7,2835.5,No +4083-BFNYK,Female,1,Yes,No,38,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Credit card (automatic),95,3591.25,No +3722-WPXTK,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.35,88.35,Yes +7389-KBFIT,Female,0,Yes,Yes,2,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,30.25,63.75,No +7176-WIONM,Female,0,Yes,No,12,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),49.85,617.15,No +5141-ZUVBH,Female,0,No,Yes,9,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),93,870.25,No +1089-HDMKP,Male,1,No,Yes,11,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.55,601.25,No +7623-HKYRK,Male,0,No,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,111.65,No +0310-SUCIN,Female,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),84.8,6046.1,No +5197-PYEPU,Female,0,Yes,Yes,42,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),94.45,3923.8,No +2929-ERCFZ,Female,0,Yes,Yes,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,777.3,Yes +7548-SEPYI,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.25,512.45,Yes +8835-VSDSE,Female,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.7,141.45,Yes +6619-RPLQZ,Female,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,892.15,No +3275-RHRNE,Male,0,Yes,Yes,28,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60,1682.05,No +3503-TYDAY,Female,0,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,80.45,3398.9,No +6901-GOGZG,Male,0,No,Yes,60,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.95,4984.85,No +1623-NLDOT,Female,0,Yes,No,42,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Mailed check,33.55,1445.3,Yes +7021-XSNYE,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),49.65,305.55,No +9621-OUPYD,Female,0,Yes,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,507.9,No +9898-KZQDZ,Female,1,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.55,3640.45,Yes +8982-NHAVY,Male,0,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.5,2673.45,No +4307-KWMXE,Male,0,No,No,10,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,35.75,389.8,No +0141-YEAYS,Female,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),86.45,2401.05,No +2450-ZKEED,Female,0,No,No,11,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),53.8,651.55,No +3694-DELSO,Male,0,Yes,Yes,4,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),38.55,156.1,No +3893-JRNFS,Male,0,No,No,68,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),39.9,2796.35,No +9603-OAIHC,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.05,70.05,No +1133-KXCGE,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,407.05,No +5236-PERKL,Female,0,No,No,57,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),112.95,6465,Yes +0142-GVYSN,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.3,511.25,No +1049-FYSYG,Female,0,Yes,No,17,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),35.65,646.05,No +7854-FOKSF,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,35.9,35.9,Yes +2519-FAKOD,Male,0,No,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.25,3777.15,Yes +8406-LNMHF,Male,1,Yes,No,59,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),82.95,4903.15,No +1821-BUCWY,Male,0,No,No,30,Yes,No,DSL,Yes,No,Yes,No,No,No,Two year,Yes,Mailed check,55.65,1653.85,No +8263-JQAIK,Male,1,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.45,47.5,Yes +0023-UYUPN,Female,1,Yes,No,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.2,1306.3,No +8314-DPQHL,Male,0,No,No,9,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Mailed check,50.8,463.6,No +1465-WCZVT,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,60.65,No +9481-SFCQY,Female,0,No,Yes,14,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),59.8,824.85,No +6360-SVNWV,Female,1,No,No,31,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.55,2094.65,No +0567-GGCAC,Female,0,No,No,7,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,61.4,438.9,No +7089-IVVAZ,Female,0,No,No,8,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.35,847.3,Yes +8884-MRNSU,Male,0,Yes,Yes,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,329.75,No +2171-UDMFD,Male,0,Yes,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.45,674.55,No +9050-IKDZA,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,81.5,162.55,No +2205-YMZZJ,Male,1,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.8,546.95,Yes +9802-CAQUT,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),109.55,7887.25,No +1254-IZEYF,Female,1,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.95,3186.65,Yes +0187-WZNAB,Female,0,Yes,Yes,27,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,74.4,1972.35,No +9492-TOKRI,Female,0,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90,1527.35,Yes +1475-VWVDO,Male,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.9,490.55,No +9221-OTIVJ,Female,1,No,No,14,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.85,1531.4,Yes +1357-MVDOZ,Male,0,Yes,Yes,11,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.65,683.25,No +7602-MVRMB,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.45,8058.85,No +3325-FUYCG,Male,0,Yes,Yes,28,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Electronic check,106.1,2847.4,Yes +5908-QMGOE,Male,1,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.2,1133.9,Yes +1197-BVMVG,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.45,294.45,No +5406-KGRMX,Female,0,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.55,1719.15,No +8481-YYXWG,Female,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.35,461.7,Yes +5968-HYJRZ,Male,0,Yes,Yes,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1160.45,No +5198-EFNBM,Male,1,Yes,No,57,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,90.65,5199.8,No +7516-GMHUV,Male,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),105.05,5163.3,No +7140-ADSMJ,Male,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,162.3,No +2230-XTUWL,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,883.35,No +7706-YLMQA,Female,0,No,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.7,1341.5,No +2585-KTFRE,Male,0,No,Yes,1,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),70.45,70.45,No +7994-UYIVZ,Male,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),85.65,659.45,No +2609-IAICY,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,77.15,77.15,Yes +1740-CSDJP,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),35.25,35.25,Yes +7717-BICXI,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1205.05,No +6559-RAKOZ,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,97.95,4917.9,No +2636-OHFMN,Male,0,Yes,No,4,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.55,201,Yes +4716-MRVEN,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,599.3,No +2143-LJULT,Female,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.25,1733.15,No +1323-OOEPC,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.4,5149.5,Yes +3200-MNQTF,Male,0,Yes,No,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),70.9,4677.1,No +6164-HXUGH,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,119.3,No +5630-IXDXV,Female,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,4849.1,No +0320-DWVTU,Female,0,No,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Mailed check,99.5,5424.25,No +9135-MGVPY,Male,0,Yes,No,69,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,84.7,5878.9,No +1212-GLHMD,Male,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,86.05,244.85,No +7878-JGDKK,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.55,220.75,No +1088-AUUZZ,Male,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),75.85,4261.2,No +0397-GZBBC,Male,1,Yes,No,59,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.85,5574.75,Yes +6614-YWYSC,Male,1,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25,1501.75,No +9588-OZDMQ,Female,0,Yes,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45,89.75,No +7641-EUYET,Male,1,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,100.7,4541.2,Yes +6476-EPYZR,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,255.5,No +9921-ZVRHG,Female,0,No,No,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,80.45,1072,Yes +1174-FGIFN,Female,0,Yes,Yes,28,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Electronic check,90.45,2509.25,No +6620-HVDUJ,Male,0,No,No,24,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),60.45,1440.75,No +4701-MLJPN,Male,0,No,No,31,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,55.25,1715.65,Yes +1032-MAELW,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,78.45,5333.35,No +7641-TQFHN,Male,0,No,Yes,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,No,Mailed check,100.55,3895.35,No +1552-TKMXS,Female,0,Yes,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,869.9,No +9206-GVPEQ,Male,0,Yes,No,13,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,54.45,706.85,Yes +8622-ZLFKO,Female,0,Yes,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.75,512.25,No +1596-BBVTG,Male,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.35,2636.05,Yes +6188-UXBBR,Female,0,Yes,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.25,814.75,No +2333-KWEWW,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,388.6,No +5702-SKUOB,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,93.45,No +1134-YWTYF,Male,0,Yes,No,27,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,53.8,1389.85,No +6061-GWWAV,Male,0,No,Yes,41,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,70.2,2894.55,No +0679-TDGAK,Male,0,Yes,Yes,50,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Electronic check,75.5,4025.6,No +6585-WCEWR,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.35,1354.4,No +9067-YGSCA,Female,0,No,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),26.05,1856.4,No +9067-SQTNS,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.6,926,No +8433-WXGNA,Male,0,No,No,2,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.7,189.2,Yes +1776-SPBWV,Female,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.1,682.1,No +8735-SDUFN,Female,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,1778.7,No +9668-PUGNU,Male,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,24.5,1816.2,No +9405-GPBBG,Female,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.5,7069.25,No +1926-QUZNN,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.25,1841.2,No +3707-GNWHM,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.25,74.25,Yes +7016-NVRIC,Male,1,Yes,No,29,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,One year,No,Bank transfer (automatic),90.1,2656.7,No +5829-NVSQN,Female,0,Yes,No,23,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),68.75,1689.45,No +9565-AXSMR,Male,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.2,1054.75,No +8922-LIEGH,Female,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.7,2187.55,Yes +8869-LIHMK,Female,0,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.1,7334.05,No +8245-UMPYT,Female,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.4,1581.2,Yes +5186-SAMNZ,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.5,69.5,Yes +0447-RXSGD,Male,0,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.65,2404.85,No +4927-WWOOZ,Male,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.45,171.45,No +5788-YPOEG,Female,0,Yes,Yes,34,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,84.75,2839.45,No +5373-SFODM,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.25,3132.75,Yes +0661-KBKPA,Male,0,Yes,Yes,53,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,78.75,3942.45,No +9081-WWXKP,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,873.4,No +0784-ZQJZX,Male,0,No,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1529.65,No +3133-PZNSR,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),97.75,6991.6,No +5766-ZJYBB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,19.4,Yes +8931-GJJIQ,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.3,803.3,Yes +4277-PVRAN,Female,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),80.1,679.3,Yes +0022-TCJCI,Male,1,No,No,45,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Credit card (automatic),62.7,2791.5,Yes +0722-SVSFK,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.4,715,No +3612-YVGSJ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.45,1681.6,No +9825-YCXWZ,Female,1,No,No,41,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),101.1,4016.2,No +5397-NSKQG,Male,0,Yes,Yes,67,No,No phone service,DSL,Yes,No,No,No,Yes,Yes,Two year,No,Credit card (automatic),50.9,3281.65,No +8565-HBFNN,Male,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),107.2,7317.1,No +2000-DHJUY,Female,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),92.2,6474.45,No +0203-HHYIJ,Male,0,No,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.3,676.35,Yes +8670-ERCJH,Male,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),113.4,8164.1,No +7758-UJWYS,Male,0,Yes,Yes,34,No,No phone service,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Electronic check,40.55,1325.85,No +2050-ONYDQ,Female,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26,1654.85,No +7055-JCGNI,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.95,7795.95,No +0739-UUAJR,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),53.8,3952.45,No +4826-DXMUP,Male,0,No,Yes,35,Yes,No,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,72.1,2495.15,No +0952-KMEEH,Male,0,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,98.15,1230.25,Yes +7285-KLOTR,Female,0,Yes,No,12,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,78.85,876.75,No +0654-PQKDW,Female,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),70.75,4263.45,No +7175-NTIXE,Female,0,No,No,25,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),76.15,1992.95,No +7963-SHNDT,Female,0,No,No,52,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,39.1,1982.1,No +9796-BPKIW,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,562.7,No +0188-GWFLE,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,33.7,No +8129-GMVGI,Female,0,Yes,Yes,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,1090.1,No +2882-DDZPG,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.45,227.45,No +3547-LQRIK,Female,0,Yes,No,47,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,26.9,1250.85,No +9137-NOQKA,Male,1,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.2,37.2,No +5843-TTHGI,Female,0,No,No,18,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50,892.7,No +1849-RJYIG,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,60,487.75,No +8868-GAGIO,Male,0,Yes,No,45,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,84.55,3713.95,No +4061-UKJWL,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.45,141.7,No +5380-XPJNZ,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,678.2,No +8263-QMNTJ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,115.55,8425.3,No +8178-EYZUO,Male,0,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,93.7,4154.8,Yes +3230-JCNZS,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),99,7061.65,No +0277-ORXQS,Male,0,Yes,Yes,66,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),50.55,3364.55,No +5130-IEKQT,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,105.95,2655.25,Yes +3230-WYKIR,Male,0,No,No,18,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82,1425.45,Yes +7996-BPXHY,Female,0,Yes,Yes,13,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25,332.5,No +3227-WLKLI,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),91.55,5963.95,No +0407-BDJKB,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.75,5742.9,Yes +2266-FUBDZ,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,278.85,No +8237-ULIXL,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.85,1871.85,No +9600-UDOPK,Male,0,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.05,2866.45,Yes +8216-AZUUZ,Female,0,Yes,Yes,42,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,100.4,4303.65,No +9153-BTBVV,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25,1753,No +4074-SJFFA,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,54.75,54.75,Yes +3269-ATYWD,Male,1,No,No,39,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.65,3759.05,Yes +5186-PEIZU,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.25,617.65,No +1074-AMIOH,Female,0,Yes,Yes,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.25,5935.1,No +4910-GMJOT,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,94.6,Yes +0354-WYROK,Female,1,Yes,Yes,31,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.9,2911.3,Yes +4361-FEBGN,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.15,982.95,No +7748-UMTRK,Female,1,No,Yes,30,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.3,2974.5,No +0380-ZCSBI,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20,198.7,No +7145-FEJWU,Female,0,No,Yes,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,1275.65,No +6463-MVYRY,Female,1,No,No,57,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),69.85,4003,No +3969-JQABI,Female,0,Yes,No,58,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),65.25,3791.6,No +9624-EGDEQ,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.8,813.3,No +1051-EQPZR,Female,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,780.25,No +5849-ASHZJ,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,552.9,No +5780-INQIK,Female,0,No,No,8,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,49.4,408.25,No +7576-OYWBN,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,231.8,Yes +4526-ZJJTM,Female,1,Yes,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),88.4,2191.15,No +8384-FZBJK,Female,0,Yes,Yes,57,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,5611.7,No +3750-RNQKR,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,246.25,No +0962-CQPWQ,Female,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,1296.15,No +3096-YXENJ,Female,0,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.65,7082.85,No +1265-BCFEO,Female,0,Yes,No,71,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.45,5662.25,No +5837-LXSDN,Female,0,Yes,Yes,21,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),58.85,1215.45,No +5945-AZYHT,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,109.6,7854.15,No +8325-QRPZR,Female,0,No,No,7,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,75.15,525,No +6384-VMJHP,Female,0,No,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),73,5265.2,No +2262-SLNVK,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.1,70.1,No +7730-CLDSV,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),98.65,7129.45,No +1135-HIORI,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.45,7266.95,No +0164-APGRB,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114.9,8496.7,No +6481-ESCNL,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),100.55,2878.75,No +1790-NESIO,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.4,261.3,No +1550-EENBN,Female,0,No,No,31,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,104.35,3205.6,No +5539-TMZLF,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.75,69.75,Yes +4323-SADQS,Male,0,Yes,Yes,7,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,34.5,279.25,Yes +4446-BZKHU,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.55,6281.45,Yes +5202-IVJNU,Female,0,No,Yes,39,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),30.1,1131.3,Yes +5976-JCJRH,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,738.2,Yes +8198-RKSZG,Female,0,Yes,Yes,14,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),80.45,1137.05,No +0137-OCGAB,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.2,80.2,Yes +3351-NQLDI,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),94.35,6341.45,Yes +9297-EONCV,Female,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),91.35,6697.2,No +7593-JNWRU,Male,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.6,260.8,Yes +4588-YBNIB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,19.6,Yes +1069-QJOEE,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.9,505.45,No +3336-JORSO,Female,1,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.45,3655.45,Yes +7799-DSEWS,Male,0,No,No,18,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,68.35,1299.8,No +8766-PAFNE,Male,0,Yes,No,71,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.1,5564.85,No +5315-CKEQK,Male,1,Yes,Yes,28,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Electronic check,51,1381.8,No +3130-ICDUP,Female,0,No,Yes,2,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),80.55,188.1,No +0820-FNRNX,Male,0,Yes,Yes,17,Yes,Yes,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,66.7,1077.05,No +0880-FVFWF,Male,0,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,86.4,4922.4,No +4611-ANLQC,Female,0,Yes,No,60,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,50.05,2911.5,No +4213-HKBJO,Female,0,No,No,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.7,826.1,No +2792-LSHWX,Female,0,No,No,1,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,83.4,83.4,No +5028-GZLDO,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.7,140.7,Yes +0014-BMAQU,Male,0,Yes,No,63,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Two year,Yes,Credit card (automatic),84.65,5377.8,No +6861-XWTWQ,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.25,665.45,Yes +9018-PCIOK,Female,0,No,No,55,Yes,No,DSL,No,Yes,Yes,No,No,Yes,Two year,Yes,Mailed check,64.75,3617.1,No +4837-QUSFT,Female,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),100.15,6643.5,No +6877-TJMBR,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,84.8,84.8,Yes +9953-ZMKSM,Male,0,No,No,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1559.3,No +0907-HQNTS,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113,7987.6,No +7665-NKLAV,Female,0,Yes,Yes,36,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),40.65,1547.35,No +6769-DCQLI,Male,0,No,No,52,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105,5426.85,Yes +2433-KMEAS,Male,0,No,No,22,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,54.45,1127.35,Yes +4391-LNRXK,Male,0,No,No,22,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),94.95,2142.8,No +8250-ZNGGW,Female,1,No,No,5,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),59.9,287.85,No +2195-ZRVAX,Female,0,Yes,No,47,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85.3,4045.65,Yes +3550-SAHFP,Female,0,No,No,33,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.35,2757.85,Yes +2011-TRQYE,Male,0,No,No,18,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),33.5,600,Yes +8562-GHPPI,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.8,19.8,No +5893-PYOLZ,Male,0,No,No,56,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),81.8,4534.45,No +4986-MXSFP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20,40.9,No +6131-FOYAS,Male,0,No,No,35,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,59.6,2094.9,No +3027-YNWZU,Female,0,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25,1584.8,No +5609-IMCGG,Female,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.35,1302.65,No +4873-ILOLJ,Male,0,No,No,24,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.35,2238.5,Yes +4727-MCYZG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,55.55,55.55,No +9481-WHGWY,Female,0,Yes,Yes,70,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),75.35,5437.75,No +2725-KXXWT,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.75,90.75,Yes +9565-DJPIB,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Mailed check,89.6,365.65,Yes +4328-VUFWD,Female,0,No,No,39,Yes,No,DSL,No,No,No,Yes,No,Yes,One year,No,Electronic check,59.3,2209.15,No +3301-LSLWQ,Female,0,No,No,29,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,66.1,1912.15,No +7473-ZBDSN,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.8,255.55,No +3166-PNEOF,Female,0,No,No,61,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,5175.3,No +5639-NTUPK,Male,0,No,Yes,13,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),52.1,670.65,No +8780-YRMTT,Female,0,No,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Mailed check,47.4,3177.25,No +8348-HFYIV,Male,0,No,No,2,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.25,90.35,Yes +5140-FOMCQ,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.15,6557.75,No +6242-SGYTS,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),94.95,5791.85,No +8166-ORCHU,Male,1,Yes,No,33,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,Yes,Electronic check,93.55,3055.5,No +8414-OOEEL,Male,0,No,Yes,66,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.5,5196.1,No +8454-AATJP,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.05,8405,No +6849-WLEYG,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,Yes +4659-NZRUF,Female,0,No,No,19,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,95.15,1789.25,Yes +4531-AUZNK,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,One year,Yes,Mailed check,95.15,5000.05,No +4191-XOVOM,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,105.4,6713.2,No +2150-OEGBV,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.1,562.6,No +8429-XIBUM,Male,0,No,No,22,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.35,2317.1,Yes +1855-CFULU,Female,1,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,91.45,No +4878-BUNFV,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.7,828.85,No +1872-EBWSC,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,617.35,No +2608-BHKFN,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70.05,266.9,Yes +7026-YMSBE,Male,0,No,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,625.05,No +7341-LXCAF,Male,0,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.65,301.4,Yes +6997-UVGOX,Male,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.45,6029.9,No +9674-EHPPG,Male,0,Yes,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),40.4,1842.7,No +9462-MJUAW,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.4,206.6,Yes +8128-YVJRG,Female,0,No,No,7,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,79.65,604.7,Yes +5440-VHLUL,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,7386.05,No +5781-BKHOP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Bank transfer (automatic),100.65,7334.05,No +4283-FUTGF,Male,1,No,No,19,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.85,1471.75,Yes +5213-TWWJU,Male,0,No,No,28,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,No,Electronic check,91,2626.15,No +1569-TTNYJ,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.75,412.1,Yes +8628-MFKAX,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.75,8277.05,No +2397-BRLOM,Male,1,Yes,Yes,8,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80.45,583.45,Yes +7629-WIXZF,Female,0,No,No,7,Yes,No,DSL,Yes,No,No,No,No,Yes,One year,Yes,Electronic check,59.1,369.25,No +5445-GLVOT,Female,0,No,No,22,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.8,1049.05,No +3976-HXHCE,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,1414.8,No +2466-NEJOJ,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.65,169.75,No +0254-KCJGT,Male,0,Yes,No,52,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),81.4,4354.45,No +5472-CVMDX,Female,0,No,No,68,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,38.9,2719.2,No +6461-SZMCV,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),87.95,6365.35,No +8150-QUDFX,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,51.6,No +9508-ILZDG,Female,1,No,No,34,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,96.35,3190.25,No +2346-DJQTB,Female,0,No,No,35,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.15,812.5,No +1697-LYYYX,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.1,1143.8,No +1942-OQFRW,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44,44,No +4749-VFKVB,Female,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.1,50.1,Yes +9640-ZSLDC,Female,0,Yes,Yes,53,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),60.6,3297,No +4231-LZUYM,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.65,1887,No +7598-UAASY,Male,0,Yes,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.4,151.8,Yes +7938-OUHIO,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,293.65,Yes +8510-AWCXC,Female,1,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.8,1308.1,Yes +6128-AQBMT,Male,1,Yes,No,41,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,53.95,2215.4,No +3594-BDSOA,Female,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.4,482.8,No +0431-APWVY,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),90.1,2598.95,Yes +5133-VRSAB,Male,0,No,No,8,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.35,216.45,No +5996-DAOQL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,20.45,No +6838-YAUVY,Female,0,No,No,54,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),95.1,5064.85,No +0484-JPBRU,Male,0,No,No,41,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.25,996.45,No +7883-ROJOC,Female,0,Yes,No,19,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.9,839.65,No +0244-LGNFY,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92.65,6733,No +7274-CGTOD,Male,0,No,No,62,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),43.7,2618.3,No +4295-YURET,Female,1,Yes,Yes,56,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),72.6,4084.35,No +3426-NIYYL,Male,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,51.55,765.5,Yes +8225-BTJAU,Male,1,No,No,10,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.25,793.55,Yes +4635-EJYPD,Male,0,Yes,Yes,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,18.95,613.95,No +1866-ZSLJM,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.5,402.85,No +4636-TVXVG,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.95,1244.8,No +4236-UJPWO,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.5,46.4,No +9392-XBGTD,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,581.85,No +3387-VATUS,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.85,462.8,Yes +6402-SSEJG,Female,0,No,No,25,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,61.05,1540.2,No +1143-NMNQJ,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.7,169.8,Yes +1169-SAOCL,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),106.65,5168.1,No +1110-KYLGQ,Female,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),108.25,6780.1,No +9929-PLVPA,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.4,94.5,No +3518-PZXZQ,Female,0,Yes,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,55.3,55.3,No +2371-JUNGC,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,208,No +7693-QPEFS,Male,1,No,No,52,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.95,3829.75,No +0924-BJCRC,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.45,5294.6,No +5074-FBGHB,Male,0,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.65,6889.8,No +2351-BKRZW,Female,0,Yes,Yes,43,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),75.2,3254.35,No +4455-BFSPD,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),101.15,6383.9,No +0415-MOSGF,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.4,44.4,Yes +1724-BQUHA,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,477.7,Yes +3948-KXDUF,Male,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),68.75,4447.55,No +2323-ARSVR,Male,0,Yes,No,67,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,111.05,7321.05,No +0815-MFZGM,Female,0,Yes,No,42,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),99,4135,No +4826-XTSOH,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.05,86.05,Yes +5480-XTFFL,Female,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,21,697.7,No +8295-FHIVV,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,168.65,No +2495-INZWQ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.55,174.3,Yes +9086-YJYXS,Male,0,Yes,Yes,34,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),77.2,2753.8,No +1179-INLAT,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.45,69.25,No +7909-FIOIY,Female,0,Yes,Yes,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.85,434.8,No +4139-SUGLD,Male,0,Yes,Yes,31,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),35.4,1077.5,Yes +6857-VWJDT,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,95.65,95.65,Yes +6351-SCJKT,Male,0,No,No,3,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,41.35,107.25,No +5468-BPMMO,Male,0,Yes,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.6,851.2,No +5624-BQSSA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.95,20.95,Yes +0197-PNKNK,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,No,Bank transfer (automatic),84.45,5848.6,No +2439-QKJUL,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,109.8,No +1194-SPVSP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.65,19.65,No +9534-NSXEM,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.65,595.5,No +2408-WITXK,Female,1,No,No,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,34.7,329.8,Yes +8929-KSWIH,Male,0,No,No,25,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),99.3,2513.5,No +2250-IVBWA,Male,0,Yes,Yes,64,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,81.05,5135.35,No +1810-MVMAI,Male,0,Yes,Yes,30,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,67.6,2000.2,No +9506-UXUSK,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,931.75,No +1229-RCALF,Female,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,115,7396.15,No +3572-UOLYZ,Female,0,No,Yes,46,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),84.8,3958.85,No +1429-UYJSV,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,260.9,No +5577-OTWWW,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.75,297.3,Yes +6100-QQHEB,Male,0,Yes,Yes,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.55,1515.1,Yes +6366-XIVKZ,Female,0,Yes,Yes,13,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,63.15,816.8,No +3470-OBUET,Female,0,Yes,Yes,67,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),74,4868.4,No +2770-NSVDG,Male,0,Yes,No,24,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,29.1,688,No +9375-MHRRS,Male,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50.05,288.35,No +2634-HCZGT,Male,1,Yes,No,53,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Electronic check,60.05,3229.65,Yes +7503-QQRVF,Male,1,Yes,No,16,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.3,1178.25,Yes +4860-YZGZM,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20,185.4,No +6599-GZWCM,Female,0,No,No,13,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Mailed check,74.65,966.25,No +2691-NZETQ,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.35,758.6,Yes +4404-HIBDJ,Female,0,No,No,25,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Mailed check,74.3,1863.8,Yes +5533-NHFRF,Male,1,No,No,7,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,44.4,265.8,No +7037-MTYVW,Male,0,Yes,Yes,38,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.4,3297,No +4760-THGOT,Female,0,Yes,No,43,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,94.1,4107.3,No +7295-JOMMD,Female,0,No,Yes,4,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.1,396.3,Yes +4016-BJKTZ,Female,0,No,No,25,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,108.9,2809.05,No +6584-VQMYT,Male,0,No,Yes,27,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,56.2,1567.55,No +9838-BFCQT,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.1,1851.45,No +2790-XUYMV,Male,0,No,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),85.45,6028.95,No +0581-MDMPW,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),88.95,2072.75,No +5013-SBUIH,Female,0,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,109.65,5551.15,Yes +1023-BQXZE,Male,0,No,No,57,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.35,4317.35,No +9163-GHAYE,Female,0,No,No,15,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,48.85,736.8,No +3904-UKFRE,Male,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.1,336.15,No +5353-WILCI,Female,0,No,No,28,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,56.05,1522.65,No +0709-TVGUR,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,622.9,Yes +0058-EVZWM,Female,0,Yes,No,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.8,4959.6,No +6023-YEBUP,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.95,329.95,Yes +7209-JCUDS,Male,0,No,No,10,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.9,1048.85,Yes +7009-PCARS,Male,0,No,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.1,1001.5,No +0519-DRGTI,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,442.6,No +1017-FBQMM,Female,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106.05,6703.5,No +3001-CBHLQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.9,3351.55,Yes +1985-MBRYP,Female,0,No,No,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.65,779.25,No +6158-DWPZT,Male,0,Yes,No,9,No,No phone service,DSL,No,No,No,No,No,No,One year,No,Bank transfer (automatic),24.1,259.8,Yes +9372-TXXPS,Female,0,Yes,No,60,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),59.85,3483.45,No +3259-QMXUN,Male,0,Yes,No,58,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,86.1,4890.5,No +1015-JPFYW,Male,0,No,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,136.75,No +6645-MXQJT,Male,0,Yes,Yes,2,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,97.1,184.15,No +4360-QRAVE,Male,1,No,No,37,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,36.65,1315,No +8433-WPJTV,Female,1,Yes,Yes,65,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.9,6767.1,No +5804-JMYIO,Female,0,Yes,Yes,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,757.95,No +3763-GCZHZ,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,104.05,6890,Yes +6484-LATFU,Male,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1657.4,No +7599-NTMDP,Female,0,Yes,Yes,62,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),48.7,3008.55,No +0772-GYEQQ,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,88.35,262.05,Yes +0536-ACXIP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,109.55,8165.1,No +0936-NQLJU,Female,0,Yes,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.65,875.55,No +4831-EOBFE,Male,0,Yes,Yes,29,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),94.65,2649.15,Yes +1575-KRZZE,Female,0,No,No,4,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.2,220.65,No +3251-YMVWZ,Male,0,No,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.05,1301.9,No +4102-OQUPX,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,74.4,Yes +9170-GYZJC,Female,0,Yes,Yes,41,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),79.9,3326.2,Yes +4884-LEVMQ,Male,0,Yes,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.45,790,No +8857-CUPFQ,Male,0,Yes,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,1237.65,No +7610-TVOPG,Male,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,26.35,378.6,No +3638-DIMPH,Female,0,Yes,No,13,Yes,No,DSL,No,No,No,No,No,No,One year,No,Electronic check,43.8,592.65,No +1845-ZLLIG,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,50.15,No +8559-WNQZS,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,20.45,No +3999-QGRJH,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,560.85,Yes +1699-UOTXU,Male,0,No,No,60,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,61.4,3638.25,No +2454-RPBRZ,Female,1,Yes,No,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,98.1,1060.2,Yes +0635-WKOLD,Male,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),70.75,2921.75,No +5993-JSUWV,Female,0,No,No,66,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),61.15,4017.45,No +4518-FZBSX,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,854.9,No +5387-ASZNZ,Female,1,No,No,66,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),63.85,4174.35,No +6988-CJEYV,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.7,4920.55,No +2002-MZHWP,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,Yes +3097-FQTVJ,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,810.3,No +5465-BUBFA,Female,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,772.4,No +7299-GNVPL,Female,0,Yes,Yes,23,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,84.4,1936.85,No +9743-DQKQW,Male,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.1,79.8,No +1215-VFYVK,Female,0,No,No,4,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,No,Mailed check,48.25,202.25,No +9371-BITHB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,1070.5,No +2265-CYWIV,Female,1,Yes,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.6,347.65,Yes +9093-FPDLG,Female,0,No,No,11,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,94.2,999.9,No +0541-FITGH,Female,0,Yes,No,2,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,62.15,113.1,No +6985-HAYWX,Female,0,Yes,No,26,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),79.3,2015.8,No +7508-KBIMB,Male,0,Yes,Yes,24,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),56.25,1454.25,No +6838-HVLXG,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,246.7,No +2277-DJJDL,Male,1,Yes,No,60,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99,6017.9,No +1897-OKVMW,Female,0,Yes,Yes,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,90.6,5817.45,No +5485-ITNPC,Male,0,Yes,No,66,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.9,5595.3,No +0233-FTHAV,Female,0,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),79.2,4765,No +4644-PIZRT,Male,0,Yes,Yes,17,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),70.35,1201.65,No +8922-NPKBJ,Male,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,867.3,No +2740-TVLFN,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.15,50.15,No +7771-CFQRQ,Female,0,Yes,Yes,47,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),63.8,3007.25,No +9512-PHSMG,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,252.75,No +6963-EZQEE,Male,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.55,6306.5,No +2452-KDRRH,Male,1,No,No,67,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.4,6841.05,No +2004-OCQXK,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.95,81.95,Yes +5027-QPKTE,Male,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,451.1,Yes +4146-SVFUD,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.6,44.6,No +1564-HJUVY,Male,0,No,No,4,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),63.75,226.2,No +3617-XLSGQ,Female,0,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),109.25,7082.5,No +7517-LDMPS,Female,0,No,No,12,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,1017.35,No +7244-KXYZN,Female,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.45,527.35,No +5226-NOZFC,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.75,2146.5,No +2672-HUYVI,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.1,455.3,Yes +1400-WIVLL,Male,0,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,107.95,5969.85,No +7508-MYBOG,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.1,1235.55,Yes +8148-NLEGT,Female,0,Yes,Yes,42,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,22.95,1014.25,No +0148-DCDOS,Male,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.7,2362.1,Yes +8347-GDTMP,Female,0,Yes,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,1225.65,No +9992-RRAMN,Male,0,Yes,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.1,1873.7,Yes +6746-WAUWT,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.7,386.5,No +0310-MVLET,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.15,6010.05,Yes +0428-IKYCP,Male,0,Yes,No,22,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87,1850.65,No +4550-VBOFE,Male,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.95,7101.5,Yes +2187-PKZAY,Male,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),79.95,1043.4,No +4003-OCTMP,Female,0,Yes,No,31,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,64,1910.75,No +6652-YFFJO,Female,0,No,No,11,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,64.9,716.1,No +7225-IILWY,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1686.15,No +5248-RPYWW,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),90.15,6716.45,No +7923-IYJWY,Male,1,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.1,7839.85,No +3170-GWYKC,Female,0,No,No,60,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.95,6236.75,No +5696-QURRL,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.05,45.05,Yes +7409-KIUTL,Female,1,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71,71,Yes +9830-ECLEN,Male,0,Yes,Yes,58,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,50,2919.85,No +1732-VHUBQ,Female,1,Yes,Yes,47,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.55,3309.25,Yes +0495-RVCBF,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.7,79.7,Yes +2668-TZSPS,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,20.45,No +7854-EDSSA,Male,0,No,No,22,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,59,1254.7,Yes +8869-TORSS,Female,0,No,No,48,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),60.35,2896.4,Yes +7446-SFAOA,Female,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,717.5,No +9522-ZSINC,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.95,253.8,No +8234-GSZYK,Male,0,No,No,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.45,1110.05,No +6505-OZNPG,Female,0,No,No,6,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,63.4,348.8,No +6164-HAQTX,Male,0,No,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),53.95,3888.65,No +0679-IDSTG,Female,1,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.25,69.25,Yes +7765-LWVVH,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Electronic check,95.1,6843.15,No +1658-TJVOA,Female,1,No,No,6,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.1,450.9,No +0953-LGOVU,Male,0,Yes,Yes,12,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,35.5,432.25,No +2115-BFTIW,Male,0,No,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.95,1767.35,Yes +4692-NNQRU,Female,0,Yes,No,21,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,79.2,1742.45,No +7742-MYPGI,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,48.8,297.35,No +0611-DFXKO,Male,0,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89,1820.45,Yes +7780-OTDSO,Male,0,Yes,No,18,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.4,1742.95,Yes +9619-GSATL,Female,0,No,No,43,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,No,Electronic check,55.45,2444.25,No +5622-UEJFI,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.4,949.8,No +9747-DDZOS,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),73.5,73.5,Yes +0674-DGMAQ,Male,1,Yes,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.5,2970.8,No +6203-HBZPA,Male,0,No,No,52,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),63.9,3334.95,No +0484-FFVBJ,Male,0,No,No,32,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),64.85,2010.95,No +0301-FIDRB,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.8,4684.3,No +4139-JPIAM,Male,0,No,No,51,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),44.45,2181.55,No +2181-TIDSV,Male,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.95,1303.25,No +2761-XECQW,Male,1,Yes,No,8,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,43.35,371.4,No +1936-CZAKF,Male,0,Yes,No,49,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,No,Credit card (automatic),49.65,2409.9,No +9453-PATOS,Female,0,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,85.1,6155.4,No +0564-JJHGS,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.5,829.1,Yes +3348-CFRNX,Female,0,Yes,No,28,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,92.35,2602.9,Yes +4402-FTBXC,Male,0,No,No,54,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,89.8,4667,No +1428-GTBJJ,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,824.75,Yes +2931-XIQBR,Female,0,Yes,Yes,50,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,103.05,5153.5,No +0106-UGRDO,Female,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,116,8182.85,No +5542-TBBWB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.9,69.9,No +1930-QPBVZ,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),95.1,6683.4,No +2606-PKWJB,Male,0,No,Yes,40,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,40.25,1564.05,No +5322-ZSMZY,Male,0,Yes,Yes,31,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,755.6,No +8059-UDZFY,Female,1,No,Yes,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,3465.05,No +7740-BTPUX,Male,1,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.6,6292.7,No +5220-AGAAX,Male,0,Yes,Yes,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24,1664.3,No +0208-BPQEJ,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.4,198.1,No +9435-JMLSX,Male,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.1,6045.9,No +3352-ALMCK,Male,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,102.65,4108.15,No +5312-IRCFR,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,92.85,5980.75,No +5294-IMHHT,Male,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,One year,No,Bank transfer (automatic),97.75,5043.2,No +8802-UNOJF,Male,1,No,No,12,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,83.8,1029.75,Yes +6313-GIDIT,Male,1,No,No,53,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,54.45,2854.55,Yes +6176-YJWAS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),97.95,7114.25,No +5310-NOOVA,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.95,907.05,No +4526-EXKKN,Male,0,No,No,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.6,973.95,No +5311-IHLEI,Male,0,No,No,12,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),50.95,605.75,No +3987-KQDDU,Male,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.6,661.55,No +3404-JNXAX,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.75,4116.9,No +5131-PONJI,Male,0,Yes,Yes,49,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),90.4,4494.65,No +2845-AFFTX,Male,1,Yes,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,4259.3,Yes +3489-VSFRD,Female,0,No,No,56,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),60.25,3282.75,No +3345-JHUEO,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.2,55.7,No +5815-HGGHV,Male,0,Yes,No,20,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Mailed check,64.15,1274.45,No +5260-UMPWX,Female,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.25,493.95,No +2249-YPRNG,Female,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.85,2239.65,Yes +7410-YTJIK,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75.45,480.75,Yes +4626-GYCZP,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,635.6,Yes +5649-RXQTV,Male,0,No,No,51,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99,5038.15,No +2674-MIAHT,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.3,324.2,No +2576-HXMPA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.55,19.55,No +7587-AOVVU,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,No,Electronic check,100.75,2793.55,No +5590-BYNII,Male,0,No,No,22,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.75,2095,Yes +6898-MDLZW,Male,0,No,No,12,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,53.75,648.65,No +3237-AJGEH,Female,0,Yes,Yes,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,31,95.05,Yes +4707-YNOQA,Female,0,Yes,Yes,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),25.6,917.15,No +9357-UJRUN,Male,0,Yes,No,24,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Electronic check,58.35,1346.9,No +1591-NFNLQ,Male,0,No,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),80,4242.35,Yes +8648-PFRMP,Female,1,No,No,14,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,46.35,672.7,No +7663-CUXZB,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,113.75,6561.25,No +0258-NOKBL,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,90.4,268.45,No +1163-VIPRI,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,109.3,7337.55,No +2815-CPTUL,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.25,331.9,Yes +9348-ROUAI,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.3,5194.05,No +9443-JUBUO,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),65.25,4478.85,No +0596-BQCEQ,Female,0,Yes,Yes,62,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.15,6283.3,Yes +1481-ZUWZA,Male,0,No,No,28,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.5,2659.4,Yes +3043-TYBNO,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,60.65,196.9,No +4830-FAXFM,Male,0,No,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),24.1,439.2,No +5906-BFOZT,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,19.5,No +2960-NKRSO,Male,0,No,No,24,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,85.95,2107.15,No +8996-ZROXE,Male,1,No,No,57,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,Yes,Electronic check,53.5,3035.8,No +5598-IKHQQ,Female,0,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.45,1866.45,No +0397-ZXWQF,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.5,1430.95,No +5266-PFRQK,Male,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.85,1071.6,No +4674-HGNUA,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.9,6457.15,No +6765-MBQNU,Female,0,Yes,No,26,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,26,684.05,No +9786-IJYDL,Female,0,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,113.2,3914.05,No +1303-SRDOK,Female,0,Yes,Yes,55,Yes,No,Fiber optic,No,No,No,No,No,No,Two year,Yes,Credit card (automatic),69.05,3842.6,No +3769-MHZNV,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,670.35,No +6295-OSINB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,109.65,7880.25,No +3308-MHOOC,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.2,19.2,No +2309-OSFEU,Male,0,No,No,10,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,33.9,298.45,Yes +2207-QPJED,Female,1,Yes,No,37,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,90,3371.75,No +4177-JPDFU,Male,0,No,No,12,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,34,442.45,No +2239-CFOUJ,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.4,20.4,No +8046-DNVTL,Male,0,Yes,No,62,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),38.6,2345.55,No +2209-XADXF,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),25.25,25.25,No +6620-JDYNW,Female,0,No,No,18,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,60.6,1156.35,No +1891-FZYSA,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.95,6143.15,Yes +4770-UEZOX,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,144.8,No +1038-RQOST,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,414.95,No +7613-LLQFO,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.45,1059.55,Yes +4568-TTZRT,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,181.8,No +9513-DXHDA,Male,0,No,No,27,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,81.7,2212.55,No +2640-PMGFL,Male,0,No,Yes,27,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,79.5,2180.55,Yes +3801-HMYNL,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,89.15,89.15,Yes +0516-QREYC,Female,1,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,459.95,No +9685-WKZGT,Male,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,1036.75,Yes +6022-UGGSO,Female,1,No,No,32,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,2276.95,Yes +8084-OIVBS,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,211.95,No +8896-BQTTI,Male,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25,25,No +3865-QBWSJ,Male,1,No,Yes,38,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,80.45,3162.65,No +3352-RICWQ,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,210.65,No +2160-GPFXD,Male,0,Yes,Yes,54,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),65.65,3566.7,No +2065-MMKGR,Female,0,No,No,29,Yes,Yes,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),71,2080.1,No +5857-TYBCJ,Male,1,Yes,No,44,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,4040.2,No +1498-NHTLT,Male,0,Yes,Yes,59,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,86.75,5186,No +4484-CGXFK,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.3,196.15,Yes +1402-PTHGN,Female,0,Yes,Yes,18,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,61.5,1087.45,No +4176-RELJR,Male,1,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,1672.15,No +6214-EDAKZ,Female,0,Yes,Yes,22,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,55.15,1206.05,Yes +5199-FPUSP,Male,0,No,Yes,33,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),34.05,1113.95,No +6377-KSLXC,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,107.05,No +1796-JANOW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,38.15,No +0238-WHBIQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.7,6339.3,No +8735-NBLWT,Male,0,No,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,184.1,No +6651-RLGGM,Male,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.3,1688.9,No +6127-ISGTU,Female,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.95,1378.25,Yes +1614-JBEBI,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.7,137.6,No +8740-XLHDR,Male,0,No,No,5,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,43.25,219,Yes +1208-DNHLN,Male,0,Yes,Yes,23,Yes,Yes,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),48.35,1067.15,Yes +1761-AEZZR,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.55,79.55,Yes +3923-CSIHK,Female,1,Yes,No,50,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.05,3444.85,Yes +5696-EXCYS,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,369.05,No +5795-KTGUD,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.8,7553.6,No +7120-RFMVS,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.5,84.5,Yes +7924-GJZFI,Female,1,Yes,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.3,1813.1,No +4702-HDRKD,Male,0,No,No,67,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),49.35,3321.35,No +8512-WIWYV,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.35,707.5,No +5897-ZYEKH,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,105.6,7112.15,No +5456-ITGIC,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.45,4641.1,No +7317-GGVPB,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.6,7690.9,Yes +1406-PUQVY,Male,0,No,Yes,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.9,49.9,No +1322-AGOQM,Male,0,No,No,46,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),30.3,1380.1,Yes +3677-IYRBF,Female,1,No,No,2,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,30.4,78.65,Yes +5692-FPTAH,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.4,45.4,Yes +9114-AAFQH,Female,0,Yes,No,48,Yes,No,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,65.65,3094.65,No +8715-KKTFG,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.3,6518.35,No +1550-LOAHA,Female,0,Yes,No,32,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),84.15,2585.95,Yes +1728-BQDMA,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.45,82.7,No +0268-QKIWO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,58.85,Yes +0876-WDUUZ,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),85.4,425.9,Yes +5117-ZSMHQ,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),89.9,6342.7,No +5151-HQRDG,Male,0,Yes,No,37,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,55.05,2030.75,No +0960-HUWBM,Male,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.1,6700.05,No +6465-GSRCL,Female,0,No,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),106.6,7244.7,No +0617-FHSGK,Male,0,No,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.2,3678.3,Yes +0263-FJTQO,Male,0,Yes,Yes,50,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.5,3486.65,No +7319-ZNRTR,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.6,411.15,No +2858-MOFSQ,Female,0,No,Yes,17,Yes,Yes,DSL,No,No,Yes,No,No,No,One year,Yes,Mailed check,55.85,937.5,Yes +7503-EPSZW,Female,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.05,1559.15,No +7089-XXAYG,Male,0,Yes,No,25,No,No phone service,DSL,No,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),38.1,970.4,No +8118-LSUEL,Male,1,No,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,2483.5,Yes +8070-AAWZP,Male,1,Yes,No,24,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,34.25,828.2,No +1666-JXLKU,Female,0,No,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3810.55,No +7855-DIWPO,Female,0,No,No,21,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.65,1493.2,No +5133-POWUA,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.8,45.8,No +5652-MSDEY,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.75,777.3,No +7005-CCBKV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.4,556.35,Yes +1810-BOHSY,Male,0,Yes,No,51,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),96.4,4911.05,No +1784-BXEFA,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.55,187.35,No +7351-MHQVU,Female,0,No,No,6,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),50.95,307.6,No +9224-VTYID,Male,0,Yes,Yes,47,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,90.5,4318.35,No +9500-IWPXQ,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Electronic check,79.4,4820.55,No +5762-TJXGK,Female,0,No,No,52,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),58.75,3038.55,No +4504-YOULA,Female,0,Yes,Yes,35,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),59.45,2136.9,No +5569-IDSEY,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.7,7472.15,No +4250-FDVOU,Female,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,56.25,389.1,Yes +7284-ZZLOH,Male,0,Yes,No,45,Yes,No,DSL,Yes,No,Yes,No,No,No,Two year,No,Credit card (automatic),53.3,2296.25,No +5277-ZLOOR,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.55,187.45,Yes +2141-RRYGO,Female,0,No,No,4,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),68.65,261.25,Yes +1777-JYQPJ,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.3,38.45,No +6376-GAHQE,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,77.85,299.2,Yes +3401-URHDA,Male,0,No,No,51,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),59.9,3043.6,No +1599-EAHXY,Male,0,Yes,Yes,60,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),23.95,1506.4,No +8631-XVRZL,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.15,163.7,No +5052-PNLOS,Male,0,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,323.25,Yes +3853-LYGAM,Male,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.65,1640,No +6979-ZNSFF,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,87.05,762.1,Yes +5751-USDBL,Male,0,Yes,Yes,46,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,81,3846.35,No +5680-LQOGP,Female,0,No,No,68,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82.45,5646.6,No +2386-LAHRK,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,53.5,53.5,Yes +8189-DUKMV,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,79.05,No +6032-IGALN,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.1,25.1,Yes +9931-DCEZH,Male,0,No,Yes,28,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.4,1516.6,No +1898-JSNDC,Female,0,No,No,39,Yes,No,DSL,No,Yes,No,No,Yes,No,One year,Yes,Credit card (automatic),58.6,2224.5,No +0315-LVCRK,Male,0,No,No,11,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,84.8,888.75,No +3911-RSNHI,Female,0,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),61.4,4310.35,No +2410-CIYFZ,Male,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,42.9,No +4248-HCETZ,Male,1,Yes,No,30,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.65,2365.15,Yes +5505-OVWQW,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.15,353.65,No +7271-AJDTL,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),94.45,5073.1,No +1867-TJHTS,Female,0,No,No,58,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.8,4526.85,No +0516-WJVXC,Female,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.2,308.25,Yes +9174-FKWZE,Female,1,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.45,19.45,Yes +6860-YRJZP,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.05,678.45,No +4429-WYGFR,Male,0,No,No,26,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),49.15,1237.3,No +2817-LVCPP,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,1023.95,No +5038-ETMLM,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.65,8182.75,No +5056-FIMPT,Female,0,No,Yes,43,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106,4532.3,No +4521-WFJAI,Male,0,No,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.95,1444.05,No +6569-KTMDU,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.1,19.1,No +8809-RIHDD,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,103.4,7372.65,Yes +8809-XKHMD,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),100.55,7325.1,No +0396-YCHWO,Male,0,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.4,3474.2,No +0867-LDTTC,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),75.15,392.65,No +4822-NGOCH,Female,0,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.45,1058.6,Yes +9391-DXGGG,Female,1,No,No,44,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),89.15,3990.75,No +9844-FELAJ,Female,1,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,107.9,7475.85,No +2122-SZZZD,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.5,835.5,No +5307-DZCVC,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.95,2628.6,Yes +3148-AOIQT,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1718.35,No +8679-JOEVF,Female,1,No,No,16,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,59.4,1023.9,Yes +8395-ETZKQ,Male,1,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.5,1193.55,No +6692-YQHXC,Male,0,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,1205.5,No +3889-VWBID,Male,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),82.85,5776.45,No +5222-JCXZT,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19,78.9,No +9754-CLVZW,Female,0,Yes,Yes,26,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),38.85,1025.15,No +1432-FPAXX,Female,0,No,No,29,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.6,856.35,Yes +2739-CCZMB,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,122,No +7080-TNUWP,Male,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),95,6602.9,No +0496-AHOOK,Male,0,Yes,No,24,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),74.4,1712.9,No +8336-TAVKX,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),78.45,5682.25,No +2468-SJFLM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,74.3,74.3,No +3181-VTHOE,Male,0,Yes,No,70,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),51.05,3635.15,No +7168-HDQHG,Female,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.2,702.9,No +4803-AXVYP,Female,1,No,No,38,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.55,3734.25,Yes +3884-HCSWG,Female,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70,1144.5,Yes +4567-AKPIA,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.1,4454.25,No +5077-DXTCG,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.3,45.3,Yes +1142-WACZW,Male,0,No,No,2,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),29.85,75.6,Yes +7901-HXJVA,Male,0,No,No,14,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.45,1117.55,No +5649-ANRML,Male,1,No,No,2,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95.1,180.25,Yes +4892-VLANZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.8,19.8,Yes +5924-IFQTT,Male,0,Yes,Yes,13,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,72.8,930.05,No +7968-QUXNS,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.95,110.15,No +2919-HBCJO,Female,0,No,No,4,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),76.65,333.6,Yes +4236-XPXAV,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.15,465.05,Yes +8903-WMRNW,Female,0,Yes,No,15,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.75,1669.4,No +2452-SNHFZ,Female,0,No,No,47,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),75.45,3545.1,No +3629-WEAAM,Female,0,No,No,8,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,No,Mailed check,64.1,504.05,No +6029-CSMJE,Male,0,No,No,17,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.65,440.2,No +7993-NQLJE,Male,0,Yes,Yes,15,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,75.1,1151.55,No +9909-DFRJA,Female,0,No,No,26,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),95.85,2475.35,No +9099-FTUHS,Female,0,No,No,23,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,54.4,1249.25,No +0581-BXBUB,Female,1,No,No,4,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,72.75,317.75,No +4962-CHQPW,Male,0,No,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.85,535.05,No +9467-ROOLM,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,461.3,No +3030-YZADT,Male,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.95,431,Yes +7410-KTVFV,Male,0,Yes,No,18,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.55,878.35,Yes +5150-ITWWB,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.85,335.75,No +2253-KPMNB,Female,0,Yes,Yes,69,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),46.25,3121.4,No +1345-ZUKID,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.35,324.8,No +6429-SHBCB,Male,0,No,No,19,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,69.6,1394.55,No +9281-OFDMF,Male,1,No,No,39,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,90.7,3413.25,No +2603-HVKCG,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,3143.65,No +1834-WULEG,Male,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,439.75,No +9097-ZUBYC,Male,0,Yes,No,14,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),48.8,664.4,No +5148-ORICT,Female,0,Yes,No,64,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,74.35,4759.55,No +4893-GYUJU,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.35,1033,No +4578-PHJYZ,Male,0,Yes,Yes,52,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,68.75,3482.85,No +7272-QDCKA,Male,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,100.2,2688.45,No +8908-SLFCJ,Female,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.85,435.25,No +8393-DLHGA,Male,0,No,Yes,25,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.9,2448.75,Yes +9766-HGEDE,Female,0,Yes,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.35,307,No +6968-MHOMU,Male,0,Yes,No,58,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),45,2689.35,No +7395-IGJOS,Male,1,Yes,No,17,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),81.5,1329.2,Yes +5044-XDPYX,Female,0,Yes,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.5,1281.25,No +1814-WFGVS,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,48.9,3527,No +2834-SPCJV,Male,0,Yes,No,52,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.1,4348.65,Yes +3721-WKIIL,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.6,561.15,No +6734-CKRSM,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,63.6,No +1265-ZFOSD,Female,0,Yes,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,81.3,5129.3,No +6568-POCUI,Female,0,Yes,No,45,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),95.2,4285.8,No +7890-VYYWG,Male,1,Yes,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,36.45,93.7,Yes +5197-LQXXH,Female,0,Yes,No,71,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.3,5894.5,No +9907-SWKKF,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.05,25.05,Yes +3457-PQBYH,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1160.75,No +7682-AZNDK,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.85,3091.75,No +0587-DMGBH,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.85,365.55,Yes +5384-ZTTWP,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.8,272.95,No +3745-HRPHI,Male,0,Yes,Yes,66,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),54.65,3632,No +7636-OWBPG,Male,1,No,No,12,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),29.35,381.2,No +1231-YNDEK,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.15,1035.5,No +1407-DIGZV,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.1,52,No +6397-JNZZG,Female,1,Yes,No,43,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),55.55,2342.2,Yes +0570-BFQHT,Female,0,No,No,9,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,80.55,653.9,No +4393-OBCRR,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,71.2,No +3523-QRQLL,Female,0,Yes,Yes,22,Yes,No,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),69.5,1498.2,Yes +8564-LDKFL,Male,0,Yes,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106,4178.65,No +3696-DFHHB,Female,0,No,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.5,1821.8,No +0895-DQHEW,Male,0,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.3,5278.15,Yes +4717-GHADL,Female,0,No,No,50,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,79.6,4024.2,No +5501-TVMGM,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.25,55.25,No +5879-HMFFH,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),88.05,6520.8,No +6772-WFQRD,Male,0,No,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.4,854.9,No +3810-DVDQQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),117.6,8308.9,No +6972-SNKKW,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,109.2,No +3694-GLTJM,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.65,92.05,No +8550-XSXUQ,Male,0,Yes,No,48,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),70.55,3420.5,No +8149-RSOUN,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,93.85,Yes +9055-MOJJJ,Female,0,Yes,Yes,64,Yes,No,DSL,Yes,No,No,Yes,Yes,No,One year,No,Mailed check,65.8,4068,No +4359-INNWN,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.05,337.9,No +0585-EGDDA,Male,0,Yes,No,40,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,80,3168.75,No +4032-RMHCI,Female,0,Yes,Yes,41,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),35.4,1412.4,No +0549-CYCQN,Male,1,No,No,51,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),79.6,3974.7,No +3481-JHUZH,Male,0,Yes,No,41,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.25,3439,No +7250-EQKIY,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,50.45,50.45,Yes +3594-IVHJZ,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,42.45,No +6869-FGJJC,Male,0,No,No,68,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Credit card (automatic),79.6,5461.45,No +3896-ZVNET,Female,0,Yes,Yes,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.7,571.75,No +8205-VSLRB,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),77.3,5498.2,No +5960-MVTUK,Male,0,No,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.75,96.85,No +6817-WTYHE,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.9,111.05,No +3082-VQXNH,Male,0,Yes,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),29.8,94.4,No +4013-UBXWQ,Female,0,No,No,7,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,74.65,521.1,Yes +4931-TRZWN,Female,0,No,No,13,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,71.95,923.85,No +0750-EKNGL,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,141.1,No +7669-LCRSD,Male,0,Yes,Yes,12,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,56.3,628.65,No +3567-PQTSO,Male,0,Yes,Yes,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.25,5576.3,No +5519-NPHVG,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,1046.1,Yes +8043-PNYSD,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,1245.6,No +9938-EKRGF,Female,0,No,No,15,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Mailed check,84.45,1287.85,No +2703-AMTUL,Male,0,Yes,Yes,36,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,53.65,1939.35,No +0928-JMXNP,Male,1,Yes,No,4,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.9,118.25,No +8173-RXAYP,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,452.55,No +4825-XJGDM,Female,0,No,No,61,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Credit card (automatic),43.7,2696.55,No +5402-HTOTQ,Male,0,No,No,16,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.3,875.35,No +6734-JDTTV,Male,0,Yes,Yes,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.85,1267.05,No +7850-THJMU,Female,0,Yes,Yes,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,494.9,No +3890-RTCMS,Male,0,No,No,16,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.45,799,No +8849-GYOKR,Female,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),106.55,5763.3,Yes +3148-BLQJT,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,20.1,Yes +3717-FDJFU,Male,0,No,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,106.9,No +3665-JATSN,Female,0,No,No,19,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.7,710.05,No +7966-YOTQW,Male,0,No,No,10,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),54.5,568.2,No +0461-CVKMU,Female,0,Yes,Yes,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,83.8,1900.25,Yes +8806-EAGWC,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.15,159.15,Yes +8853-TZDGH,Female,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.6,8012.75,No +7779-LGOVN,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.65,856.65,Yes +4324-BZCKL,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.55,551.3,No +6924-TDGMT,Male,0,Yes,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.55,184.95,No +9710-ZUSHQ,Female,1,No,No,37,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),106.75,4056.75,Yes +1536-YHDOE,Male,0,Yes,Yes,17,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,62.1,1096.65,No +8123-QBNAZ,Female,0,Yes,Yes,36,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,3684.95,No +3629-ZNKXA,Male,1,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.8,1752.45,No +4827-LTQRJ,Female,1,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110.6,7210.85,No +7711-YIJWC,Male,0,Yes,Yes,61,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),84.9,5264.5,No +5482-VXSXJ,Male,0,No,No,22,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.2,2157.3,No +7365-BVCJH,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.4,24.4,No +9620-ENEJV,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),70.55,433.95,No +4183-WCSEP,Male,0,No,No,31,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,78.45,2435.15,Yes +2378-YIZKA,Female,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85,5607.75,No +5498-TXHLF,Female,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,87.45,2874.15,Yes +0689-DSXGL,Female,0,Yes,Yes,52,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),85.8,4433.3,No +6818-DJXAA,Female,0,No,Yes,10,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,91.1,964.35,No +9722-UJOJR,Male,0,Yes,Yes,29,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.75,1974.8,Yes +0464-WJTKO,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1460.85,No +8902-ZEOVF,Male,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,951.55,No +6778-EICRF,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,74.8,1821.2,No +2662-NNTDK,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.8,1600.95,No +4132-KALRO,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,100.85,399.25,No +3902-FOIGH,Male,1,Yes,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,1218.55,Yes +6772-KSATR,Male,0,No,No,1,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,81.7,81.7,Yes +7112-OPOTK,Male,0,No,No,33,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.25,2171.15,Yes +2874-YXVVA,Female,0,No,No,34,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.1,3634.8,No +1245-HARPS,Female,0,Yes,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.4,292.4,No +4210-QFJMF,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.15,317.25,Yes +4323-ELYYB,Male,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,218.55,No +4293-ETKAP,Female,0,Yes,Yes,65,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.4,5071.9,No +6064-PUPMC,Male,0,Yes,Yes,23,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Credit card (automatic),57.2,1423.35,No +6504-VBLFL,Male,0,Yes,No,55,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,58.6,3068.6,No +6322-PJJDJ,Male,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Electronic check,94.8,4690.65,No +0330-BGYZE,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),102.5,6157.6,No +1085-LDWAM,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.35,1442.65,No +7586-ZATGZ,Male,0,No,No,40,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.9,3369.05,No +7197-VOJMM,Male,0,Yes,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),69.2,4671.65,No +3318-OSATS,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,3474.05,Yes +5828-AVIPD,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.95,1875.55,Yes +1843-TLSGD,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.85,272.35,No +9626-VFRGG,Female,0,No,Yes,41,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),88.5,3645.05,No +7075-BNDVQ,Female,0,No,No,4,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,35,135.75,No +9143-CANJF,Female,0,Yes,Yes,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,55.15,1319.85,No +7284-BUYEC,Female,0,No,No,5,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.95,229.4,No +2041-JIJCI,Female,0,No,No,5,Yes,Yes,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,64,370.25,No +1086-LXKFY,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.1,69.1,Yes +4900-MSOMT,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),80.2,5714.2,No +2229-VWQJH,Female,0,No,No,24,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),49.3,1233.25,No +9194-GFVOI,Female,0,Yes,No,42,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.35,3571.6,No +1336-EZFZY,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,83.3,No +4282-MSACW,Male,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),117.2,8035.95,No +1403-LKLIK,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,579.4,No +2636-ALXXZ,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes +7774-OJSXI,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.45,3066.45,Yes +7786-WBJYI,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),77.95,305.55,Yes +0136-IFMYD,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.95,7634.25,No +5144-TVGLP,Male,1,No,No,38,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.75,3653,No +9643-AVVWI,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,80,241.3,No +0253-ZTEOB,Female,0,Yes,Yes,48,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,79.65,3870.3,No +2706-QZIHY,Female,0,Yes,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.2,387.9,No +6061-PQHMK,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.9,527.5,No +9885-CSMWE,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.45,78.45,Yes +6137-MFAJN,Female,0,No,No,48,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,44.8,2104.55,No +9122-UMROB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,20.3,No +4232-JGKIY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.2,19.2,No +2402-TAIRZ,Female,0,No,No,37,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,80.05,3019.1,No +9659-ZTWSM,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),107.35,7051.95,No +9139-TWBAS,Female,0,Yes,No,26,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),47.85,1190.5,No +6685-GBWJZ,Male,0,Yes,No,63,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),70.8,4448.8,No +5016-ETTFF,Male,0,No,No,10,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,29.5,255.25,Yes +3866-MDTUB,Female,0,No,No,2,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,70.75,146.9,Yes +2195-VVRJF,Male,1,Yes,No,18,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),59.1,1011.05,No +3913-RDSJZ,Female,0,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.55,1714.95,No +8058-JMEQO,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.45,762.5,Yes +4203-QGNZA,Female,0,No,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,535.35,No +5043-TRZWM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.55,75.55,No +0697-ZMSWS,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.65,338.9,Yes +7657-DYEPJ,Male,1,No,No,38,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.15,2497.35,Yes +9494-BDNNC,Male,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Electronic check,95.3,6273.4,No +1640-PLFMP,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.25,70.25,No +5366-OBVMR,Female,0,Yes,No,18,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.3,908.75,No +8276-MQBYC,Male,1,No,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.8,4913.3,Yes +7644-OMVMY,Male,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85, ,No +7593-XFKDI,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46.3,46.3,Yes +4573-JKNAE,Male,0,No,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,212.3,No +0337-CNPZE,Female,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.3,4443.45,Yes +9817-APLHW,Male,0,No,No,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,25,316.2,No +8380-MQINP,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.3,1079.05,No +0840-DFEZH,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,564.65,No +1513-XNPPH,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.4,1095.65,Yes +8690-ZVLCL,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88,6161.9,No +6015-VVHHE,Female,1,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),83.15,446.05,Yes +1125-SNVCK,Female,1,No,No,49,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.8,2106.05,No +0384-LPITE,Male,0,No,No,40,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),62.05,2511.55,No +4616-EWBNJ,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.1,318.6,No +6347-DCUIK,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.15,811.8,Yes +1335-HQMKX,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.35,7323.15,No +2545-EBUPK,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.05,186.05,No +6923-AQONU,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.9,454,No +2172-EJXVF,Female,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,105.9,7521.95,No +0897-FEGMU,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,1056.95,Yes +7663-RGWBC,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.15,44.15,Yes +1120-BMWUB,Female,0,No,No,16,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,53.9,834.15,Yes +9124-LHCJQ,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.45,85.45,Yes +4536-PLEQY,Male,0,Yes,No,12,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.05,999.8,No +7029-IJEJK,Female,0,No,No,54,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,One year,No,Bank transfer (automatic),44.1,2369.7,No +8871-JLMHM,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),90.2,6297.65,No +2235-ZGKPT,Female,0,Yes,Yes,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.85,239.55,Yes +3891-PUQOD,Female,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,59.2,59.2,Yes +5447-VYTKW,Male,0,No,No,27,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,53.45,1461.45,No +3623-FQBOX,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,416.4,No +0689-NKYLF,Male,0,No,No,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,83.2,1060.6,Yes +8659-HDIYE,Female,1,No,No,64,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),74.65,4869.35,No +3658-KIBGF,Female,0,No,No,1,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,54.9,54.9,Yes +3474-BAFSJ,Male,0,Yes,No,57,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),57.5,3265.95,No +5519-YLDGW,Female,0,Yes,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.9,2254.2,Yes +3865-ZFZIB,Male,0,No,No,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,358.15,No +1855-AGAWH,Male,0,Yes,No,31,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,93.8,2939.8,No +7109-CQYUZ,Male,0,No,No,52,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,89.25,4652.4,No +1370-GGAWX,Female,0,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,94.15,4408.45,No +4680-KUTAJ,Female,1,No,No,11,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,55.6,580.8,No +5307-UVGNB,Female,0,Yes,Yes,53,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),48.7,2495.2,No +4946-EDSEW,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.25,180.3,Yes +2883-ILGWO,Male,1,No,No,57,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.9,5913.95,No +2516-VQRRV,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.45,158.4,Yes +7580-UGXNC,Female,1,No,No,2,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.85,104.2,Yes +3642-BYHDO,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1389.35,No +9629-NHXFW,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,19.4,No +2696-RZVZW,Male,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,1629.2,No +5766-FTRTS,Male,0,Yes,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,84.45,6033.1,No +0396-HUJBP,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,44.4,No +5178-LMXOP,Male,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.1,95.1,Yes +8879-ZKJOF,Female,0,No,No,41,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),79.85,3320.75,No +6285-FTQBF,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.55,1867.7,No +8185-UPYBR,Male,0,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,438,Yes +4585-HETAI,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.75,325.45,Yes +7526-BEZQB,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.05,1148.1,Yes +1474-JUWSM,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,68.4,3972.25,No +3530-CRZSB,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,155.9,No +8498-XXGWA,Female,0,Yes,No,65,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.15,3673.15,No +9617-INGJY,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.6,70.6,No +0621-TSSMU,Male,0,Yes,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.95,1126.75,No +7234-KMNRQ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19,73.45,No +7636-PEPNS,Female,0,Yes,Yes,58,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,44.1,2413.05,No +4683-WYDOU,Male,0,Yes,No,62,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.6,6912.7,No +9052-DHNKM,Male,0,No,No,26,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,No,Electronic check,61.55,1581.95,No +6794-HKIAJ,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),90.7,5586.45,No +5578-NKCXI,Female,0,Yes,Yes,58,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Credit card (automatic),99.25,5846.65,No +1642-HMARX,Female,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,91.7,6424.7,No +3096-WPXBT,Female,0,Yes,Yes,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),100.7,6018.65,No +8434-PNQZX,Female,0,No,No,42,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),78.45,3373.4,No +5950-AAAGJ,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),84.3,1537.9,No +4299-OPXEJ,Female,0,No,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.55,1080.55,No +4951-UKAAQ,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,88.95,355.2,Yes +9618-LFJRU,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.45,82.85,No +6693-DJWTY,Female,0,No,Yes,35,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Credit card (automatic),55.6,2016.45,No +0744-GKNGE,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),86.8,5327.25,No +6447-EGDIV,Female,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.95,683.25,No +1167-OYZJF,Female,1,Yes,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,1263.05,No +2108-YKQTY,Female,0,No,No,4,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),50.7,151.3,Yes +4806-DXQCE,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.65,7714.65,No +4918-QLLIW,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),53.4,188.7,Yes +7056-IMHCC,Male,1,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.9,5549.4,Yes +4854-SSLTN,Male,0,Yes,Yes,2,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,59.5,130.5,No +5294-DMSFH,Female,0,Yes,Yes,29,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),87.8,2621.75,No +4837-PZTIC,Female,0,No,No,47,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,41.9,1875.25,No +1625-JAIIY,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,Yes,Electronic check,83,5685.8,Yes +0603-OLQDC,Male,0,No,Yes,12,Yes,No,DSL,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,69.85,837.5,No +3272-VUHPV,Female,0,Yes,Yes,8,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),56.3,401.5,No +4176-FXYBO,Male,0,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,109.55,6118.95,No +1063-DHQJF,Male,0,Yes,Yes,69,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,92.15,6480.9,No +8663-UPDGF,Female,0,No,No,26,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.5,1800.05,No +6719-FGEDO,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),97,7104.2,No +1837-YQUCE,Female,0,No,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),58.35,4214.25,No +2947-DOMLJ,Male,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.6,50.6,Yes +4112-LUEIZ,Male,0,No,No,10,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,863.1,Yes +0369-ZGOVK,Female,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.4,1992.2,No +4510-HIMLV,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,69.8,Yes +9919-KNPOO,Female,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.3,1948.35,No +8749-JMNKX,Male,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.8,4750.95,Yes +7872-BAAZR,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.55,1007.9,No +9391-LMANN,Male,0,No,Yes,53,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,95.95,5036.9,No +2430-USGXP,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.05,2391.8,Yes +8174-TBVCF,Female,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),94.8,6859.05,No +1698-XFZCI,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.75,6521.9,No +1877-HKBQX,Female,0,No,No,11,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,54.6,617.85,No +4450-DLLMH,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),71.3,157.75,No +0428-AXXLJ,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.5,516.3,No +2746-DIJLO,Female,0,No,No,41,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Credit card (automatic),56.3,2364,No +5955-ERIHD,Male,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,1687.95,Yes +0917-EZOLA,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.15,7689.95,Yes +3508-VLHCZ,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.55,6239.05,No +4086-ATNFV,Female,0,Yes,Yes,34,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Mailed check,60.8,2042.05,No +0468-YRPXN,Male,0,No,No,29,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.8,2807.1,No +5996-NRVXR,Male,1,Yes,No,40,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),98.15,4116.8,No +3739-YBWAB,Male,0,Yes,No,36,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.35,1317.95,No +7047-FWEYA,Female,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,103.15,4594.65,No +2000-MPKCA,Female,0,No,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.75,6332.75,No +9762-YAQAA,Male,0,No,No,39,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,No,Credit card (automatic),81.4,3213.75,No +5949-EBSQK,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),61.45,229.55,Yes +5473-KHBPS,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),95.7,4976.15,No +0100-DUVFC,Male,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.8,7308.95,No +5397-TUPSH,Male,1,Yes,No,65,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.95,4555.2,No +8950-MTZNV,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.95,44.95,No +0326-VDYXE,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.65,6982.5,No +6773-LQTVT,Female,1,Yes,Yes,29,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,35.65,1025.15,No +7274-RTAPZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.55,90.55,Yes +0436-TWFFZ,Female,0,No,No,67,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,85.25,5714.2,No +8566-YPRGL,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.5,19.5,No +0311-UNPFF,Female,0,No,No,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),88.8,2274.35,Yes +6609-MXJHJ,Female,0,Yes,Yes,30,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,25.1,789.55,No +2669-OIDSD,Female,0,Yes,No,48,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.05,4834,No +8400-WZICQ,Female,0,Yes,Yes,55,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.7,3131.8,No +3834-XUIFC,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.2,602.55,Yes +9576-SYUHJ,Male,0,No,No,37,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.15,3369.25,No +0410-IPFTY,Female,0,Yes,No,31,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),83.85,2674.15,No +2831-EBWRN,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.9,199.75,No +9430-NKQLY,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.1,1790.8,No +8414-MYSHR,Male,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.4,449.75,Yes +0247-SLUJI,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,19.7,No +9402-ORRAH,Female,1,No,No,15,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.5,1400.3,No +6483-OATDN,Male,0,Yes,Yes,8,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),51.3,411.6,No +1293-HHSHJ,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,21.1,741,No +4840-ORQXB,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,104.75,5841.35,No +7599-FKVXZ,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),106.15,4512.7,Yes +3982-DQLUS,Male,1,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,85.75,5688.45,No +8610-ZIKJJ,Female,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,31.9,No +3756-VNWDH,Male,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,100.75,6674.65,No +7801-KICAO,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.15,1345.75,No +7673-LPRNY,Female,0,No,No,23,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,78.55,1843.05,No +8229-TNIQA,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.3,196.95,Yes +6060-QBMGV,Male,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1433.8,No +7339-POGZN,Female,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,50.7,214.55,No +2828-SLQPF,Male,0,No,No,19,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45,865.85,No +4465-VDKIQ,Female,0,No,No,18,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,77.8,1358.6,No +2921-XWDJH,Female,1,Yes,No,38,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.45,3147.15,No +6221-AVQYL,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.25,131.05,Yes +2558-BUOZZ,Male,0,No,No,47,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),94.8,4535.85,No +9257-AZMTZ,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1078.75,No +0003-MKNFE,Male,0,No,No,9,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,59.9,542.4,No +0975-UYDTX,Female,0,Yes,No,26,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),90.1,2312.55,No +7743-EXURX,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,51.05,415.05,Yes +4682-BLBUC,Male,0,Yes,No,44,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,70.95,3250.45,No +0975-VOOVL,Female,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,29.2,98.5,No +5968-VXZLG,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),46.6,87.9,No +5569-KGJHX,Female,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.35,754.65,Yes +4988-IQIGL,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.35,75.35,Yes +5201-FRKKS,Male,0,No,No,25,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74.3,1952.25,No +9799-CAYJJ,Female,1,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.3,153.8,No +7730-IUTDZ,Male,0,No,No,43,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.2,3198.6,Yes +0426-TIRNE,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,Yes +5443-SCMKX,Female,0,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,Yes,Electronic check,94.3,5610.15,No +8295-KMENE,Female,0,Yes,Yes,59,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Mailed check,76.45,4519.5,No +6738-ISCBM,Male,0,No,No,44,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,54,2440.25,No +9821-BESNZ,Male,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,104.25,6860.6,No +3678-MNGZX,Male,0,Yes,Yes,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.95,1377.7,No +1335-NTIUC,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.95,190.25,No +2916-BQZLN,Male,0,No,No,19,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.75,1651.95,No +4558-CGYCZ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,78.3,No +2368-GAKKQ,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),113.65,7939.25,No +8710-YGLWG,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.9,44.9,No +3199-XGZCY,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.25,576.7,No +3785-KTYSH,Male,0,No,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.6,1279,No +6814-ZPWFQ,Male,1,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25,1260.7,No +4063-EIKNQ,Male,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,267.35,No +6993-YCOBK,Male,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.6,6586.85,No +5206-HPJKM,Male,0,No,No,17,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55.5,934.15,No +7587-RZNME,Male,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.3,123.65,Yes +0748-RDGGM,Male,0,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.5,7534.65,Yes +8393-JMVMB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,19.45,No +5019-GQVCR,Male,1,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,3645.6,No +6036-TTFYU,Female,0,Yes,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,314.45,No +2550-AEVRU,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Electronic check,53.45,3053,No +0969-RGKCU,Male,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,677.05,No +0378-CJKPV,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),112.1,7965.95,No +4706-AXVKM,Female,1,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.8,906.85,Yes +5889-JTMUL,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.05,4888.7,Yes +9026-RNUJS,Male,1,No,No,5,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,50.35,237.25,Yes +3746-EUBYR,Male,0,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,74.6,Yes +2332-EFBJY,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.7,342.4,Yes +2880-FPNAE,Male,1,Yes,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.2,140.1,No +1703-MGIAB,Female,0,No,No,17,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,69,1108,No +4311-QTTAI,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.35,295.55,No +9474-PHLYD,Female,0,No,No,15,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,59.45,892.65,Yes +4318-RAJVY,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.8,198.25,No +2165-VOEGB,Female,0,No,Yes,46,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.2,4822.85,Yes +3612-YUNGG,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.2,6741.15,No +2254-DLXRI,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,79.15,79.15,No +5062-CJJKH,Male,0,Yes,Yes,25,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,No,Mailed check,53.65,1355.45,No +9028-LIHRP,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),100.2,7209,No +2219-MVUSO,Male,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.15,438.4,Yes +1053-MXTTK,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.65,7726.35,No +1530-ZTDOZ,Female,0,Yes,No,49,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),40.65,2070.75,No +1301-LOPVR,Male,0,Yes,Yes,29,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),55.35,1636.95,No +0853-TWRVK,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),105.6,7581.5,No +8914-RBTSB,Male,0,Yes,No,31,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,93.8,3019.5,Yes +6212-ATMLK,Female,0,No,No,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.7,4729.75,No +8200-LGKSR,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,83.2,6126.1,No +1568-BEKZM,Male,1,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.05,6333.4,No +0670-ANMUU,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,No,Credit card (automatic),97.65,6687.85,No +6897-RWMUB,Male,0,Yes,Yes,61,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),68.05,4158.25,No +0963-ZBDRN,Male,0,No,No,32,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,96.2,3183.4,Yes +7594-RQHXR,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.6,79.6,Yes +6999-CHVCF,Male,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Bank transfer (automatic),102.1,7149.35,No +6134-KWTBV,Male,0,No,No,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),23.4,1429.65,No +1077-HUUJM,Female,0,No,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.05,472.65,No +6331-EWIEB,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.25,1734.5,Yes +0895-LNKRC,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.45,113.5,No +2045-BMBTJ,Female,1,No,No,33,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),59.45,1884.65,No +8417-GSODA,Male,0,Yes,Yes,28,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),92.2,2568.15,No +5171-EPLKN,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,470,No +4452-QIIEB,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.9,278.4,No +5998-VVEJY,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,80.5,2088.8,Yes +1624-NALOJ,Male,1,No,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.8,502.6,Yes +6741-EGCBI,Male,1,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.5,2595.85,No +7820-ZYGNY,Male,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,No,Credit card (automatic),90.45,5825.5,No +4317-VTEOA,Male,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,50.75,50.75,Yes +9677-AVKED,Female,0,No,Yes,53,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,84.6,4449.75,No +1670-SVOWZ,Female,0,Yes,Yes,14,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.65,1208.35,Yes +2227-JRSJX,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.15,1956.4,No +9847-HNVGP,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,310.6,No +6696-YDAYZ,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,290.55,No +8980-WQFWL,Female,0,No,No,35,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,62.1,2096.1,No +1730-ZMAME,Female,1,No,No,32,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.5,2665,No +6506-EYCNH,Female,0,Yes,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.55,543.8,No +4634-JLRJT,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.35,20.35,No +9501-UKKNL,Male,0,No,No,59,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,51.7,3005.8,No +2560-QTSBS,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),23.3,1623.15,No +7541-YLXCL,Male,0,No,No,36,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,65.4,2498.4,Yes +4795-WRNVT,Female,0,No,No,40,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,No,Mailed check,65.1,2586,No +6080-TCMYC,Male,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.2,3292.3,No +0260-ZDLGK,Female,0,No,Yes,9,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,72.9,651.4,Yes +7860-UXCRM,Male,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),74.5,4674.55,No +6357-JJPQT,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.5,232.35,No +2292-XQWSV,Male,0,Yes,Yes,40,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,60.3,2448.5,No +9552-TGUZV,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,75,658.1,No +5913-INRQV,Male,1,Yes,No,34,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,One year,No,Mailed check,90.15,3128.8,No +8722-NGNBH,Male,0,No,No,5,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,40,223.45,Yes +6210-KBBPI,Male,1,No,No,9,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.45,919.4,Yes +9643-YBLUR,Male,0,Yes,No,9,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),69.05,653.95,No +8734-FNWVH,Male,0,Yes,Yes,31,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),59.7,1825.5,No +9447-YPTBX,Female,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.85,943.1,No +0133-BMFZO,Female,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,86.25,181.65,Yes +6128-CZOMY,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.65,45.65,Yes +9540-JYROE,Male,0,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.1,551.35,Yes +9026-LHEVG,Female,0,No,No,9,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,40.75,359.4,No +2260-USTRB,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.2,115.95,Yes +3656-TKRVZ,Female,0,No,No,3,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.35,165.2,Yes +7011-CVEUC,Male,0,Yes,No,25,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.7,2338.35,No +6185-TASNN,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46.3,46.3,No +7925-PNRGI,Female,0,Yes,Yes,45,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,No,Mailed check,81.3,3541.1,No +8623-TMRBY,Male,1,Yes,Yes,51,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.2,4146.05,Yes +1552-CZCLL,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20,1087.25,No +3038-PQIUY,Female,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),66.15,2522.4,No +1501-SGHBW,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.85,81,Yes +9313-CDOGY,Male,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.6,717.3,No +8148-BPLZQ,Male,0,No,No,34,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.8,1734.2,No +2623-DRYAM,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,101.75,7069.3,No +9987-LUTYD,Female,0,No,No,13,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Mailed check,55.15,742.9,No +3208-YPIOE,Male,0,No,No,39,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.25,3017.65,Yes +4488-KQFDT,Female,0,No,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.95,6423,No +2612-RANWT,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.15,1164.3,Yes +5693-PIPCS,Male,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),99.65,4220.35,No +0491-KAPQG,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.7,1558.7,No +1925-LFCZZ,Male,1,No,No,55,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),50.05,2743.45,No +8039-EQPIM,Male,0,Yes,No,69,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),60.25,4055.5,No +6900-PXRMS,Male,1,Yes,Yes,26,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,105.75,2710.25,Yes +8707-RMEZH,Female,1,Yes,No,69,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Credit card (automatic),87.3,6055.55,No +3346-BRMIS,Female,1,Yes,No,18,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.35,810.7,Yes +3209-ZPKFI,Male,0,Yes,Yes,47,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.25,2538.2,No +6479-VDGRK,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.3,6129.2,No +9373-WSLOY,Male,1,Yes,No,33,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,50,1750.85,No +2933-FILNV,Female,0,Yes,Yes,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.4,36.55,Yes +3569-JFODW,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),90.95,6652.45,No +9819-FBNSV,Male,1,Yes,No,37,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.25,2575.45,No +9544-PYPSJ,Female,1,Yes,Yes,62,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),96.1,6019.35,No +1591-XWLGB,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1379.6,No +0396-UKGAI,Male,0,No,Yes,23,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),55.3,1284.2,No +3243-ZHOHY,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,296.15,No +5186-EJEGL,Male,0,No,No,9,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,69.5,653.25,No +7527-QNRUS,Male,0,Yes,Yes,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,25.15,412.6,No +9986-BONCE,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,85.5,Yes +2722-JMONI,Female,1,Yes,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.55,49.55,Yes +2203-GHNWN,Female,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.65,1928.7,No +3878-AVSOQ,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.25,71.25,No +3258-SYSWS,Male,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),113.8,7845.8,No +5296-PSYVW,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.55,1750.7,No +6319-QSUSR,Female,0,No,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,216.2,No +4083-EUGRJ,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,178.5,Yes +7579-OOPEC,Female,1,Yes,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),50.15,115.1,Yes +0512-FLFDW,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),100.5,6029,No +1771-OADNZ,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.9,2745.2,Yes +0487-CRLZF,Female,0,No,No,49,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.45,3721.9,No +2107-FBPTK,Female,1,No,No,30,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.1,3121.1,No +9451-WLYRI,Female,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.05,990.45,No +8219-VYBVI,Male,0,No,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,1004.35,No +1991-VOPLL,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.05,157.65,No +9738-QLWTP,Male,0,No,No,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,One year,No,Electronic check,81.9,3219.75,No +1016-DJTSV,Male,1,No,No,8,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,572.85,No +9419-IPPBE,Female,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,One year,Yes,Electronic check,90.15,4554.85,No +0174-QRVVY,Male,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.35,1847.55,No +5699-BNCAS,Male,1,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.65,1766.75,No +2900-PHPLN,Female,1,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.55,1462.05,No +0612-RTZZA,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,25.25,Yes +8106-GWQOK,Male,0,Yes,No,38,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60,2193.2,No +8751-EDEKA,Female,0,Yes,No,28,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),89.9,2433.5,No +6878-GGDWG,Female,0,Yes,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.4,641.15,No +4039-PIMHX,Male,1,Yes,No,49,Yes,No,DSL,No,Yes,No,No,No,No,Two year,No,Mailed check,49.8,2398.4,No +8450-LUGUK,Female,0,Yes,Yes,37,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.1,861.85,No +3604-WLABM,Female,0,No,No,10,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,54.25,583,No +0795-GMVQO,Male,0,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),109.9,7332.4,No +2259-OUUSZ,Male,0,No,No,7,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),35.5,249.55,No +1142-IHLOO,Female,0,No,No,51,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Credit card (automatic),87.55,4475.9,No +6410-LEFEN,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.15,416.45,Yes +4633-MKHYU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,88.4,788.6,No +6257-RJOHI,Male,0,No,No,4,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.8,202.3,No +1545-JFUML,Male,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Electronic check,99,6994.6,No +3194-ORPIK,Female,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),84.4,4116.15,Yes +7826-VVKWT,Female,1,Yes,Yes,24,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,96.55,2263.45,No +1353-GHZOS,Male,0,Yes,No,22,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Bank transfer (automatic),59.75,1374.35,No +2587-EKXTS,Male,0,No,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,111.5,4915.15,No +5442-BXVND,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),24.25,838.5,No +8816-VXNZD,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,75.1,Yes +9378-FXTIZ,Female,0,Yes,No,54,Yes,Yes,DSL,No,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),70.15,3715.65,Yes +1723-HKXJQ,Male,0,No,No,42,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.75,4273.45,Yes +7825-GKXMW,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.8,45.8,Yes +9753-OYLBX,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,No +2364-UFROM,Male,0,No,No,30,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Electronic check,70.4,2044.75,No +6656-JWRQX,Female,0,No,No,1,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,30.55,30.55,No +6473-ULUHT,Male,0,Yes,Yes,16,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,84.9,1398.25,No +1240-KNSEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.1,20.1,Yes +0836-SEYLU,Male,0,Yes,No,9,No,No phone service,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Mailed check,40.65,328.95,Yes +4433-JCGCG,Male,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101,4680.05,Yes +3716-BDVDB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,69.1,Yes +7688-AWMDX,Male,0,Yes,No,71,Yes,No,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),54.5,3778.2,No +2842-BCQGE,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.35,3161.4,No +7244-QWYHG,Male,0,Yes,No,50,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),44.45,2188.45,No +5899-MQZZL,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75,999.45,Yes +6849-OYAMU,Male,0,Yes,Yes,19,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),100,1888.65,Yes +5312-UXESG,Female,0,No,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),98.05,3990.6,No +9488-HGMJH,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.15,71.15,Yes +6038-GCYEC,Female,0,No,No,24,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),54.15,1240.25,Yes +2150-WLKUW,Female,0,Yes,No,40,Yes,Yes,DSL,No,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),63.9,2635,No +7159-FVYPK,Female,0,Yes,Yes,3,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),69.15,235,No +7032-LMBHI,Female,0,No,No,37,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,No,Bank transfer (automatic),64.65,2347.85,No +1150-WFARN,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.75,7156.2,Yes +6088-BXMRG,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.85,3089.6,No +3144-AUDBS,Female,0,Yes,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.15,270.8,Yes +4821-SJHJV,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,89.6,2901.8,No +7346-MEDWM,Female,0,No,No,59,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,83.25,4949.1,No +1137-DGOWI,Female,0,Yes,No,30,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),70.25,2198.9,No +5616-PRTNT,Male,0,No,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.4,374.5,Yes +3812-LRZIR,Female,0,Yes,Yes,27,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.5,761.95,No +4818-QIUFN,Female,1,No,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,1520.9,Yes +9483-GCPWE,Male,0,No,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,190.25,No +4227-OJHAL,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),73,5163,No +9220-CXRSC,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Two year,No,Credit card (automatic),61.4,4059.85,No +4993-JCRGJ,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,84.3,2281.6,No +9537-JALFH,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1356.7,No +6698-OXETB,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.4,231.45,No +2103-ZRXFN,Male,0,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.75,50.75,No +3724-BSCVH,Male,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,242.4,No +4877-TSOFF,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),75.75,4264.25,No +9209-NWPGU,Male,0,No,No,44,Yes,No,DSL,Yes,No,No,Yes,Yes,No,One year,No,Electronic check,65.4,2774.55,No +6961-VCPMC,Male,1,Yes,No,46,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.4,3605.2,Yes +7306-YDSOI,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.75,4069.9,No +5288-AHOUP,Male,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.5,874.2,No +6688-UZPWD,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,102,1145.35,Yes +0655-YDGFJ,Male,0,No,No,29,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),48.95,1323.7,No +8468-EHYJA,Female,0,Yes,No,57,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.65,5497.05,No +6823-SIDFQ,Male,0,No,No,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),18.25,534.7,No +1097-FSPVW,Female,0,No,No,42,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),54.55,2455.05,No +2839-RFSQE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,38.7,Yes +8328-SKJNO,Male,0,No,Yes,23,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),40.65,947.4,No +7010-ZMVBF,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,357,No +5201-CBWYG,Male,0,Yes,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.8,1476.25,No +0968-GSIKN,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.8,70.8,Yes +1965-DDBWU,Male,0,No,No,16,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),89.05,1448.6,Yes +9057-SIHCH,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.6,291.9,Yes +6352-GIGGQ,Male,0,No,No,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),88.8,5903.15,No +3635-QQRQD,Male,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.05,1201.65,No +6771-XWBDM,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,5921.35,Yes +2897-DOVND,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,146.65,No +3082-YVEKW,Female,0,Yes,Yes,23,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),77.15,1759.4,No +0191-EQUUH,Female,0,No,Yes,25,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),35.05,844.45,No +7134-HBPBS,Female,1,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.1,7774.05,No +3489-HHPFY,Female,0,Yes,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.05,134.05,No +2926-JEJJC,Female,0,No,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.2,140.95,No +8601-QACRS,Female,0,No,No,5,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.6,249.95,Yes +4950-BDEUX,Male,0,No,No,35,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,49.2,1701.65,No +5789-LDFXO,Male,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.6,592.65,No +0508-OOLTO,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,135.75,No +2984-TBYKU,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),104.9,7732.65,No +9822-WMWVG,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,106.5,4282.4,No +2391-SOORI,Male,0,No,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.35,219.65,Yes +9040-KZVWO,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,No,Bank transfer (automatic),75.5,2018.1,No +2645-QTLMB,Male,0,No,No,7,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,669,Yes +4806-HIPDW,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.95,68.95,Yes +1548-ARAGG,Female,0,Yes,Yes,4,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,58.5,224.85,No +6339-RZCBJ,Male,0,No,No,48,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),78.9,3771.5,No +4424-TKOPW,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.85,196.75,Yes +4415-WNGVR,Female,1,Yes,No,12,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,79.2,943.85,No +2522-AHJXR,Male,0,Yes,No,60,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.45,6572.85,No +0412-UCCNP,Male,0,No,No,55,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Electronic check,59.2,3175.85,No +1816-FLZDK,Male,0,No,No,1,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,29.15,29.15,No +7096-UCLNH,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No +8443-ZRDBZ,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,318.9,Yes +9136-ALYBR,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.45,24.45,Yes +4615-PIVVU,Female,0,No,No,42,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),66.5,2762.75,No +8885-QSQBX,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),49.55,49.55,No +7479-NITWS,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.35,631.85,Yes +8617-ENBDS,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),73.6,232.5,No +9385-NXKDA,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),82.65,5919.35,No +0430-IHCDJ,Male,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49,749.25,No +2959-MJHIC,Male,0,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.35,307.4,Yes +6674-KVJHG,Female,0,No,No,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,25.2,245.15,No +1814-DKOLC,Female,0,No,No,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.45,134.75,No +4201-JMNGR,Female,1,No,No,1,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,55.8,55.8,Yes +9351-HXDMR,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.9,8240.85,No +3537-HPKQT,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),77.75,4266.4,No +2129-ALKBS,Female,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,26.2,1077.5,No +5821-MMEIL,Female,0,Yes,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.9,1115.6,No +5960-WPXQM,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.05,79.05,Yes +0684-AOSIH,Male,0,Yes,No,1,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95,95,Yes +8260-NGFNY,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.2,25.2,Yes +1309-XGFSN,Male,1,Yes,Yes,52,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.85,4079.55,No +1866-RZZQS,Male,1,No,No,41,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.4,4187.75,Yes +6968-URWQU,Male,0,Yes,No,43,Yes,No,DSL,No,No,No,No,Yes,No,One year,Yes,Mailed check,56.35,2391.15,No +4742-TXUEX,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.3,890.5,No +9631-XEYKE,Male,0,No,No,3,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.4,137.25,No +8631-NBHFZ,Male,1,Yes,Yes,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),79.4,5154.6,Yes +1335-MXCSE,Male,0,Yes,Yes,55,Yes,No,DSL,No,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),55.25,3119.9,No +8873-TMKGR,Male,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.1,529.5,No +8800-JOOCF,Female,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.05,966.55,No +1469-LBJQJ,Female,0,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.2,6936.85,No +4958-XCBDQ,Male,1,No,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,3496.3,Yes +8337-UPOAQ,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.8,914.3,Yes +0064-YIJGF,Male,0,Yes,Yes,27,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.75,1929,No +2386-OWURY,Female,0,No,No,58,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,95.3,5817.7,No +1725-IQNIY,Male,0,Yes,No,54,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),109.75,6110.2,Yes +0310-VQXAM,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,178.8,No +6598-RFFVI,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,28.3,Yes +3453-RTHJQ,Male,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,435,No +6712-OAWRH,Female,1,No,No,26,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.25,2351.8,Yes +6278-FEPBZ,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,186.15,No +4280-DLSHD,Male,0,Yes,No,8,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,54.75,445.85,No +1508-DFXCU,Male,0,No,No,12,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81.45,912,No +8614-VGMMV,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.1,679.55,Yes +7868-BGSZA,Male,0,Yes,No,43,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.2,3581.6,No +2800-QQUSO,Male,0,No,No,42,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.3,4222.95,No +2930-UOTMB,Female,0,No,No,31,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),65.25,1994.3,Yes +7973-DZRKH,Female,0,No,Yes,66,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),90.95,5930.05,No +5914-DVBWJ,Female,1,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.45,1505.85,Yes +7698-YFGEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,20,No +2533-QVMSK,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Electronic check,94.1,5638.3,Yes +9773-PEQBZ,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,79.85,797.25,No +8644-XLFBW,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71.65,71.65,Yes +0650-BWOZN,Female,1,No,No,18,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.55,1359.45,No +8625-AZYZY,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.65,2542.45,Yes +7785-RDVIG,Female,0,Yes,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,54.7,No +9602-WCXPI,Male,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.15,989.05,No +2903-YYTBW,Male,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.55,44.55,No +3620-MWJNE,Male,0,No,No,2,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,54.45,87.3,No +8573-JGCZW,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.65,351.55,No +6837-HAEVO,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,105,7297.75,No +6701-YVNQG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),88.7,6301.7,No +9306-CPCBC,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.25,210.3,Yes +4304-XUMGI,Male,1,Yes,Yes,50,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Bank transfer (automatic),75.15,3822.45,No +9504-YAZWB,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.25,1048.45,No +8819-ZBYNA,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.1,6393.65,No +6174-NRBTZ,Male,0,No,No,46,No,No phone service,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),30.75,1489.3,No +9481-IEBZY,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),112.9,8061.5,No +1833-VGRUM,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.2,74.2,Yes +6137-NICCO,Female,0,Yes,Yes,6,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,94.05,518.75,No +9065-ZCPQX,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),78.85,5763.15,No +6402-EJMWF,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,55.3,238.5,No +3620-EHIMZ,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,1031.7,No +3213-VVOLG,Male,0,Yes,Yes,0,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.35, ,No +6870-ECSHE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,34.8,No +8747-UDCOI,Female,0,Yes,No,65,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1319.95,No +8374-XGEJJ,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101,4388.4,Yes +2656-TABEH,Male,0,Yes,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,420.2,Yes +6946-LMSQS,Male,1,Yes,No,25,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,One year,Yes,Electronic check,89.05,2177.45,Yes +4626-OZDTJ,Female,0,Yes,No,51,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),78.65,3950.85,No +9169-BSVIN,Male,0,No,No,12,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),74.75,827.05,No +2325-ZUSFD,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),70.1,3913.3,Yes +8194-PEEBY,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,533.5,No +6872-HXFNF,Female,0,Yes,No,64,Yes,Yes,DSL,No,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),58.35,3756.45,No +3932-CMDTD,Female,0,No,No,4,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,105.65,443.9,Yes +7714-YXSMB,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.5,2599.95,No +8387-UGUSU,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,284.3,No +1080-BWSYE,Male,1,Yes,No,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.65,1740.8,No +4039-HEUNW,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.5,3436.1,Yes +1194-HVAIF,Female,0,Yes,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),95,2462.55,No +0812-WUPTB,Male,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.85,70.85,Yes +3594-UVONA,Female,0,No,No,35,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),85.95,3110.1,Yes +0004-TLHLJ,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.9,280.85,Yes +1767-TGTKO,Female,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.45,411.75,No +8439-LTUGF,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20,198.6,No +8805-JNRAZ,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.2,103.7,No +5089-IFSDP,Female,0,Yes,No,58,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.45,6144.55,Yes +6418-HNFED,Male,0,Yes,No,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.25,4089.45,No +0206-OYVOC,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.25,864.2,No +7291-CDTMJ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.65,19.65,No +7128-GGCNO,Male,0,No,No,46,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),72.8,3249.4,No +0237-YFUTL,Female,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.65,5405.8,No +7691-KGKGP,Male,0,Yes,Yes,53,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,No,Credit card (automatic),65,3363.8,No +6710-HSJRD,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,114.1,7132.15,No +3675-EQOZA,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.65,93.55,No +0840-DCNZE,Male,0,No,No,47,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),86.95,4138.9,No +1732-FEKLD,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),94.75,5121.75,No +9862-KJTYK,Male,0,No,Yes,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.35,566.1,No +0479-HMSWA,Female,0,No,Yes,26,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,105.45,2715.3,No +5854-KSRBJ,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1782.05,No +0365-BZUWY,Male,0,Yes,No,17,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.55,1742.5,No +4817-VYYWS,Female,0,No,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,2983.8,Yes +5701-SVCWR,Female,0,No,Yes,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24,24,No +3129-AAQOU,Female,0,Yes,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.6,485.9,No +4922-CVPDX,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),73.5,1905.7,No +1396-QWFBJ,Female,0,Yes,Yes,21,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.05,1565.7,Yes +1357-BIJKI,Male,0,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,98.25,4858.7,No +1099-BTKWT,Female,0,Yes,No,68,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,54.4,3723.65,No +5299-SJCZT,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.55,298.35,Yes +2018-PZKMU,Male,0,Yes,Yes,9,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.1,970.45,No +7340-KEFQE,Female,0,Yes,Yes,51,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),34.2,1782,No +4570-QHXHL,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,43.75,405.7,No +2403-BCASL,Male,1,Yes,Yes,41,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.95,4534.9,Yes +7392-YYPYJ,Male,0,No,No,22,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.65,2415.95,No +2898-LSJGD,Female,0,Yes,Yes,21,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,55.95,1157.05,Yes +2223-GDSHL,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,8297.5,No +7359-PTSXY,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.75,45.75,Yes +9470-RTWDV,Male,0,Yes,Yes,26,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),82,2083.1,No +2176-OSJUV,Male,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),65.15,4681.75,No +9348-YVOMK,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.8,176.2,No +8104-OSKWT,Female,0,No,No,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.8,1001.2,No +4521-YEEHE,Female,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,88.85,1594.75,No +4090-KPJIP,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.95,212.4,No +3786-WOVKF,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),106.85,7677.4,No +4503-BDXBD,Male,0,No,No,11,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.95,815.5,Yes +6086-ESGRL,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),80.15,80.15,Yes +2592-HODOV,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,259.65,No +3886-CERTZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.25,8109.8,Yes +7995-ZHHNZ,Male,0,Yes,No,42,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,No,Credit card (automatic),56.1,2386.85,No +3824-RHKVR,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,340.35,No +5816-SCGFC,Female,1,No,No,7,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,51.3,419.35,No +5989-AXPUC,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,118.6,7990.05,No +4979-HPRFL,Male,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.15,1402.25,No +8590-OHDIW,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,749.35,No +8015-IHCGW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,115.5,8425.15,No +2332-TODQS,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),25.05,1171.5,No +9278-VZKCD,Female,1,Yes,No,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,109.1,5647.95,No +8008-OTEZX,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,708.8,No +2773-OVBPK,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.3,7567.2,No +5999-LCXAO,Female,0,No,No,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.9,29.9,No +5206-XZZQI,Male,0,No,No,53,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,80.6,4348.1,No +4803-LBYPN,Male,0,Yes,Yes,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,635.9,No +5759-RCVCB,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),35.2,108.95,Yes +6372-RFVNS,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.8,78.8,Yes +2139-FQHLM,Male,0,No,No,19,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Mailed check,89.95,1682.4,No +8261-GWDBQ,Female,1,Yes,No,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.05,6925.9,No +1093-YSWCA,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,223.15,No +8938-UMKPI,Female,0,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,5127.95,Yes +0991-BRRFB,Male,0,No,No,18,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.4,874.8,Yes +3882-IYOIJ,Female,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.25,6758.45,No +8749-TZYEC,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.8,1874.3,No +1755-FZQEC,Male,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,791.15,No +3115-JPJDD,Female,0,Yes,No,59,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),81.25,4639.45,No +5600-KTXFM,Male,0,Yes,Yes,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.95,143.9,No +3871-IKPYH,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.1,69.1,Yes +6319-IEJWJ,Male,0,Yes,Yes,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.2,1776.55,Yes +9025-AOMKI,Female,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.55,536.4,Yes +6339-TBELP,Male,0,No,No,71,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),86.4,6172,No +7964-YESJC,Female,0,Yes,No,24,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,66.3,1559.45,No +6173-GOLSU,Male,1,Yes,No,67,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.65,6079,No +5275-SQEIZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,80.85,80.85,Yes +7716-YTYHG,Female,0,Yes,Yes,48,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,One year,Yes,Mailed check,82.05,4029.95,Yes +9938-ZREHM,Female,0,Yes,No,37,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,No,Mailed check,72.1,2658.4,No +7950-XWOVN,Male,0,No,No,11,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,34.7,383.55,No +4390-KYULV,Male,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.55,51.15,Yes +4647-MUZON,Female,0,Yes,No,18,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.95,1745.5,No +9702-AIUJO,Male,0,Yes,Yes,50,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),44.8,2230.85,No +8849-PRIQJ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.4,7281.6,No +8851-RAGOV,Female,0,Yes,No,25,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,71.05,1837.7,No +1304-NECVQ,Female,1,No,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.55,149.55,Yes +5396-IZEPB,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,180.7,No +1729-VLAZJ,Female,0,No,Yes,10,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,40.25,411.45,No +8285-ABVLB,Female,0,Yes,No,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1328.35,No +0701-TJSEF,Male,0,No,No,9,Yes,No,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),68.25,576.95,No +5712-VBOXD,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.15,68.45,No +6629-LADHQ,Female,0,No,No,2,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.95,123.05,No +8945-GRKHX,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.65,78.65,Yes +1559-DTODC,Male,0,No,No,19,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.15,468.35,No +4797-MIWUM,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.25,174.7,No +6959-UWKHF,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,42.9,42.9,Yes +8720-RQSBJ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44,44,No +4537-CIBHB,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,172.35,No +3815-SLMEF,Female,0,No,No,3,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,34.25,139.35,Yes +5154-VEKBL,Female,0,No,No,9,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Mailed check,58.5,539.85,Yes +4324-AHJKS,Female,0,No,No,5,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),55.8,300.4,No +4355-CVPVS,Female,0,Yes,Yes,56,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),88.9,4968,No +4495-LHSSK,Female,0,No,Yes,18,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,57.65,992.7,No +5655-JSMZM,Male,1,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.2,4718.25,Yes +5915-ANOEI,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,79.15,5536.5,No +9861-PDSZP,Female,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.05,7806.6,No +4505-EXZHB,Female,1,No,No,6,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,74.4,434.1,Yes +7225-CBZPL,Male,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.8,1563.9,No +6704-UTUKK,Male,0,Yes,No,29,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.9,1332.4,No +4587-VVTOX,Female,0,Yes,No,6,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,545.2,Yes +2019-HDCZY,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,102.6,6296.75,No +4652-NNHNY,Male,0,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),73.85,1284.2,Yes +8788-DOXSU,Male,0,No,No,59,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),61.35,3645.5,No +7404-JLKQG,Female,0,No,No,3,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,57.55,161.45,No +7421-ZLUPA,Female,0,No,No,8,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,29.25,226.95,No +8972-HJWNV,Female,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.55,646.85,Yes +3274-NSDWE,Female,0,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,1441.65,No +2632-IVXVF,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),111.75,7511.3,No +3692-JHONH,Female,1,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.5,5621.85,No +8915-NNTRC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.7,7919.8,No +5914-GXMDA,Female,0,Yes,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,593.2,No +7463-IFMQU,Female,0,Yes,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,1423.65,No +2920-RNCEZ,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.95,69.95,No +2541-YGPKE,Male,0,Yes,Yes,42,Yes,No,DSL,Yes,No,No,Yes,No,Yes,One year,No,Credit card (automatic),63.7,2763.35,No +8515-OCTJS,Female,0,No,No,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,692.1,Yes +5382-TEMLV,Male,0,No,No,45,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.9,2298.55,No +3441-CGZJH,Female,0,Yes,Yes,43,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60.4,2640.55,No +9592-ERDKV,Male,0,Yes,No,37,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Mailed check,79.25,2911.8,No +2860-RANUS,Female,1,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.8,1727.5,Yes +5261-QSHQM,Female,0,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.45,86.6,Yes +4778-IZARL,Male,0,Yes,No,63,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.1,6705.7,No +0432-CAJZV,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,90.7,237.65,No +7008-LZVOZ,Male,0,Yes,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1672.35,No +8868-WOZGU,Male,0,No,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.7,2979.5,Yes +1200-TUZHR,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.2,695.75,No +9365-CSLBQ,Male,0,No,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.35,1654.6,No +1334-FJSVR,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.25,24.25,Yes +5884-FBCTL,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.1,1857.85,No +7130-CTCUS,Male,1,Yes,No,16,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),54.55,825.1,No +6242-FEGFD,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,96.6,6424.25,No +7625-XCQRH,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,837.95,Yes +6194-HBGQN,Male,0,No,No,51,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),81.15,4126.2,No +7634-WSWDB,Female,0,No,Yes,8,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,38.5,330.8,No +6986-IXNDM,Male,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.9,1337.45,No +1731-TVIUK,Female,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,93.5,362.2,Yes +2987-BJXIK,Female,0,No,No,70,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Mailed check,84.7,5991.05,No +9769-TSBZE,Female,0,No,Yes,70,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Electronic check,66,4891.5,No +0406-BPDVR,Female,1,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),101.5,5373.1,Yes +0618-XWMSS,Male,0,No,Yes,28,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,2068.55,Yes +1395-WSWXR,Male,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,487.05,No +6023-GSSXW,Female,0,Yes,No,69,Yes,No,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Credit card (automatic),61.45,4131.2,No +6752-APNJL,Male,0,Yes,Yes,42,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.5,2301.15,No +5276-KQWHG,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,131.65,Yes +0420-HLGXF,Female,1,No,No,39,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.75,4036,No +7446-KQISO,Male,0,Yes,Yes,45,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.75,4900.65,No +9823-EALYC,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),80.85,5727.45,No +0582-AVCLN,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.3,743.05,No +5803-NQJZO,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),67.8,4804.65,No +2565-JSLRY,Male,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.05,24.05,Yes +2607-DHDAK,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.8,1414.65,No +1073-XXCZD,Male,0,Yes,No,55,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.7,1443.65,No +0743-HRVFF,Female,0,Yes,Yes,51,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,56.15,2898.95,No +4006-HKYHO,Male,0,No,No,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.7,5309.5,No +3727-JEZTU,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,No +8143-ETQTI,Female,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.65,451.55,No +6689-KXGBO,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,50.55,50.55,Yes +9667-TKTVZ,Female,0,No,No,2,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,54.35,117.05,No +3657-COGMW,Female,1,No,No,52,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),108.1,5839.3,No +8570-KLJYJ,Female,0,No,No,36,Yes,Yes,DSL,Yes,No,No,No,No,No,One year,No,Mailed check,54.45,1893.5,No +7754-IXRMC,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.35,45.35,No +9473-CBZOP,Female,0,No,No,28,Yes,Yes,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,59,1654.45,No +2969-WGHQO,Female,0,Yes,Yes,7,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,One year,No,Electronic check,69.45,477.05,No +6615-NGGZJ,Male,0,No,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.55,1415.55,Yes +4334-HOWRP,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.95,4546,No +4255-DDUOU,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.5,20.5,Yes +5863-OOKCL,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.85,163.2,No +1686-STUHN,Male,0,No,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,849.9,No +1329-VHWNP,Female,0,No,No,7,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),25.05,189.95,No +2984-MIIZL,Male,0,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.8,321.9,Yes +0266-GMEAO,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.3,8058.55,No +5590-YRFJT,Female,0,Yes,No,20,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.45,482.8,Yes +5574-NXZIU,Male,0,No,No,63,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.2,7049.75,No +0019-GFNTW,Female,0,No,No,56,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),45.05,2560.1,No +4256-ZWTZI,Female,0,No,Yes,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,51,286.8,No +8309-PPCED,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.45,7982.5,No +4098-NAUKP,Male,1,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.65,5683.6,No +5196-WPYOW,Male,0,Yes,Yes,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,60.05,3994.05,No +4608-LCIMN,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.65,369.15,No +1485-YDHMM,Male,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.25,4631.7,No +4054-CUMIA,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,401.95,No +0603-TPMIB,Female,0,Yes,Yes,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.45,1534.05,No +2525-GVKQU,Female,0,No,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,1093,No +8161-QYMTT,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.1,701.3,No +9581-GVBXT,Male,0,Yes,Yes,59,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,34.8,1980.3,No +5862-BRIXZ,Male,0,No,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.75,2893.4,No +5404-GGUKR,Male,0,No,No,5,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,51.35,262.3,No +3308-JSGML,Male,1,Yes,No,59,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),64.05,3886.85,No +2126-GSEGL,Female,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.8,5917.55,No +3677-TNKIO,Female,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),71,914,Yes +0440-QEXBZ,Female,0,No,No,44,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.15,2139.1,No +2434-EEVDB,Female,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),94.6,5948.7,No +6762-QVYJO,Female,0,Yes,Yes,58,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Mailed check,59.75,3624.35,No +6199-IWKGC,Female,1,Yes,No,46,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Electronic check,100.25,4753.85,No +2675-DHUTR,Male,1,Yes,No,58,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.9,5780.7,No +8152-VETUR,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Credit card (automatic),97.7,6869.7,No +9667-EQRXU,Female,1,No,No,30,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,40.3,1172.95,Yes +7446-YPODE,Male,1,No,No,11,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),60.25,662.95,No +9522-BNTHX,Female,1,No,No,34,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,56.25,1765.95,No +4676-WLUHT,Male,0,No,No,54,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Two year,No,Bank transfer (automatic),46.2,2431.95,No +3329-WDIOK,Female,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.6,155.35,Yes +7980-MHFLQ,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.9,1859.2,No +2873-ZLIWT,Female,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,84.85,3303.05,Yes +3415-TAILE,Female,0,Yes,Yes,2,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,65.7,134.35,Yes +0757-WCUUZ,Male,0,Yes,Yes,54,Yes,Yes,DSL,No,No,Yes,No,No,Yes,Two year,No,Credit card (automatic),63.35,3409.1,No +1629-DQQVB,Female,0,No,No,14,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),50.1,709.5,No +1915-IOFGU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.5,70.5,Yes +3045-XETSH,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.85,953.45,Yes +0374-AACSZ,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,50.15,50.15,No +7239-HZZCX,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,Yes +4872-VXRIL,Male,0,No,No,56,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),64.65,3665.55,No +9140-CZQZZ,Female,0,Yes,No,68,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.6,5515.8,No +3423-HHXAO,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.5,272,No +9938-TKDGL,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,99.55,6668,No +0531-ZZJWQ,Male,1,Yes,No,55,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74,4052.4,No +6537-QLGEX,Female,0,No,No,16,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,38.9,664.4,No +2688-BHGOG,Male,1,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.55,718.55,No +7683-CBDKJ,Male,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,65.45,937.6,Yes +0946-CLJTI,Male,1,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,5812.6,Yes +3160-TYXLT,Male,0,No,No,53,No,No phone service,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),46.3,2546.85,No +1325-USMEC,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),99.35,6944.5,No +0916-QOFDP,Female,1,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.8,1346.3,No +0628-CNQRM,Male,0,Yes,Yes,22,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),67.5,1544.05,Yes +5606-AMZBO,Female,0,Yes,No,10,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),78.15,765.15,No +6199-IPCAO,Female,0,Yes,Yes,29,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,26.1,692.55,No +7665-TOALD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes +0112-QWPNC,Male,0,Yes,No,49,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,84.35,4059.35,Yes +0324-BRPCJ,Female,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,6851.65,Yes +2777-PHDEI,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.05,78.05,Yes +5640-CAXOA,Female,0,No,No,30,No,No phone service,DSL,No,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),40.35,1187.05,No +2235-EZAIK,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),79.2,5401.9,No +3847-BAERP,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.9,247,No +1196-AMORA,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,73.6,520,Yes +4282-YMKNA,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,706.6,Yes +1453-RZFON,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,49.9,49.9,No +8263-OKETD,Female,0,No,No,20,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),68.9,1370.35,No +0670-KDOMA,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No +2476-YGEFM,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),76,2215.25,No +8687-BAFGU,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,74,74,No +0641-EVBOJ,Male,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,82.3,214.4,No +0829-XXPLX,Female,0,No,No,20,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.4,1871.15,No +9974-JFBHQ,Male,0,No,Yes,64,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.15,6171.2,No +5356-RHIPP,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes +6624-JDRDS,Female,0,No,No,6,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),29.45,161.45,No +0608-JDVEC,Male,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.8,1013.2,No +9780-FKVVF,Male,0,No,No,6,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),59.15,336.7,No +1919-RTPQD,Male,0,Yes,Yes,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.75,333.65,No +5214-NLTIT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),90.8,6511.8,No +3345-PBBFH,Male,0,Yes,No,8,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.55,393.45,No +5055-BRMNE,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),106.7,7009.5,No +9189-JWSHV,Female,1,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.55,2264.05,Yes +2190-PHBHR,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Two year,Yes,Credit card (automatic),94.45,6921.7,No +2650-GYRYL,Male,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.45,600.25,No +0746-JTRFU,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.05,56.35,Yes +5208-FVQKB,Male,0,Yes,No,70,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,67.95,4664.15,No +7184-LRUUR,Female,0,No,No,22,Yes,No,DSL,No,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),65.25,1441.8,No +6627-CFOSN,Female,0,No,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),99.45,5623.7,No +3982-JGSFD,Male,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.35,695.85,No +1574-DYCWE,Female,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1028.75,No +7247-XOZPB,Male,0,Yes,No,53,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),77.4,4155.95,No +2466-FCCPT,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.7,395.6,No +6211-WWLTF,Male,0,Yes,No,63,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),99.7,6330.4,No +4826-TZEVA,Female,0,No,No,40,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.8,2971.7,No +6016-NXBNJ,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.15,638,No +9138-EFSMO,Male,0,Yes,Yes,26,Yes,No,Fiber optic,No,No,No,No,No,Yes,One year,No,Bank transfer (automatic),78.95,2034.25,No +0576-WNXXC,Male,1,Yes,No,27,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.55,2510.2,Yes +4632-XJMEX,Male,0,No,Yes,53,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),62.85,3419.5,No +8910-LEDAG,Male,1,Yes,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),71.55,2427.35,No +3452-GWUIN,Female,1,Yes,No,19,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.95,1760.25,No +2716-GFZOR,Male,0,Yes,No,43,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),86.1,3551.65,No +3724-UCSHY,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,122.9,No +8626-XHBIE,Male,0,No,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.8,1424.2,No +4628-CTTLA,Male,0,No,No,57,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,39.3,2111.45,Yes +3192-LNKRK,Male,0,Yes,Yes,34,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,84.05,2909.95,No +4439-YRNVD,Female,0,No,No,10,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,36.25,374,No +2876-VBBBL,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,Yes +6834-NXDCA,Female,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.9,300.8,Yes +2208-UGTGR,Male,0,No,No,56,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,98.6,5581.05,No +3005-TYFRD,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),103.65,5676.65,No +8670-MEFCP,Female,0,Yes,Yes,36,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),92.9,3379.25,No +3079-BCHLN,Male,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.9,942.95,No +7777-UNYHB,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.1,232.4,No +5597-GLBUC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,85.45,85.45,Yes +7278-CKDNC,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.5,2088.45,No +2748-MYRVK,Female,0,No,No,63,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),99.9,6137,Yes +8450-UYIBU,Female,1,No,No,35,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.85,1434.6,No +2969-VAPYH,Female,0,No,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),60.5,3870,No +4822-YCXMX,Male,0,No,No,25,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.8,2043.45,Yes +7181-OQCUT,Male,0,No,No,21,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,103.85,2215,No +8474-UMLNT,Female,0,No,No,13,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),67.8,842.25,No +9821-POOTN,Male,0,Yes,No,35,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.2,2576.2,Yes +3836-FZSDJ,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.85,1901,No +9142-XMYJH,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.35,601.6,No +6559-ILWKJ,Male,0,Yes,No,71,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,No,Electronic check,49.35,3515.25,Yes +0187-QSXOE,Male,1,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89,605.45,No +7733-UDMTP,Female,1,No,No,57,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,55,3094.05,No +2649-HWLYB,Male,0,Yes,No,65,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),76.15,4929.55,No +5214-CHIWJ,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,595.05,No +4229-CZMLL,Male,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,469.8,Yes +6904-JLBGY,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),117.35,8436.25,No +2465-BLLEU,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.75,19.75,No +1685-VAYJF,Male,0,No,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),45.2,492,No +8874-EJNSR,Male,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.2,987.95,No +6917-YACBP,Female,1,No,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,89.75,5496.9,No +5049-MUBWG,Male,0,No,No,26,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Bank transfer (automatic),75,1908.35,No +4223-WOZCM,Male,1,No,No,2,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,49.95,107.1,No +0769-MURVM,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),65.7,4575.35,No +9253-VIFJQ,Male,0,Yes,No,65,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,One year,No,Credit card (automatic),67.05,4309.55,No +7030-FZTFM,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.9,7922.75,No +9741-YLNTD,Male,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),87.95,522.35,No +5917-RYRMG,Male,1,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.8,587.7,No +5120-ZBLAI,Female,0,Yes,No,50,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),75.7,3876.2,No +1194-BHJYC,Male,0,Yes,No,61,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,62.15,3778.85,No +3663-MITLP,Female,0,No,No,15,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,1457.25,Yes +0906-QVPMS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),115.15,8349.45,No +9025-ZRPVR,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.95,185.6,Yes +1905-OEILC,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,19.5,No +7858-GTZSP,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.55,1066.9,No +3285-UCQVC,Female,0,No,No,37,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),28.6,973.55,Yes +6248-BSHKG,Male,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.4,1226.45,No +4685-TFLLS,Male,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,342.3,No +3470-BTGQO,Male,0,No,Yes,21,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.65,985.05,No +1209-VFFOC,Male,0,Yes,Yes,68,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,56.4,3948.45,No +8224-DWCKX,Male,1,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.3,828.05,No +5482-PLVPE,Female,1,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.35,41.85,Yes +4553-DVPZG,Female,0,Yes,No,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,6164.7,No +4902-OHLSK,Female,1,No,No,29,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,98.65,2862.75,Yes +6917-IAYHD,Male,0,No,Yes,1,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,33.6,33.6,No +0495-ZBNGW,Male,1,Yes,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.9,343.95,Yes +8620-RJPZN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.7,20.7,No +7572-KPVKK,Male,0,No,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,104.05,6590.5,No +2642-MAWLJ,Female,0,Yes,Yes,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.25,717.95,No +2357-COQEK,Female,1,No,No,28,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.3,2890.65,Yes +7103-ZGVNT,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Credit card (automatic),73.7,4885.85,No +3737-GCSPV,Female,0,Yes,No,11,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.2,1222.05,Yes +2027-WKXMW,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,108.75,6871.7,No +7137-NAXML,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.15,405.6,No +2428-ZMCTB,Male,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.75,208.25,No +2961-VNFKL,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.95,1801.9,No +1768-HNVGJ,Female,1,No,No,45,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,70.05,3062.45,No +6963-KQYQB,Female,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.05,1764.75,No +5934-RMPOV,Female,0,No,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.75,1816.75,No +1207-BLKSA,Female,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.05,1255.1,No +4088-YLDSU,Male,0,Yes,No,55,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.15,5743.05,Yes +8316-BBQAY,Female,0,No,No,65,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),59.95,3921.1,No +1166-PQLGG,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,1463.45,No +3146-JTQHR,Male,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.6,189.45,No +4291-YZODP,Female,0,No,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,96.8,No +4395-PZMSN,Male,1,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.55,408.5,No +6427-FEFIG,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),78.6,1846.65,No +0017-IUDMW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.8,8456.75,No +8706-HRADD,Male,0,No,No,21,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,43.55,1011.5,No +9955-QOPOY,Male,0,Yes,No,69,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),60.8,4263.4,No +4385-ZKVNW,Male,0,Yes,Yes,44,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),54.9,2549.1,No +5446-DKWYW,Female,1,Yes,Yes,61,Yes,Yes,DSL,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,65.2,3965.05,No +2034-CGRHZ,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.95,2496.7,Yes +5797-APWZC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.6,90.6,Yes +3683-QKIUE,Female,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),50.8,288.05,Yes +4228-ZGYUW,Male,0,No,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,368.1,Yes +9031-ZVQPT,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.2,7840.6,No +2990-IAJSV,Male,0,No,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),92,6632.75,No +8107-KNCIM,Male,1,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.1,1013.35,No +9027-YFHQJ,Male,0,No,No,7,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.05,152.95,No +5176-LDKUH,Female,0,No,No,48,Yes,No,Fiber optic,No,Yes,No,No,No,No,One year,No,Electronic check,75.15,3772.65,No +4644-OBGFZ,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,1026.35,No +7926-IJOOU,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.3,19.3,No +6480-YAGIY,Male,0,No,No,45,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),112.2,5031.85,No +4029-HPFVY,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.3,220.4,No +7602-DBTOU,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,1416.5,No +5345-BMKWB,Male,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,158.35,No +3519-ZKXGG,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.85,256.6,Yes +5457-COLHT,Male,0,Yes,Yes,69,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),80.65,5542.55,No +6416-TVAIH,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.5,68.5,Yes +5451-YHYPW,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.75,8443.7,No +5108-ADXWO,Male,0,No,No,11,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.5,791.75,Yes +7998-WNZEM,Male,0,No,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),80.6,5708.2,No +3066-RRJIO,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.95,69.95,Yes +4664-NJCMS,Female,0,Yes,No,33,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.55,2016.3,No +0307-BCOPK,Female,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.05,326.65,No +7629-WFGLW,Female,1,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,No,Electronic check,95.65,5471.75,No +2542-HYGIQ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.95,19.95,No +6715-OFDBP,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,70.05,346.4,Yes +5016-LIPDW,Male,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.4,1061.6,No +6481-LXPWL,Male,0,Yes,Yes,56,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),36.1,1971.5,No +1567-DSCIC,Male,0,No,No,8,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,94,773.65,Yes +2150-UWTFY,Female,0,Yes,Yes,22,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,61.15,1422.05,Yes +6124-ACRHJ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,19.75,No +9362-MWODR,Female,0,No,Yes,40,Yes,No,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),64.1,2460.35,No +9975-GPKZU,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.75,856.5,No +9625-RZFUK,Male,0,Yes,Yes,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,1275.85,No +5153-LXKDT,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,110.2,7467.5,No +5161-UBZXI,Male,0,Yes,Yes,69,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),106.35,7261.75,No +1020-JPQOW,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,90.55,5116.6,No +7919-ZODZZ,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,Yes,No,No,Yes,One year,Yes,Mailed check,65.9,660.05,No +0565-JUPYD,Male,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,No,Credit card (automatic),104.5,6590.8,No +6867-ACCZI,Female,0,Yes,Yes,24,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,52.5,1208.15,No +5939-XAIXZ,Female,0,No,No,19,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,56.1,1033.9,No +9054-FOWNV,Male,0,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.75,1885.15,No +2683-BPJSO,Male,0,Yes,No,29,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,84.45,2467.1,Yes +2157-MXBJS,Male,0,Yes,No,13,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Mailed check,75.3,989.45,Yes +8207-VVMYB,Female,0,Yes,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26,2006.95,No +9732-EQMWY,Female,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.4,5025,No +9360-AHGNL,Female,1,Yes,No,43,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,109.55,4830.25,Yes +1087-UDSIH,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.6,59.75,Yes +5269-NRGDP,Male,0,Yes,Yes,42,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,73.15,3088.25,No +6195-MELTI,Male,0,No,No,57,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Mailed check,54.65,3134.7,No +5485-WUYWF,Male,1,No,No,2,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),66.4,94.55,Yes +2121-JAFOM,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.55,8312.4,No +8818-DOPVL,Female,1,No,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.45,4863.85,No +2632-UCGVD,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.05,6871.9,Yes +5445-PZWGX,Male,0,No,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,No,Electronic check,102,6529.25,Yes +1227-UDMZR,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),91.15,6637.9,No +5198-HQAEN,Male,0,Yes,Yes,35,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,89.7,3165.6,No +9170-CCKOU,Male,0,Yes,No,17,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Credit card (automatic),90.2,1454.15,Yes +2167-FQSTQ,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,92.4,6786.1,No +2819-GWENI,Female,0,Yes,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,543,No +1043-YCUTE,Male,0,Yes,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.15,1327.15,Yes +3814-MLAXC,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),79.85,2404.15,Yes +3572-UUHRS,Male,0,No,No,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),18.85,867.3,No +2692-PFYTJ,Female,0,No,No,1,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25.75,25.75,No +1226-UDFZR,Female,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.6,114.7,Yes +5955-EPOAZ,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.95,109.5,No +6821-JPCDC,Female,0,Yes,No,48,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.05,4692.95,No +8815-LMFLX,Male,0,Yes,Yes,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.4,546.85,No +9135-HSWOC,Male,0,Yes,Yes,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.7,1274.05,No +8582-KRHPJ,Male,0,No,No,50,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,35,1782.4,No +5811-IWXYM,Female,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),101.25,5301.1,No +7044-YAACC,Male,1,Yes,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,280.35,No +8189-XRIKE,Female,1,No,No,32,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,90.95,2897.95,No +1506-YJTYT,Male,0,Yes,Yes,45,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),73.85,3371,No +4123-DVHPH,Male,0,Yes,No,9,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,88.05,801.3,No +6425-YQLLO,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.95,6975.25,Yes +5442-UTCVD,Male,0,No,Yes,3,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,91.85,257.05,Yes +2228-BZDEE,Female,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,1079.45,No +7734-DBOAI,Female,0,Yes,Yes,1,No,No phone service,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,40.1,40.1,Yes +2789-CZANW,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),110.3,6997.3,No +2091-RFFBA,Female,1,No,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.9,2217.15,Yes +2114-MGINA,Female,0,No,No,14,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89.8,1129.1,Yes +7596-LDUXP,Female,0,No,No,12,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),85.15,979.05,No +3740-RLMVT,Male,1,Yes,No,67,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.95,4119.4,No +4489-SNOJF,Female,0,Yes,Yes,35,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,72.25,2568.55,Yes +2192-OZITF,Female,0,No,No,45,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Two year,No,Mailed check,73.55,3349.1,No +5651-CPDND,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46,492.1,No +2186-QZEYA,Female,1,No,No,29,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),58.55,1718.95,No +1131-ALZWV,Female,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.6,605.25,No +7729-XBTWX,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.75,1344.5,No +9134-WYRVP,Male,0,No,No,51,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,One year,No,Mailed check,86.35,4267.15,No +3284-SVCRO,Female,0,Yes,No,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.5,1121.05,No +9732-OUYRN,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19,918.7,No +0559-CKHUS,Female,0,Yes,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.55,521.8,No +2931-SVLTV,Male,0,Yes,Yes,40,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),110.1,4469.1,No +6899-PPEEA,Female,1,No,No,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.55,3580.3,Yes +7504-UWHNB,Male,0,No,No,25,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.75,1729.35,No +2582-FFFZR,Female,0,No,No,22,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.6,1073.3,No +8908-NMQTX,Male,0,No,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.6,4566.5,No +2187-LZGPL,Female,0,No,No,7,No,No phone service,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.1,293.3,Yes +1431-AIDJQ,Male,0,Yes,Yes,33,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),82.1,2603.1,No +6288-LBEAR,Female,0,No,No,23,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,79.1,1783.75,No +4597-NUCQV,Male,1,No,No,24,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,2440.15,Yes +9019-QVLZD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79.55,79.55,Yes +8413-YNHNV,Male,0,No,No,69,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,90.65,6322.1,No +5808-TOTXO,Female,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,57.4,No +4369-NYSCF,Male,0,No,No,56,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),75.75,4284.65,No +6333-YDVLT,Male,0,No,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110,7138.65,No +5324-KTGCG,Male,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.85,1539.75,No +5599-HVLTW,Female,1,No,No,14,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.35,1058.1,No +7394-LWLYN,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,123.8,No +3707-LRWZD,Female,0,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,No,Electronic check,84.05,2781.85,Yes +6873-UDNLD,Male,0,No,No,40,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,67.45,2731,No +2700-LUEVA,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.75,20.75,No +1455-ESIQH,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.1,89.1,Yes +0958-YHXGP,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.9,497.3,No +1101-SSWAG,Female,0,Yes,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.1,711.15,No +2979-SXESE,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,94.4,1607.2,Yes +4013-TLDHQ,Male,0,No,No,19,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.25,1490.95,Yes +5743-KHMNA,Male,0,No,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.55,1898.1,No +4194-FJARJ,Female,0,Yes,Yes,54,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),60,3273.95,No +5325-UWTWJ,Male,0,Yes,No,31,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),90.55,2929.75,No +3969-GYXEL,Female,0,No,No,11,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,76.4,838.7,No +9208-OLGAQ,Female,1,No,No,18,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,84.95,1443.65,No +3244-CQPHU,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),110.1,7746.7,No +2674-MLXMN,Female,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.65,6951.15,No +9708-HPXWZ,Male,1,No,No,5,No,No phone service,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Credit card (automatic),45.4,214.75,No +6992-TKNYO,Male,0,Yes,No,38,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),69,2669.45,No +4468-YDOVK,Male,0,No,Yes,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),48.65,235.2,No +3754-DXMRT,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.15,92.65,Yes +5792-JALQC,Female,1,No,No,52,Yes,Yes,DSL,Yes,No,Yes,No,No,No,Two year,No,Bank transfer (automatic),59.85,3103.25,No +7130-VTEWQ,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.75,606.25,Yes +2200-DSAAL,Female,0,No,No,68,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,80.65,5330.2,No +4302-ZYFEL,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.55,1403.1,No +9351-LZYGF,Female,0,Yes,No,42,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),66.4,2727.8,No +4366-CTOUZ,Female,0,No,No,50,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,100.2,5038.45,No +6121-VZNQB,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.1,19.1,Yes +7903-CMPEY,Male,1,Yes,No,1,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,80.3,80.3,Yes +1518-OMDIK,Male,0,Yes,No,33,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.55,1462.6,No +6671-NGWON,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,150.6,No +0595-ITUDF,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,91.8,5960.5,No +6996-KNSML,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,74.9,74.9,Yes +1955-IBMMB,Male,0,No,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.2,1192.3,No +0096-BXERS,Female,0,Yes,No,6,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,50.35,314.55,No +3806-YAZOV,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.8,56,No +7998-ZLXWN,Female,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.45,330.8,No +6253-WRFHY,Male,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,64.75,877.35,No +9133-AYJZG,Female,0,No,No,23,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),98.7,2249.1,No +2675-OTVVJ,Male,1,Yes,No,31,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,89.45,2807.65,No +8680-CGLTP,Male,0,No,No,29,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,58.75,1696.2,No +8430-TWCBX,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.7,1032.05,No +5018-GWURO,Female,0,Yes,No,56,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.6,4902.8,No +6741-QRLUP,Female,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),80.3,4995.35,No +4737-HOBAX,Male,0,Yes,No,63,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),79.8,5034.05,No +0537-QYZZN,Male,1,Yes,Yes,24,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,79.85,1857.75,No +3340-QBBFM,Male,1,Yes,No,36,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),54.1,1992.85,No +1704-NRWYE,Female,1,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.85,751.65,Yes +2592-SEIFQ,Male,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.75,66.95,Yes +8200-KLNYW,Female,0,Yes,No,21,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,80.9,1714.95,No +3372-CDXFJ,Male,0,Yes,Yes,13,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),24.5,343.6,No +4781-ZXYGU,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.15,20.15,No +7632-YUTXB,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.05,520.1,No +2718-YSKCS,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.6,1387.45,No +9896-UYMIE,Male,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),114.3,7383.7,No +0853-NWIFK,Female,0,No,No,45,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,100.3,4483.95,No +8212-CRQXP,Female,0,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80,1706.45,No +6980-CDGFC,Female,0,Yes,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),20.85,1327.4,No +7691-XVTZH,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),89.95,5974.3,No +2520-SGTTA,Female,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20, ,No +7481-ATQQS,Female,1,No,No,49,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.85,4515.85,Yes +2277-VWCNI,Female,1,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,48.75,179.85,No +1088-CNNKB,Male,0,Yes,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),80,5040.2,No +8642-GVWRF,Female,0,Yes,No,2,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),79.7,165,Yes +1930-BZLHI,Male,0,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.35,422.7,No +3400-ESFUW,Male,0,Yes,Yes,55,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),57.55,3046.4,Yes +5868-YTYKS,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No +3525-DVKFN,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,358.05,No +1482-OXZSY,Male,0,No,No,30,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.4,2936.25,No +0377-JBKKT,Male,0,Yes,Yes,22,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,57.95,1271.8,No +5778-BVOFB,Female,0,No,No,9,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),59.5,530.05,No +3373-YZZYM,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.2,19.2,No +2057-ZBLPD,Female,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.5,1808.7,Yes +0228-MAUWC,Male,0,No,No,19,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,59.55,1144.6,No +5502-RLUYV,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.95,7446.9,Yes +0023-HGHWL,Male,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.1,25.1,Yes +7663-YJHSN,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),103.95,7556.9,No +4915-BFSXL,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Two year,No,Credit card (automatic),68.95,4858.7,No +3086-RUCRN,Female,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),103.1,6595,No +5215-LNLDJ,Female,0,Yes,Yes,7,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.7,149.05,No +7576-JMYWV,Female,1,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,110.2,4972.1,No +9039-RBEEE,Male,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),48.95,1880.85,Yes +0257-KXZGU,Female,0,Yes,Yes,32,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),62.45,2045.55,No +1307-ATKGB,Male,0,No,No,24,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.55,2187.15,No +8417-FMLZI,Male,0,Yes,Yes,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),83.55,477.55,Yes +3714-XPXBW,Female,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),78.9,2976.95,No +1850-AKQEP,Male,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,178.7,No +2824-DXNKN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,No,Yes,No,Two year,Yes,Bank transfer (automatic),71.45,5025.85,No +5227-JSCFE,Male,1,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),46.35,3353.4,No +0848-ZGQIJ,Female,0,Yes,No,16,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.65,1461.15,No +3621-CHYVB,Female,0,Yes,No,57,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),49.9,2782.4,No +8042-RNLKO,Male,0,No,No,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.45,1699.15,No +1792-UXAFY,Female,1,No,No,17,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.15,1496.9,Yes +5372-FBKBN,Female,0,No,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,452.2,No +0420-TXVSG,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),66.1,4428.45,No +6217-TOWGS,Female,0,Yes,No,17,Yes,Yes,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),75.4,1322.55,No +0515-YPMCW,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.45,70.45,Yes +0378-XSZPU,Male,0,Yes,No,58,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Credit card (automatic),60.3,3563.8,Yes +1045-LTCYT,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.05,139.75,No +1544-JJMYL,Male,0,No,No,27,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Credit card (automatic),69.35,1927.3,No +4636-JGAAI,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,88.85,3000.25,No +6874-SGLHU,Male,0,No,No,30,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),97,3021.3,No +5951-AOFIH,Male,0,No,No,33,Yes,No,DSL,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),66.4,2245.4,No +4729-XKASR,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,24.75,24.75,Yes +3059-NGMXB,Male,0,Yes,Yes,14,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Month-to-month,No,Mailed check,69.2,944.65,No +8652-YHIYU,Female,0,No,Yes,16,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Credit card (automatic),79.5,1264.2,No +5278-PNYOX,Female,0,No,No,49,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),100.65,4917.75,No +5449-FIBXJ,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.3,2012.7,Yes +3486-HOOGQ,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),79.7,5743.3,No +5061-PBXFW,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.4,1864.65,No +8630-FJLIB,Female,0,No,No,18,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,1221.65,No +3891-NLXJB,Male,0,No,No,37,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,40.55,1390.85,No +4749-OJKQU,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.65,302.35,No +0577-WHMEV,Female,0,Yes,No,16,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,90.7,1374.9,No +5453-AXEPF,Male,0,Yes,No,17,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.5,1336.9,No +3639-XJHKQ,Female,0,No,Yes,19,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,60.6,1297.8,No +3716-LRGXK,Male,0,Yes,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),101.15,6067.4,No +2263-SFSQZ,Male,0,Yes,Yes,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.95,1222.25,No +9950-MTGYX,Male,0,Yes,Yes,28,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.3,487.95,No +3397-AVTKU,Male,0,No,No,43,Yes,No,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Electronic check,60,2548.55,No +4825-FUREZ,Male,0,Yes,No,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.25,835.5,No +9837-BMCLM,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.5,242.05,Yes +2672-OJQZP,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.75,44.75,No +0137-UDEUO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,63.75,Yes +3134-DSHVC,Female,0,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,No,Credit card (automatic),98,6218.45,No +6161-UUUTA,Male,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.9,260.9,Yes +7821-DPRQE,Male,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,107.7,7320.9,No +6543-XRMYR,Female,1,No,No,30,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.7,2967.35,Yes +2001-EWBQU,Female,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,104.7,6333.8,No +4925-LMHOK,Male,0,No,No,15,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),58.6,939.7,Yes +1608-GMEWB,Male,1,No,No,45,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),93.9,4200.25,No +6695-AMZUF,Female,0,Yes,No,70,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),86.45,5950.2,No +1455-UGQVH,Male,0,Yes,No,10,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.5,1037.75,Yes +8410-BGQXN,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,93.4,No +8280-MQRQN,Female,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,50.45,50.45,Yes +1619-YWUBB,Female,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.95,1614.9,No +7611-YKYTC,Male,0,Yes,Yes,22,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),75,1573.95,No +2037-SGXHH,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,94.65,3624.3,Yes +3178-FESZO,Female,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.25,100.25,Yes +0365-GXEZS,Male,0,Yes,No,18,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,78.2,1468.75,No +0082-OQIQY,Male,0,No,No,29,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,2607.6,No +6087-MVHJH,Female,0,No,No,16,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,88.45,1422.1,Yes +4603-JANFB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,69.85,Yes +3018-TFTSU,Male,0,No,No,12,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),81.7,858.6,Yes +3606-SBKRY,Male,0,No,No,31,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,50.05,1523.4,No +4806-KEXQR,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.9,324.3,Yes +0667-NSRGI,Female,0,Yes,No,48,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Mailed check,69.55,3435.6,No +7083-YNSKY,Female,0,No,No,15,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),25.4,399.6,Yes +6893-ODYYE,Male,0,No,No,50,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),90.1,4549.45,No +8242-JSVBO,Male,0,No,No,7,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.65,322.5,No +2479-BRAMR,Male,1,Yes,No,41,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),83.75,3273.55,Yes +9541-ZPSEA,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Two year,No,Credit card (automatic),80.35,5375.15,No +2665-NPTGL,Female,1,Yes,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),98.1,2510.7,No +1139-WUOAH,Male,0,No,No,57,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),53.35,3090.05,No +4693-VWVBO,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.55,61.05,No +7434-SHXLS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.9,20.9,Yes +6937-GCDGQ,Male,0,Yes,Yes,19,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),48.95,955.6,No +0988-JRWWP,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.2,140.4,No +5075-JSDKI,Female,0,No,No,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,24.45,1493.1,No +7908-QCBCA,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.4,69.4,Yes +8644-XYTSV,Male,0,Yes,No,42,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),40.15,1626.05,No +6711-FLDFB,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,541.15,Yes +3873-WOSBC,Male,0,Yes,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1784.9,No +7465-ZZRVX,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.35,70.35,No +7975-JMZNT,Male,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),91.7,6075.9,No +7251-XFOIL,Female,0,No,No,61,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,89.2,5500.6,No +4116-IQRFR,Male,0,Yes,Yes,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.1,73.1,No +3714-JTVOV,Female,1,Yes,No,42,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.15,3229.4,Yes +8259-DZLIZ,Female,0,Yes,Yes,64,Yes,Yes,DSL,No,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),53.85,3399.85,No +0442-ZXKVS,Female,1,Yes,No,54,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),115.6,6431.05,No +7853-WNZSY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.75,19.75,No +3120-FAZKD,Male,0,Yes,Yes,54,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.05,1230.9,No +8606-OEGQZ,Female,0,No,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.3,454.65,No +0225-ZORZP,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,84.3,235.05,No +4702-IOQDC,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,70.1,Yes +9489-JMTTN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.75,6595.9,No +0575-CUQOV,Male,1,Yes,No,60,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,97.95,5867,No +0967-BMLBD,Female,0,Yes,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20,196.35,No +6178-KFNHS,Female,0,No,Yes,12,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.3,909.25,Yes +2830-LEWOA,Male,0,Yes,Yes,61,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),103.9,6449.15,No +5006-MXVRN,Female,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.7,762.45,No +1264-BYWMS,Male,0,No,No,55,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.8,5283.95,Yes +9658-WYUFB,Female,0,No,No,17,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.4,1617.5,Yes +8327-WKMIE,Male,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.15,785.75,No +6917-FIJHC,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26,1776,No +5329-KRDTM,Male,1,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),77.35,5396.25,No +7797-EJMDP,Female,0,No,No,8,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),66.05,574.5,No +3530-VWVGU,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,400.3,No +2013-SGDXK,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,84.3,84.3,Yes +6368-NWMCE,Female,0,No,No,38,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),68.15,2656.3,No +3633-CDBUW,Male,0,No,Yes,17,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,80.85,1445.95,No +0707-HOVVN,Female,1,No,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.5,5212.65,No +8580-QVLOC,Female,1,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),92.45,6440.25,Yes +3956-MGXOG,Female,0,No,No,28,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.6,2244.95,No +9274-UARKJ,Female,0,No,No,15,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),83.2,1130,No +4077-HWUYD,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),87.55,6463.15,No +2012-NWRPA,Female,1,Yes,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.55,1131.2,Yes +8808-ELEHO,Male,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.25,585.95,Yes +0103-CSITQ,Female,0,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),109.4,6252.7,No +3506-LCJDC,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.95,19.95,Yes +8671-KKKOS,Female,0,Yes,No,46,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,45.55,2062.15,No +7305-ZWMAJ,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.7,587.1,No +9518-XXBXE,Male,1,Yes,No,10,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,75.3,720.45,No +3934-HXCFZ,Male,0,Yes,No,23,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,99.25,2186.4,Yes +6578-KRMAW,Male,0,No,No,32,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),93.4,2979.3,No +4860-IJUDE,Male,0,No,No,13,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.75,956.65,No +7666-WKRON,Female,0,No,No,39,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Two year,Yes,Electronic check,80.45,3201.55,Yes +9688-YGXVR,Female,0,No,No,44,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),88.15,3973.2,No +0423-UDIJQ,Male,1,No,No,9,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,49.2,447.9,No +1945-XISKS,Female,0,Yes,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,1335.2,No +4910-AQFFX,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.35,661.25,Yes +2154-KVJFF,Female,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.75,1111.85,Yes +5360-LJCNJ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.15,7555,No +2607-FBDFF,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),49,49,No +9647-ERGBE,Female,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,3046.15,Yes +3428-XZMAZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,69.35,Yes +1100-DDVRV,Male,0,Yes,No,17,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,49.8,836.35,No +0378-TOVMS,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,85.8,272.2,Yes +4355-HBJHH,Male,0,Yes,Yes,67,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,79.7,5293.4,Yes +6728-WYQBC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.95,20.95,No +9058-CBREO,Female,1,No,No,1,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,50.55,50.55,Yes +9029-FEGVJ,Female,1,Yes,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Mailed check,79.3,2570,No +7216-KAOID,Male,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.5,798.2,No +0318-QUUOB,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.55,80.55,Yes +6145-NNPNO,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.15,44.15,No +5520-FVEWJ,Female,0,Yes,Yes,12,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.5,916.9,Yes +5339-TJFEK,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,6487.2,No +5572-ZDXHY,Female,0,No,No,22,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,84.3,1855.65,Yes +2074-GUHPQ,Female,0,No,Yes,17,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),92.7,1556.85,No +4625-XMOYM,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26.25,1988.05,No +5827-MWCZK,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.95,5432.2,No +1385-TQOZW,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.45,147.55,No +5914-XRFQB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.8,8424.9,No +4329-YPDDQ,Male,0,No,No,20,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),108.2,2203.7,No +4804-NCPET,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,387.4,No +3750-CKVKH,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,67.75,116.65,Yes +5944-UGLLK,Male,0,No,No,53,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),54.9,3045.75,No +8063-GBATB,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.25,2287.25,Yes +7787-BNTZM,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,130.5,No +2252-ISRNH,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,90.35,767.9,No +9415-TPKRV,Female,0,Yes,Yes,8,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,55.75,446.8,No +5322-TEUJK,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),114.6,8100.25,No +4547-KQRTM,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.05,830.7,Yes +4877-EVATK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,20,Yes +1866-DIOQZ,Female,0,Yes,No,71,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),66.8,4689.15,No +8375-KVTHK,Male,0,Yes,No,68,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.3,6754.35,No +2697-NQBPF,Male,0,No,No,34,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.35,3540.65,No +3709-OIJEA,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,85.2,2184.6,No +7639-SUPCW,Female,0,No,No,22,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.8,1054.6,Yes +1386-ZIKUV,Male,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.95,130.55,No +0599-XNYDO,Female,0,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.8,1540.35,No +6377-WHAOX,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.15,6411.25,No +6855-VLGOS,Male,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,20.55,1432.55,No +8999-XXGNS,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.75,7629.85,No +8746-OQQRW,Male,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.25,101.9,No +3181-MIZBN,Male,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,313.4,No +0471-ARVMX,Female,1,Yes,No,62,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.85,6312.9,No +7766-CLTIC,Female,0,No,No,10,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,60.95,629.55,No +5650-YLIBA,Male,0,No,No,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.15,2640.55,No +0825-CPPQH,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.1,1372.45,No +9084-OAYKL,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.8,1212.25,No +6122-LJADA,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.15,6237.05,No +2400-XIWIO,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,90.1,6310.9,No +7524-VRLPL,Male,1,No,No,69,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),74.1,5031,No +1069-XAIEM,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.05,85.05,Yes +7569-NMZYQ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),118.75,8672.45,No +5201-USSQZ,Female,0,Yes,No,26,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,No,Credit card (automatic),85.9,2196.45,No +2105-PHWON,Female,0,Yes,No,33,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95,3008.15,No +1494-EJZDW,Female,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,220.8,No +4884-TVUQF,Female,1,No,No,57,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),101.3,5779.6,No +8003-EWNDZ,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21.2,222.65,No +1897-RCFUM,Female,0,Yes,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,24.2,914.6,No +9256-JTBNZ,Female,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.3,246.3,No +4658-HCOHW,Female,0,Yes,Yes,21,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,102.8,2110.15,Yes +2211-RMNHO,Female,0,Yes,Yes,68,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),85.3,5560,No +2432-TFSMK,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Credit card (automatic),89.6,1633,No +3440-JPSCL,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99.95,547.65,Yes +4929-ROART,Male,0,No,No,18,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,56.25,969.85,No +1834-ABKHQ,Female,0,Yes,Yes,52,Yes,No,DSL,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),50.95,2610.65,No +1741-WTPON,Male,0,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,115.85,6567.9,No +3932-IJWDZ,Male,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.65,4747.85,No +1240-HCBOH,Female,0,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,26.1,1759.55,No +3594-KADLU,Male,0,Yes,No,3,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,35.1,101.1,No +8065-BVEPF,Male,1,No,No,65,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.1,6496.15,No +3796-ENZGF,Male,0,Yes,No,63,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,Two year,No,Mailed check,67.25,4234.15,No +1734-ZMNTZ,Female,0,Yes,Yes,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,300.7,No +2853-CWQFQ,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,59.55,59.55,No +0813-TAXXS,Male,0,No,No,55,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),77.8,4323.35,No +2519-TWKFS,Male,0,Yes,Yes,25,Yes,Yes,DSL,No,No,No,Yes,No,No,One year,Yes,Mailed check,55.1,1466.1,No +2889-FPWRM,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),117.8,8684.8,Yes +0626-QXNGV,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.15,1776.45,No +6723-CEGQI,Female,0,No,Yes,65,No,No phone service,DSL,No,Yes,No,Yes,Yes,No,Two year,No,Mailed check,45.25,2933.95,No +6987-XQSJT,Female,1,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.5,4370.25,Yes +4732-RRJZC,Male,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,144.35,No +9499-XPZXM,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),64.75,4804.75,No +4338-EYCER,Male,0,Yes,No,21,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),54.6,1125.2,No +3007-FDPEA,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.7,39.85,No +6350-XFYGW,Male,1,No,No,4,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,422.4,No +4290-BSXUX,Male,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),79.65,251.75,Yes +8513-OLYGY,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),115.8,8332.15,No +0311-QYWSS,Female,0,No,No,6,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.45,314.6,No +8705-DWKTI,Male,0,No,No,52,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),83.8,4331.4,No +8755-IWJHN,Male,1,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.35,6382,No +0325-XBFAC,Male,0,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,740.3,Yes +4480-QQRHC,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.05,600.15,No +0929-PECLO,Female,1,No,No,63,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.6,5538.8,No +3680-CTHUH,Male,0,No,No,60,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),116.6,7049.5,No +1202-KKGFU,Female,0,Yes,No,12,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.2,690.5,No +6112-KTHFQ,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,279.3,No +1852-XEMDW,Male,0,No,No,22,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,65.05,1427.55,No +2462-XIIJB,Male,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,92.5,452.7,Yes +4760-XOHVN,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.45,19.45,Yes +1820-DJFPH,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.05,1709.15,No +9426-SXNHE,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),18.75,53.15,No +9068-FHQHD,Female,0,Yes,Yes,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,777.35,No +1269-FOYWN,Male,0,Yes,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20,860.85,No +9470-YFUYI,Male,1,Yes,No,71,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),71,5012.1,No +7817-BOQPW,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.55,166.3,Yes +7402-EYFXX,Male,1,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.6,2404.1,No +1853-UDXBW,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70,70,Yes +9895-VFOXH,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.4,24.4,No +5458-CQJTA,Male,0,Yes,Yes,65,Yes,No,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.8,4820.15,Yes +1230-QAJDW,Male,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,65.25,209.9,No +5701-ZIKJE,Male,0,No,No,13,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,50.55,610.75,No +5219-YIPTK,Female,0,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,3409.6,Yes +5032-MIYKT,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.7,70.7,No +7396-VJUZB,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.25,155.35,No +9717-QEBGU,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,144,No +5172-RKOCB,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.95,7875,No +6509-TSGWN,Female,0,Yes,Yes,37,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,26.45,911.6,No +3540-RZJYU,Female,0,No,No,15,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,86.2,1270.2,Yes +3178-CIFOT,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),19.65,478.1,No +2091-MJTFX,Female,0,Yes,Yes,30,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),51.2,1561.5,Yes +4530-NDRKU,Female,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.05,761.85,No +5985-TBABQ,Female,0,No,No,32,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,74.75,2282.95,No +9800-ONTFE,Female,0,Yes,Yes,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.8,1615.1,No +6743-HHQPF,Male,0,Yes,No,42,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.1,1097.15,No +8455-HIRAQ,Female,0,No,No,8,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.45,369.3,No +6616-AALSR,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),104.3,6725.3,No +0883-EIBTI,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.5,31.55,Yes +9415-ZNBSX,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89,6293.2,No +4018-KJYUY,Male,0,No,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.15,432.5,No +0722-TROQR,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.9,321.75,Yes +7571-YXDAD,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),74.9,147.15,Yes +3884-UEBXB,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),36.15,2434.45,No +8780-RSYYU,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.2,532.1,No +5537-UXXVS,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.25,375.25,No +1791-PQHBB,Female,0,No,Yes,2,Yes,No,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),61.2,125.95,No +8701-DGLVH,Male,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,1042.65,No +8741-LQOBK,Female,0,Yes,Yes,46,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),35.05,1620.25,No +3393-FMZPV,Female,0,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.25,2387.75,Yes +8082-GHXOP,Male,0,No,Yes,13,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44,659.35,No +6402-ZFPPI,Female,1,No,No,25,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,102.8,2660.2,Yes +0980-FEXWF,Male,0,Yes,Yes,26,Yes,No,DSL,No,No,Yes,No,No,No,One year,No,Mailed check,50.35,1285.8,No +7486-KSRVI,Male,0,No,No,43,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100,4211.55,Yes +3011-WQKSZ,Male,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20,377.55,No +8443-WVPSS,Male,0,Yes,No,10,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,99.85,990.9,Yes +3006-XIMLN,Female,0,No,Yes,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.2,193.8,Yes +8218-FFJDS,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),86.4,6058.95,No +1986-PHGZF,Male,1,No,No,18,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),58.4,964.9,No +9965-YOKZB,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.85,790.15,Yes +0504-HHAPI,Female,1,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),88.3,2467.75,Yes +9360-OMDZZ,Male,0,No,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.1,2322.85,No +6305-YLBMM,Male,0,No,No,69,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.05,7262,Yes +0345-XMMUG,Female,0,Yes,No,46,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),108.9,4854.3,No +8024-XNAFQ,Female,1,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),107.4,7748.75,No +3647-GMGDH,Male,0,Yes,No,22,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.7,1914.9,Yes +2988-GBIVW,Female,1,Yes,No,70,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.85,6470.1,No +2832-SCUCO,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.9,57.4,No +7036-ZZKBD,Male,0,Yes,No,31,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),66.4,2019.8,No +3791-LGQCY,Female,1,Yes,No,56,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.65,5688.05,Yes +0265-PSUAE,Female,0,Yes,Yes,16,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),100.7,1522.7,No +0463-TXOAK,Male,0,No,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1334.5,No +0594-UFTUL,Male,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.85,252,No +9509-MPYOD,Female,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.75,700.45,No +9128-CPXKI,Female,0,No,No,59,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,No,Electronic check,95.8,5655.45,No +0129-KPTWJ,Male,0,Yes,No,72,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,6747.35,No +8166-ZZTFS,Female,1,Yes,No,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.55,5265.1,Yes +5855-EIBDE,Female,0,Yes,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),106.65,5174.35,No +5365-LLFYV,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,105.6,No +5956-YHHRX,Male,1,No,No,21,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.35,2271.85,No +6008-NAIXK,Male,1,No,No,54,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,55.45,2966.95,No +2956-GGUCQ,Male,1,Yes,No,24,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,78.85,1772.25,Yes +1928-BXYIV,Male,0,No,No,1,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,61.15,61.15,No +5760-FXFVO,Male,0,No,No,6,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,494.95,No +6595-COKXZ,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.45,44.45,Yes +0961-ZWLVI,Male,0,No,Yes,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),109.2,5290.45,No +5181-OABFK,Female,0,Yes,Yes,56,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Credit card (automatic),61.3,3346.8,No +4007-NHVHI,Female,1,No,No,56,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,96.85,5219.65,No +7816-VGHTO,Female,0,Yes,Yes,6,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Mailed check,40.55,217.5,No +5871-DGTXZ,Male,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,607.7,No +7550-WIQVA,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.25,5431.4,No +7544-ZVIKX,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.05,6004.85,No +0016-QLJIS,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,90.45,5957.9,No +7508-DQAKK,Female,0,No,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),86.4,5442.05,No +5176-OLSKT,Female,0,Yes,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),66.9,4370.25,No +9356-AXGMP,Male,0,Yes,No,38,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.7,4428.6,No +3556-BVQGL,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20,416.45,No +0362-ZBZWJ,Male,0,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,3067.2,Yes +8979-CAMGB,Male,1,No,No,64,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,102.1,6688.1,No +4211-MMAZN,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.25,20.25,Yes +7581-EBBOU,Female,0,No,No,60,Yes,No,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.15,4224.7,No +4274-OWWYO,Male,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,74.35,Yes +5073-RZGBK,Female,0,Yes,Yes,50,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),80.05,4042.2,No +1541-ETJZO,Male,0,No,No,1,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,62.05,62.05,Yes +2192-CKRLV,Female,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,49.2,3580.95,No +3154-HMWUU,Male,0,Yes,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.5,1198.8,No +6119-SPUDB,Male,0,No,No,46,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,38.25,1755.35,No +6522-OIQSX,Female,0,Yes,Yes,69,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),54.95,3772.5,No +7813-ZGGAW,Male,1,No,No,31,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),96.6,2877.95,No +8748-HFWBO,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,357.7,No +1052-QJIBV,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.9,1397.3,No +1319-YLZJG,Male,0,Yes,No,12,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.6,959.9,No +4106-HADHQ,Male,0,Yes,Yes,39,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),80,3182.95,Yes +0723-FDLAY,Male,0,No,No,44,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),85.25,3704.15,No +3050-RLLXC,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),81.25,4620.4,No +9298-WGMRW,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.5,8312.75,No +2369-UAPKZ,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,104.1,541.9,Yes +3088-LHEFH,Female,0,No,No,11,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79,929.3,No +2778-OCLGR,Male,1,Yes,No,24,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),39.1,971.3,Yes +6583-KQJLK,Female,1,Yes,No,15,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.65,1285.05,No +8544-JNBOX,Male,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.8,1521.2,No +6681-ZSEXG,Male,0,Yes,No,56,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),59.5,3389.25,No +6139-ZZRBQ,Male,1,No,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.05,1198.05,No +6116-RFVHN,Female,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.45,3414.65,No +0637-KVDLV,Male,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.5,162.45,Yes +8884-FEEWR,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.6,754,No +3125-RAHBV,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.3,467.15,No +6633-MPWBS,Male,0,No,No,5,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,49.2,216.9,Yes +0373-AIVNJ,Male,0,No,No,9,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,One year,No,Mailed check,39.55,373,No +8785-EPNCG,Male,0,No,No,11,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),23.15,245.2,Yes +1682-VCOIO,Male,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.45,481.1,No +5729-KLZAR,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.85,302.75,Yes +2072-ZVJJX,Male,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.25,1728.2,No +8849-AYPTR,Male,0,Yes,No,33,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,91.25,2964.05,No +9518-IMLHK,Male,0,No,No,31,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),72.45,2156.25,No +1582-RAFML,Male,0,No,No,1,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,60.1,60.1,Yes +3646-ITDGM,Female,0,No,No,56,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.7,1051.9,No +8740-CRYFY,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,78.95,78.95,Yes +3569-VLDHH,Male,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,75.1,5013,No +8224-KDLKN,Male,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25,1738.9,No +7594-LZNWR,Male,1,No,No,34,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),69.15,2275.1,No +4001-TSBTV,Female,0,Yes,Yes,58,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,91.55,5511.65,No +2962-XPMCQ,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.15,98.5,Yes +8727-XDPUD,Male,0,No,No,37,No,No phone service,DSL,No,No,No,No,Yes,No,Two year,No,Credit card (automatic),35.8,1316.9,No +1043-UXOVO,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),113.15,7993.3,No +1064-FBXNK,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.85,19.85,No +3996-ZNWYK,Male,1,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,1388.45,No +2878-DHMIN,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.9,666,No +7762-ONLJY,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,94.45,No +1678-FYZOW,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.4,244.65,Yes +5795-BKOYE,Female,0,Yes,Yes,69,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,No,Bank transfer (automatic),59.1,4134.7,No +8627-EHGIP,Male,0,No,No,44,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,53.95,2375.4,Yes +7402-PWYJJ,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Electronic check,91.15,4862.5,No +5480-TBGPH,Female,0,Yes,No,24,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.3,2431.35,Yes +0018-NYROU,Female,0,Yes,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,68.95,351.5,No +7501-VTYLJ,Female,0,No,Yes,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,51.55,106.2,No +7608-RGIRO,Male,0,No,Yes,62,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.4,1413,No +0480-BIXDE,Female,0,Yes,No,19,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.8,1743.05,No +5895-QSXOD,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.05,657.5,No +9814-AOUDH,Male,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1050.5,No +6175-IRFIT,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,78.75,426.35,No +8760-ZRHKE,Female,1,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,One year,No,Electronic check,69.2,4982.5,No +1622-HSHSF,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,19.55,No +8854-CCVSQ,Male,0,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.65,1451.9,Yes +6749-UTDVX,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,103.65,7634.8,No +5542-DHSXL,Female,0,Yes,No,4,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.7,235.05,No +9102-OXKFY,Male,0,No,No,59,Yes,Yes,DSL,No,No,Yes,No,No,No,Two year,No,Credit card (automatic),54.15,3116.15,No +0511-JTEOY,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,71.1,71.1,Yes +5216-WASFJ,Female,1,Yes,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.85,2633.4,No +7808-DVWEP,Male,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20,49.65,No +7067-KSAZT,Female,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.25,6979.8,Yes +2284-VFLKH,Male,0,Yes,No,49,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),99.25,4920.8,No +0366-NQSHS,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,46.35,No +6532-YLWSI,Female,0,Yes,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.8,1021.8,Yes +3807-BPOMJ,Female,0,Yes,No,55,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,94.75,5276.1,No +3892-NXAZG,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),114.05,8289.2,No +4948-WBBKL,Female,1,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,2659.45,No +4182-BGSIQ,Female,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),19.8,196.75,No +9300-AGZNL,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94,94,Yes +0988-AADSA,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),80.85,5824.75,No +9972-NKTFD,Female,0,No,No,28,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),54.65,1517.5,No +3717-LNXKW,Male,0,Yes,No,38,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),91.7,3479.05,No +5734-EJKXG,Female,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,118.6,7365.7,No +2207-RYYRL,Male,0,Yes,Yes,52,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.55,1331.05,No +6729-FZWSY,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.45,1195.95,No +9695-IDRZR,Female,0,No,Yes,34,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.15,3946.9,No +8144-DGHXP,Female,0,No,No,54,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Electronic check,80.6,4299.95,No +7814-LEEVE,Female,0,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.3,20.3,No +1112-CUNAO,Female,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,89.85,1424.95,Yes +5175-AOBHI,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,46,193.6,Yes +5174-RNGBH,Female,0,No,No,9,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,66.25,620.55,Yes +8631-WUXGY,Female,0,No,Yes,46,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.8,4391.25,No +7270-BDIOA,Female,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,90,1993.8,Yes +9565-JSNFM,Male,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,No,No,One year,Yes,Bank transfer (automatic),70.45,2597.6,Yes +5906-DVAPM,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),75,4213.9,No +6654-QGBZZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,No +8348-JLBUG,Male,1,Yes,No,64,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),80.3,5017.7,No +0607-DAAHE,Male,0,No,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1052.35,Yes +5641-DMBFJ,Female,0,Yes,No,58,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.3,4916.4,No +9200-NLNPD,Male,0,Yes,No,56,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),54.05,2959.8,No +2664-XJZNO,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.9,7559.55,No +9732-KPKBW,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,53.95,53.95,Yes +3339-EAQNV,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),97.25,7133.1,No +0921-OHLVP,Male,0,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,83.05,1799.3,No +3389-YGYAI,Female,1,No,No,8,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,829.55,Yes +9560-ARGQJ,Female,0,No,Yes,16,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81,1312.15,Yes +8350-NYMVI,Female,0,No,No,39,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),41.1,1597.05,No +1600-DILPE,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45,524.35,No +0536-ESJEP,Male,0,Yes,No,54,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),74.55,4191.45,No +4654-GGUII,Female,0,No,No,18,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,40.2,711.95,No +6478-HRRCZ,Male,0,Yes,No,32,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,No,Mailed check,70.5,2201.75,No +8510-BBWMU,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.75,806.95,No +6857-TKDJV,Male,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.65,1620.45,No +2360-RDGRO,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.25,6812.95,No +0584-BJQGZ,Female,0,No,No,25,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),78.35,1837.9,No +5134-IKDAY,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,69.8,Yes +1360-XFJMR,Female,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),109.7,7344.45,No +3070-DVEYC,Male,1,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,73.75,545.15,Yes +5730-RIITO,Female,1,No,No,43,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),33.45,1500.25,No +9058-MJLZC,Female,0,No,No,24,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,2283.15,No +5707-ORNDZ,Male,1,No,No,9,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,54.55,494.05,Yes +0902-XKXPN,Male,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1376.5,No +5177-RVZNU,Female,0,No,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.3,755.4,No +0056-EPFBG,Male,0,Yes,Yes,20,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),39.4,825.4,No +8993-IZEUX,Male,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.15,488.65,No +8696-JKZNU,Female,1,No,No,37,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.25,2841.55,Yes +5380-AFSSK,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,93.9,486.85,Yes +8190-ZTQFB,Male,0,No,No,41,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,51.35,2075.1,No +0931-MHTEM,Female,0,No,No,54,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),100.05,5299.65,No +2055-PDADH,Female,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.4,204.7,Yes +7515-LODFU,Male,1,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1356.3,No +0440-UEDAI,Female,0,No,No,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),94.45,5042.75,No +1337-BOZWO,Male,0,Yes,Yes,18,No,No phone service,DSL,No,Yes,Yes,No,Yes,No,One year,No,Credit card (automatic),46.4,812.4,No +0868-VJRDR,Male,0,Yes,No,64,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.05,6605.55,No +8714-EUHJO,Female,0,Yes,Yes,31,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,91.15,2995.45,Yes +6344-SFJVH,Female,0,No,No,20,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),24.9,505.95,No +3950-VPYJB,Male,0,Yes,Yes,57,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Mailed check,59.6,3509.4,No +8041-TMEID,Male,1,Yes,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),108.5,6991.9,No +7321-ZNSLA,Male,0,Yes,Yes,13,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,40.55,590.35,No +6941-KXRRV,Female,1,Yes,No,48,Yes,No,DSL,No,Yes,No,No,No,Yes,One year,Yes,Bank transfer (automatic),58.95,2789.7,No +3721-CNEYS,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.95,137.95,Yes +8727-JQFHV,Male,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1123.15,No +9475-NNDGC,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),113.15,7953.25,No +1355-KUSBG,Female,0,Yes,Yes,7,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,48.8,349.8,No +3688-FTHLT,Female,0,No,No,16,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),63.05,1067.05,No +0899-LIIBW,Male,0,Yes,No,34,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.85,3527.3,No +2568-OIADY,Female,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,3762,Yes +1384-RCUXW,Male,0,No,No,16,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,80.55,1248.9,No +5825-XJOCM,Male,0,No,Yes,48,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),64.4,3035.35,No +6848-YLDFR,Male,0,Yes,Yes,58,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),75.2,4300.8,No +8125-QPFJD,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.9,6065.3,No +2320-YKQBO,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.3,144.95,No +1193-RTSLK,Female,0,No,No,38,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),83.9,3233.6,Yes +2302-ANTDP,Female,1,Yes,No,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,117.45,5438.9,Yes +5923-GXUOC,Male,0,No,No,10,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,1081.45,Yes +4973-RLZVI,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Credit card (automatic),74.65,2308.6,No +7869-ZYDST,Male,0,Yes,No,31,Yes,Yes,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),59.05,1882.8,No +4501-UYKBC,Female,1,No,No,46,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),69.1,3255.35,No +1215-EXRMO,Male,0,Yes,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.55,1067.65,No +2305-MRGLV,Male,0,Yes,No,28,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),76.55,2065.4,No +8404-VIOMB,Female,0,No,No,66,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),62.5,4136.4,No +5233-GEEAX,Male,1,No,No,8,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.4,221.9,Yes +2359-KLTEK,Female,0,Yes,Yes,41,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),94.9,3848,No +5304-EFJLP,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.65,8022.85,No +2673-ZALNP,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.9,173.15,No +9184-GALIL,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,781.25,No +4393-RYCRE,Male,0,No,No,44,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.05,4510.8,No +9746-MDMBK,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),113.45,5317.8,No +3162-ZJZFU,Male,0,Yes,Yes,53,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,92.55,4779.45,No +8404-GFGCZ,Male,0,Yes,No,4,Yes,Yes,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,65.6,250.1,No +8875-AKBYH,Male,1,No,No,20,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.35,1745.2,No +4432-ADRLB,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.65,74.9,Yes +0533-UCAAU,Male,1,Yes,No,57,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),71.1,4140.1,No +1394-SUIUH,Female,1,Yes,No,44,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,85.15,3670.5,No +3521-MNKLV,Male,0,No,No,24,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.7,1167.8,No +2533-TIBIX,Male,0,Yes,Yes,15,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),30.2,469.65,No +8993-PHFWD,Female,0,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.25,58.9,Yes +1565-RHDJD,Female,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),84.05,333.55,Yes +7137-RYLPP,Male,1,Yes,No,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.7,3171.15,Yes +3765-JXVKY,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,74.7,Yes +5092-STPKP,Female,0,No,No,24,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),56.35,1381.2,No +7330-WZLNC,Female,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.8,455.5,Yes +0114-PEGZZ,Female,0,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,107.55,3645.5,No +3359-DSRKA,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,1158.85,No +8639-NHQEI,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Bank transfer (automatic),95.9,6954.15,No +7161-DFHUF,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.85,1672.1,No +3957-LXOLK,Female,1,No,No,28,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.15,3152.5,Yes +3720-DBRWL,Male,0,Yes,No,51,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.85,4307.1,No +6635-MYYYZ,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),85.35,2530.4,Yes +8565-WUXZU,Male,1,Yes,No,72,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),84.8,6141.65,No +5281-BUZGT,Male,1,No,No,36,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.85,3186.7,Yes +4994-OBRSZ,Male,0,No,Yes,14,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),76.1,1054.8,No +0562-FGDCR,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Mailed check,74.55,5430.65,No +2436-QBZFP,Female,0,Yes,Yes,22,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,39.2,849.9,No +3420-YJLQT,Female,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,79.55,151.75,No +6040-CGACY,Female,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.6,299.4,No +6582-PLFUU,Male,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,1086.75,No +8242-PDSGJ,Male,0,Yes,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),39.15,2692.75,No +0264-CNITK,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.1,1389.6,No +0089-IIQKO,Female,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.95,3767.4,No +7839-NUIAA,Female,0,Yes,Yes,61,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,59.8,3641.5,No +6075-QMNRR,Female,0,No,No,52,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.75,2535.55,No +5378-IKEEG,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,35.75,35.75,Yes +5966-EMAZU,Male,0,Yes,No,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,108.5,6880.85,No +0440-EKDCF,Male,0,Yes,No,62,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),60.15,3753.2,No +4774-HHGGS,Male,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.05,637.55,No +2718-GAXQD,Female,1,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46,181.6,Yes +2055-BFOCC,Male,1,Yes,No,63,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),84,5329.55,No +8180-AKMJV,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),44.55,44.55,No +4298-OYIFC,Male,0,Yes,No,15,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.45,1539.8,No +5566-SOEZD,Male,0,Yes,Yes,27,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),80.65,2209.75,No +9842-EFSYY,Female,0,No,Yes,4,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Mailed check,57.2,223.75,No +2272-WUSPA,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,110.75,7751.7,No +4584-LBNMK,Male,1,Yes,No,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.7,1174.35,No +3898-GUYTS,Female,1,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,97.05,4385.05,No +0930-EHUZA,Female,0,No,No,36,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Mailed check,76.35,2606.35,No +6413-XKKPU,Male,0,Yes,Yes,17,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.4,1539.45,Yes +9975-SKRNR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.9,18.9,No +3703-KBKZP,Male,1,No,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.45,1261.35,No +1449-XQEMT,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.8,58.15,Yes +2626-URJFX,Male,0,Yes,Yes,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.9,225.6,Yes +4973-MGTON,Female,0,Yes,No,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),84.4,5969.3,No +3682-YEUWS,Male,0,Yes,Yes,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.4,253.9,No +1223-UNPKS,Male,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,400,No +2612-RRIDN,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,81,340.85,Yes +4735-ASGMA,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.35,2515.3,Yes +3446-QDSZF,Female,0,No,No,4,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Credit card (automatic),55.5,227.35,No +3669-LVWZB,Male,0,No,No,5,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,51,305.95,Yes +6892-EZDTG,Female,0,Yes,No,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.65,365.4,Yes +5117-IFGPS,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.3,2357.75,No +7379-FNIUJ,Male,0,No,No,2,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,100.2,198.5,No +1627-AFWVJ,Female,0,No,No,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.4,554.25,No +9725-SCPZG,Male,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.85,90.85,Yes +5884-GCYMI,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.4,69.4,Yes +3217-FZDMN,Female,1,No,No,8,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94.45,742.95,Yes +4486-EFAEB,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.4,251.65,No +0060-FUALY,Female,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.75,5597.65,No +7853-GVUDZ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.15,20.15,Yes +7480-QNVZJ,Male,1,No,No,50,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.7,4816.7,Yes +6954-OOYZZ,Male,0,Yes,No,18,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.35,768.05,No +7088-FBAWU,Female,0,Yes,Yes,17,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,No,Mailed check,74.55,1215.8,No +8313-AFGBW,Male,0,Yes,No,47,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,73.6,3522.65,No +3943-KDREE,Female,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.95,1834.95,Yes +9239-ZBZZV,Female,0,No,No,6,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,47.95,305.1,Yes +3097-IDVPU,Male,0,Yes,Yes,19,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),50.1,910.45,No +4398-HSCJH,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,63.6,155.65,Yes +2197-OMWGI,Female,1,Yes,Yes,68,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,53,3656.25,No +2303-PJYHN,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.85,52,No +9795-VOWON,Male,0,No,No,7,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Credit card (automatic),24.35,150.85,No +1237-WIYYZ,Female,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.55,389.25,No +1987-AUELQ,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.05,1873.7,No +7852-LECYP,Male,1,Yes,No,13,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),93.8,1261,No +4430-UZIPO,Male,0,No,No,3,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,36.85,108.7,Yes +4822-LPTYJ,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),103.75,7346.2,No +8165-CBKXO,Male,0,Yes,Yes,66,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),56.75,3708.4,No +6527-PZFPV,Male,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.8,469.65,No +4855-SNKMY,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.1,44.1,Yes +9593-CVZKR,Female,0,Yes,Yes,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.45,1385.85,No +8595-SIZNC,Female,1,Yes,No,22,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.6,548.8,No +8008-HAWED,Male,0,No,No,14,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.75,712.75,Yes +7124-UGSUR,Female,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.4,6405,Yes +1862-SKORY,Female,1,Yes,No,40,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,39.3,1637.4,Yes +5236-XMZJY,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),59.65,2536.55,No +4827-DPADN,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),83.3,6042.7,No +2694-CIUMO,Female,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),79.55,958.25,No +5846-ABOBJ,Male,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1730.65,No +1439-LCGVL,Female,0,Yes,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.2,459.6,No +0909-SDHNU,Female,0,No,Yes,7,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.8,201.95,No +4647-XXZAM,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.5,285.2,No +1502-XFCVR,Female,0,No,No,58,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.45,6145.85,Yes +7740-KKCXF,Male,0,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),30.05,1529.45,No +5360-XGYAZ,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),65.65,4664.5,No +9692-TUSXH,Female,0,No,No,18,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.05,1740.7,Yes +7912-SYRQT,Female,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),75.1,552.95,Yes +3557-HTYWR,Female,0,No,No,47,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,74.05,3496.3,No +4816-JBHOV,Male,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.7,93.7,Yes +8920-NAVAY,Male,1,No,No,62,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),110.75,7053.35,No +1699-TLDLZ,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,301.55,No +5600-PDUJF,Male,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),49.5,312.7,No +8292-TYSPY,Male,0,No,No,19,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55,1046.5,Yes +0567-XRHCU,Female,0,Yes,Yes,69,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),43.95,2960.1,No +1867-BDVFH,Male,0,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,834.2,Yes +2067-QYTCF,Female,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,111.15,6953.4,No +2359-QWQUL,Female,0,Yes,No,39,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),104.7,4134.85,Yes +9103-TCIHJ,Female,0,No,No,15,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,55.7,899.8,Yes +7407-SUJIZ,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,541.5,No +9150-KPBJQ,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.65,116.85,No +0052-DCKON,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),115.8,7942.15,No +3654-ARMGP,Female,0,No,No,61,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.65,5321.25,No +9699-UBQFS,Female,1,Yes,No,43,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.5,4156.8,No +9367-TCUYN,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,223.6,No +1261-FWTTE,Male,1,No,No,23,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),34.65,768.45,No +3528-HFRIQ,Male,1,Yes,No,71,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),52.3,3765.05,No +0708-SJDIS,Female,0,No,No,34,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,No,Mailed check,65,2157.5,No +4140-WJAWW,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.85,108.05,Yes +2073-QBVBI,Female,0,Yes,No,41,No,No phone service,DSL,No,Yes,No,Yes,No,No,One year,No,Mailed check,35.45,1391.65,No +6928-ONTRW,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1379.8,No +3320-VEOYC,Male,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,1273.3,No +5231-FIQPA,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.85,810.45,No +6617-WLBQC,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,One year,No,Credit card (automatic),81.85,1810.85,No +2599-CIPQE,Male,0,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.3,7782.85,No +6653-CBBOM,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes +8774-GSBUN,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.4,1797.1,No +7326-RIGQZ,Male,0,Yes,Yes,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.8,377.85,No +1401-FTHFQ,Male,0,Yes,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20,445.3,No +3247-ZVOUO,Male,1,Yes,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,85.55,851.75,Yes +0254-FNMCI,Female,0,No,No,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.9,7624.2,No +1848-LBZHY,Female,0,Yes,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.3,355.1,No +6101-IMRMM,Male,0,No,Yes,6,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Mailed check,94.5,575.45,Yes +8118-TJAFG,Male,0,Yes,Yes,9,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.5,906.85,No +5429-LWCMV,Female,0,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.15,1057.55,No +7298-IZWLY,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.4,19.4,No +9758-MFWGD,Female,1,Yes,Yes,48,No,No phone service,DSL,No,Yes,No,No,No,No,One year,No,Bank transfer (automatic),29.9,1388.75,No +3955-JBZZM,Male,0,No,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,78.8,1641.3,No +1268-ASBGA,Female,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.35,1375.15,Yes +8943-URTMR,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,79.65,152.7,Yes +4815-TUMEQ,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.3,185.2,No +4713-LZDRV,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.6,195.05,Yes +9909-IDLEK,Male,0,Yes,Yes,20,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,96.8,1826.7,No +4092-OFQZS,Male,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,417.5,No +1561-BWHIN,Male,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,344.5,No +4325-NFSKC,Male,1,No,No,19,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.6,1660,Yes +9927-DSWDF,Male,0,Yes,No,22,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.6,2180.55,No +9500-LTVBP,Female,0,No,No,35,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),80.05,2835.9,No +7252-NTGSS,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,45.15,45.15,No +8149-AIQCG,Male,0,No,No,39,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.15,2730.85,No +1360-JYXKQ,Female,1,Yes,No,54,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,99.1,5437.1,No +2955-PSXOE,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.2,20.2,Yes +7762-URZQH,Male,0,Yes,No,66,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),106.05,6981.35,Yes +0899-WZRSD,Male,0,No,No,56,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,105.35,5794.45,No +3255-GRXMG,Male,0,No,Yes,18,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.65,747.2,No +4828-FAZPK,Female,0,Yes,Yes,16,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),79.95,1267.95,No +6094-ZIVKX,Female,0,No,No,68,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),54.45,3674.95,No +6925-BAYGL,Female,1,Yes,No,53,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.1,1275.6,No +3262-EIDHV,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.7,5893.9,No +7354-OIJLX,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.85,724.65,No +1376-HHBDV,Female,0,No,No,30,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.8,1536.75,No +6907-NZZIJ,Female,0,No,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.15,3615.6,Yes +6133-OZILE,Female,0,No,No,18,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,35.2,607.3,No +4135-FRWKJ,Female,1,Yes,Yes,55,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Electronic check,76.25,4154.55,No +2911-UREFD,Female,0,Yes,No,39,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,55.9,2184.35,Yes +3744-ZRRDZ,Male,0,No,No,21,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,82.35,1852.85,Yes +5673-TIYIB,Male,0,No,No,2,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),40.4,77.15,Yes +6551-ZCOTS,Male,1,No,No,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.9,847.8,No +7191-ADRGF,Male,0,Yes,No,44,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),54.3,2390.45,No +5018-LXQQG,Female,0,Yes,Yes,30,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),66.3,1923.5,No +6892-BOGQE,Female,0,Yes,No,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.9,1493.2,No +1602-IJQQE,Female,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.35,338.1,Yes +4628-WQCQQ,Male,0,No,Yes,35,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,85.15,3030.6,Yes +1746-TGTWV,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),75.35,75.35,No +5995-SNNEW,Male,1,Yes,No,23,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.45,2184.85,No +8050-WYBND,Female,0,No,Yes,22,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),49.45,1031.4,No +2821-WARNZ,Female,0,No,Yes,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.45,921.3,No +4879-GZLFH,Female,0,Yes,Yes,42,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.15,3875.4,No +1644-IRKSF,Female,0,Yes,Yes,33,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,93.8,3124.5,Yes +8314-HTWVE,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.85,144.15,No +9402-ROUMJ,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),100.25,6689,No +2507-QZPQS,Male,0,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,No,Electronic check,95.7,1451.1,No +7159-NOKYQ,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,Yes,Electronic check,93.15,6368.2,No +5707-ZMDJP,Male,0,Yes,Yes,53,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,69.7,3729.6,No +8779-YIQQA,Male,0,Yes,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,350.1,No +7136-IHZJA,Female,0,Yes,Yes,40,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,71.35,2847.2,No +8966-OIQHG,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.75,452.35,No +7074-STDCN,Male,0,No,No,39,No,No phone service,DSL,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,40.6,1494.5,No +3705-PSNGL,Male,0,No,No,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.4,930.45,Yes +8739-QOTTN,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,41.85,No +1399-OUPJN,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.75,1272.05,No +0277-BKSQP,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.4,475.1,No +6502-HCJTI,Male,1,Yes,No,7,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),94.7,673.1,Yes +2606-RMDHZ,Male,0,No,No,6,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),30.5,208.7,Yes +5774-XZTQC,Female,0,Yes,Yes,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.45,150.75,No +2676-SSLTO,Male,0,No,No,49,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),66.15,3199,No +6266-QHOJZ,Female,0,No,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,89.85,5844.65,No +7269-JISCY,Female,0,No,No,55,Yes,No,DSL,No,No,No,No,No,No,One year,No,Bank transfer (automatic),45.05,2462.6,No +0363-SVHYR,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.85,6263.8,No +8547-NSBBO,Male,0,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,96.75,3403.4,No +8258-GSTJK,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,77,237.75,Yes +6861-OKBCE,Female,0,No,Yes,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.1,221.35,Yes +9940-RHLFB,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,75.3,75.3,Yes +6591-QGOYB,Male,0,No,No,17,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),106.65,1672.1,No +9070-BCKQP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.15,7881.2,No +6421-SZVEM,Female,0,Yes,Yes,28,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,One year,Yes,Bank transfer (automatic),82.85,2320.8,No +1328-EUZHC,Female,0,Yes,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,370.5,No +2995-UPRYS,Female,1,Yes,No,40,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),99.2,4062.2,Yes +8878-RYUKI,Female,0,No,No,52,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,59.45,3043.7,No +9633-DENPU,Female,0,Yes,No,47,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),58.6,2723.4,No +7811-JIVPF,Female,0,No,No,23,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),49.7,1081.25,No +7113-HIPFI,Male,0,Yes,Yes,66,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,65.85,4097.05,No +8541-QVFKM,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.5,632.2,No +6686-YPGHK,Male,1,No,No,47,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,85.5,4042.3,Yes +1383-EZRWL,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,164.85,Yes +9258-CNWAC,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),113.65,8166.8,No +5371-VYLSX,Female,1,No,No,50,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,83.4,4113.7,No +6374-AFWOX,Male,0,Yes,No,46,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,65.65,3047.15,No +4759-TRPLW,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.4,70.4,Yes +5317-FLPJF,Female,0,No,No,66,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),61.35,4193.4,No +7621-VPNET,Female,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),85.9,3729.75,No +6034-YMTOB,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,75.65,399.45,No +8563-IIOXK,Male,0,Yes,Yes,7,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Electronic check,49.75,331.3,Yes +4903-CNOZC,Male,0,No,No,29,Yes,Yes,DSL,No,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),70.9,1964.6,No +4353-HYOJD,Female,0,Yes,Yes,27,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.85,1336.15,No +8020-BWHYL,Female,1,No,No,15,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.3,1147.45,Yes +7267-FRMJW,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.1,486.05,No +2982-VPSGI,Female,0,Yes,No,11,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94,1078.9,Yes +4188-FRABG,Male,0,Yes,No,57,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,103.05,5925.75,No +8199-ZLLSA,Male,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),118.35,7804.15,Yes +4128-ETESU,Female,1,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,99.7,4747.2,No +0620-DLSLK,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,81.9,1028.9,No +4625-EWPTF,Male,0,No,No,8,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,30.45,226.45,Yes +5980-NOPLP,Female,0,Yes,No,44,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,96.1,4364.1,Yes +3850-OKINF,Male,0,Yes,Yes,71,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,Yes,Electronic check,66.2,4692.55,No +6892-XPFPU,Male,1,Yes,No,24,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.25,2433.9,Yes +8010-EZLOU,Male,1,No,No,15,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.2,1217.25,Yes +1156-ZFYDO,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,19.75,No +3295-YVUSR,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,72.6,154.3,No +8016-NCFVO,Male,1,No,No,55,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,116.5,6382.55,No +4119-ZYPZY,Male,1,No,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,106.8,7623.2,No +5549-ZGHFB,Male,0,Yes,Yes,50,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.95,1261.45,No +7577-SWIFR,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.25,89.25,No +0303-WMMRN,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.25,86.05,No +6408-OTUBZ,Female,0,No,No,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),104.55,6779.05,No +5204-HMGYF,Female,0,Yes,Yes,49,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,87.2,4345,No +1078-TDCRN,Female,1,Yes,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,30.75,82.85,No +3727-OVPRY,Male,0,Yes,Yes,66,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),25.7,1714.55,No +3797-FKOGQ,Male,0,No,Yes,11,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,86.2,893.2,No +7622-NXQZR,Male,0,No,No,28,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),30.1,810.85,No +6196-HBOBZ,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Electronic check,99.35,6347.55,No +3970-XGJDU,Female,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.2,1123.65,No +7017-VFULY,Female,0,Yes,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.1,43.15,No +5562-YJQGT,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.35,35.1,No +8807-OPMBM,Female,0,Yes,Yes,55,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.65,1388,No +5439-WIKXB,Male,1,Yes,No,41,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.55,3851.45,No +9874-QLCLH,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,1743.5,Yes +8294-UIMBA,Female,0,No,No,30,Yes,No,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),94.4,2638.1,No +8109-YUOHE,Male,0,No,No,17,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,56.1,946.95,No +5840-NVDCG,Female,0,Yes,Yes,16,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Bank transfer (automatic),68.25,1114.85,No +8092-NLTGF,Male,0,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.75,1777.6,No +5928-QLDHB,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.25,684.85,No +9840-EFJQB,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.35,74.35,No +0696-UKTOX,Male,0,No,Yes,23,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,54.15,1312.45,No +4801-KFYKL,Male,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.45,159.2,No +3472-OAOOR,Male,0,Yes,Yes,19,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,34.95,610.2,No +6135-OZQVA,Female,0,No,No,7,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,53.65,404.35,No +8062-YBDOE,Male,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes +2252-JHJGE,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Electronic check,104,6363.45,No +4188-PCPIG,Female,0,Yes,No,57,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.35,4124.65,No +6000-APYLU,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.8,713.1,Yes +7105-BENQF,Male,0,No,Yes,15,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,No,Mailed check,64.85,950.75,No +7721-DVEKZ,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No +3566-VVORZ,Female,0,Yes,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.9,505.95,No +9507-HSMMZ,Male,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,1149.65,No +2480-SQIOB,Male,0,Yes,Yes,4,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.8,169.65,No +0947-IDHRQ,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.3,526.7,Yes +7813-TKCVO,Female,0,Yes,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,393.15,No +0128-MKWSG,Female,0,No,Yes,26,No,No phone service,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Mailed check,45.8,1147,No +3672-YITQD,Male,1,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.1,3021.6,Yes +4350-ZTLPI,Female,0,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.95,5718.2,No +9048-JVYVF,Male,0,No,No,3,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,69.35,191.35,Yes +0361-HJRDX,Female,0,No,No,68,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),64.35,4539.6,No +5727-MYATE,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.8,6397.6,No +3823-KYNQY,Male,0,No,No,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.95,280.4,No +8988-ECPJR,Female,1,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,79.6,2718.3,Yes +7570-WELNY,Female,0,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),84.7,5711.05,No +3021-VLNRJ,Female,0,No,Yes,50,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),70.8,3478.15,No +3776-EKTKM,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,36.45,36.45,Yes +2080-CAZNM,Female,1,No,No,41,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.4,4133.95,No +1028-FFNJK,Male,1,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.5,2917.65,No +6907-FLBER,Male,0,No,No,1,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.3,54.3,No +3001-UNBTL,Male,1,Yes,Yes,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.95,2964.8,No +5982-PSMKW,Female,0,Yes,Yes,23,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),91.1,2198.3,No +3507-GASNP,Male,0,No,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1189.9,No +7096-ZNBZI,Female,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),26.45,1914.5,No +1902-XBTFB,Male,0,No,Yes,22,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.4,2001.5,Yes +1676-MQAOA,Male,0,No,No,72,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),75.1,5336.35,No +0786-IVLAW,Female,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),108.1,7238.6,No +7566-DSRLQ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.15,7998.8,No +0643-OKLRP,Female,1,Yes,No,47,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,80.35,3825.85,Yes +7245-JMTTQ,Female,0,No,No,51,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.5,5703.25,No +6050-IJRHS,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.5,7397,No +6202-JVYEU,Male,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.9,164.6,No +8591-TKMZH,Male,0,Yes,Yes,59,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,111.1,6555.2,No +0734-OXWBT,Male,0,No,Yes,3,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,70.7,225.65,No +4282-ACRXS,Male,1,Yes,No,38,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.85,955.75,No +0365-TRTPY,Female,0,No,No,37,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),91.2,3382.3,No +7349-ALMUX,Male,0,No,No,37,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),65.6,2313.8,No +9381-NDKME,Female,1,Yes,No,24,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),40.65,933.3,Yes +6502-KUGLL,Female,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),59.45,780.85,No +1841-YSJGV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.95,7852.4,No +2794-XIMMO,Male,0,Yes,No,53,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,60.45,3184.25,Yes +8382-SHQEH,Female,0,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.9,764.95,Yes +3511-BFTJW,Male,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Credit card (automatic),38.5,2763,No +7668-XCFYV,Female,1,Yes,No,17,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.55,1614.7,No +2983-ZANRP,Female,0,Yes,Yes,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),73.55,145.4,Yes +7845-URHJN,Female,0,Yes,No,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,156.25,Yes +3034-ZBEQN,Female,0,Yes,No,48,No,No phone service,DSL,No,Yes,Yes,No,No,No,One year,No,Mailed check,34.7,1604.5,Yes +5018-HEKFO,Female,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,24.5,270.15,No +2923-ARZLG,Male,0,Yes,Yes,0,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.7, ,No +3976-NLDEZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,20.6,No +2282-YGNOR,Female,0,No,No,29,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),58,1734.5,No +5336-UFNZP,Female,1,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,107.45,7047.5,No +6854-EXGSF,Female,0,No,No,8,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),65.5,573.15,No +1241-EZFMJ,Male,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,1538.6,No +9233-PSYHO,Female,1,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.15,4459.8,No +5376-PCKNB,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.45,7459,No +8044-BGWPI,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,21.15,306.05,No +4060-LDNLU,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,96.2,639.7,No +3589-PPVKW,Male,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.4,348.15,No +8327-LZKAS,Female,1,Yes,No,43,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,107.55,4533.9,Yes +5887-IKKYO,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),94.35,5563.65,No +1075-BGWOH,Male,1,Yes,No,16,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.75,1587.55,Yes +1755-RMCXH,Male,0,Yes,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,40.25,No +0302-JOIVN,Female,0,Yes,No,8,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.15,842.9,Yes +3858-XHYJO,Female,0,Yes,No,40,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),105.75,4228.55,No +4299-SIMNS,Male,0,No,No,9,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,81.15,784.45,No +7025-IWFHT,Male,0,No,No,41,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,89.55,3729.75,No +6261-LHRTG,Female,0,No,No,26,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),54.75,1406.9,No +7841-FCRQD,Female,0,Yes,No,33,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),53.75,1857.3,No +2056-EVGZL,Male,0,Yes,Yes,68,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),105.75,7322.5,No +8777-MBMTS,Female,1,Yes,No,65,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),105.85,6725.5,No +7753-USQYQ,Male,0,No,No,55,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Electronic check,64.2,3627.3,No +5366-IJEQJ,Male,0,No,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,88.7,1761.45,Yes +7661-CPURM,Male,0,No,No,19,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Credit card (automatic),87.7,1725.95,No +6233-HXJMX,Female,0,No,No,45,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),89.3,4192.15,No +5902-WBLSE,Female,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.15,1411.2,No +1981-INRFU,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.75,164.5,Yes +4971-PUYQO,Female,0,No,No,27,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,94.55,2724.6,Yes +3239-TPHPZ,Female,0,Yes,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,20.05,264.55,No +5115-GZDEL,Male,0,No,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),67.2,4671.7,No +3338-CVVEH,Male,0,No,No,12,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.55,1173.55,No +8485-GJCDN,Female,1,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.05,318.5,Yes +2615-YVMYX,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,107.5,7713.55,No +2851-STERV,Male,1,No,No,35,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,73,2471.25,No +4393-GEADV,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.75,7842.3,No +8486-AYEQH,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.05,2227.8,No +1527-SXDPN,Male,0,Yes,Yes,52,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),96.25,4990.25,Yes +6029-WTIPC,Male,1,No,No,37,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.1,3744.05,Yes +8634-CILSZ,Male,0,No,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),104.7,7220.35,Yes +5419-JKZNQ,Male,1,Yes,No,30,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,77.9,2351.45,No +2495-KZNFB,Female,0,No,No,33,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,90.65,2989.6,No +1409-PHXTF,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.45,6077.75,No +4560-WQAQW,Female,0,No,No,59,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,No,Bank transfer (automatic),68.7,4070.95,No +9591-YVTEB,Male,1,No,No,55,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,44.85,2479.05,No +9309-BZGNT,Male,1,Yes,No,69,No,No phone service,DSL,No,No,Yes,No,No,No,One year,Yes,Credit card (automatic),29.8,2134.3,No +4274-DRSQT,Female,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),88.9,6000.1,No +2027-DNKIV,Male,0,Yes,Yes,37,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Mailed check,58.75,2203.1,No +8075-GXIUB,Male,1,Yes,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.85,183.15,No +2885-HIJDH,Male,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.9,6194.1,No +5424-RLQLC,Male,0,No,No,10,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,59.65,638.95,No +6682-QJDGB,Male,0,No,Yes,40,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,55.25,2139.2,Yes +6507-DTJZV,Male,0,No,Yes,13,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Credit card (automatic),66.4,831.75,No +8780-IXSTS,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.1,521.3,Yes +7673-BQGKU,Female,0,Yes,Yes,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,1337.5,No +6723-WSNTY,Female,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),108.1,7181.95,No +9530-EHPOH,Male,0,No,No,11,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,53.75,608,Yes +2725-IWWBA,Male,0,Yes,Yes,46,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,No,Mailed check,56.9,2560.1,No +0345-HKJVM,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.3,577.6,Yes +1061-PNTHC,Female,0,Yes,Yes,56,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,109.6,5953,No +0394-YONDK,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,1790.15,No +6574-MCOEH,Female,0,Yes,Yes,33,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,79.15,2531.4,No +7399-QHBJS,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),66.75,4760.3,No +3049-SOLAY,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.2,292.85,Yes +0997-YTLNY,Female,0,No,Yes,19,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,48.8,953.65,No +3317-HRTNN,Female,1,No,No,5,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,45.7,198,Yes +9479-HYNYL,Female,0,Yes,No,71,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),80.7,5705.05,No +3235-ETOOB,Male,0,Yes,No,8,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,609.9,Yes +9708-KFDBY,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.55,20.55,No +8058-INTPH,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.65,79.65,Yes +3642-GKTCT,Female,0,No,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,115.1,6993.65,No +0774-RMNUW,Female,0,Yes,Yes,71,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),59.7,4122.65,No +1334-PDUKM,Female,0,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Credit card (automatic),86.45,5762.95,No +0756-MPZRL,Male,0,No,No,46,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),33.7,1537.85,No +2242-MFOTG,Male,0,No,No,33,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,One year,No,Bank transfer (automatic),80.1,2603.3,No +2927-CVULT,Female,0,Yes,Yes,53,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),104.05,5566.4,No +2144-BFDSO,Female,1,Yes,No,50,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),108.75,5431.9,No +8745-PVESG,Female,0,No,No,57,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),41.1,2258.25,No +7647-GYYKX,Female,0,Yes,Yes,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.35,1092.35,No +5647-FXOTP,Female,1,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,6401.25,No +5569-OUICF,Female,1,Yes,No,28,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),101.3,2812.2,Yes +8821-XNHVZ,Female,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.05,80.05,Yes +2082-OJVTK,Male,0,Yes,Yes,29,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.2,2698.35,Yes +9700-ISPUP,Female,0,Yes,Yes,10,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,65.5,616.9,No +9839-ETQOE,Male,0,No,Yes,43,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,40.45,1912.85,No +6078-VESFR,Male,1,Yes,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.45,849.1,No +9027-TMATR,Female,0,Yes,No,43,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,78.8,3460.3,No +5940-NFXKV,Male,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.65,1465.75,Yes +1941-HOSAM,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,90.1,90.1,No +9110-HSGTV,Female,0,No,No,69,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),82.45,5555.3,No +0704-VCUMB,Female,0,Yes,No,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1278.8,No +6171-ZTVYB,Male,0,Yes,No,43,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),66.25,2907.35,No +8053-WWDRO,Female,0,Yes,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,146.3,Yes +9564-KCLHR,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,51.25,51.25,Yes +1935-IMVBB,Male,0,Yes,No,56,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Mailed check,89.7,4952.95,No +2535-PBCGC,Female,0,Yes,No,70,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),64.55,4504.9,No +2082-CEFLT,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.6,45.6,Yes +1470-PSXNM,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Electronic check,93.65,4520.15,No +1213-NGCUN,Female,0,No,No,6,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),49.65,267.35,Yes +2498-XLDZR,Female,0,Yes,Yes,32,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Mailed check,73.6,2316.85,No +9866-OCCKE,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,109.75,8075.35,No +5338-YHWYT,Male,0,No,Yes,37,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Credit card (automatic),61.45,2302.35,No +7718-UPSKJ,Female,0,Yes,No,69,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),106.4,7251.9,No +8731-WBBMB,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81.9,2078.55,No +1448-CYWKC,Female,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),105.2,6225.4,No +7901-IIDQV,Male,0,No,No,24,Yes,Yes,DSL,No,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.6,1242.25,No +2690-DVRVK,Male,0,Yes,Yes,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.55,99.45,No +5688-KZTSN,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20,288.05,Yes +1270-XKUCC,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,599.25,No +0334-ZFJSR,Female,0,Yes,No,55,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),66.05,3462.1,No +2894-QOJRX,Female,0,Yes,No,25,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),34,853,Yes +5747-PMBSQ,Male,1,Yes,No,10,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,92.5,934.1,Yes +5583-EJXRD,Male,0,Yes,Yes,44,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),54.05,2375.2,No +4565-EVZMJ,Female,0,No,No,47,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Mailed check,58.9,2813.05,No +3143-JQEGI,Female,0,Yes,Yes,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,88.35,1222.8,Yes +6386-SZZKH,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),107.95,5293.2,Yes +3327-YBAKM,Female,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,96.9,6314.35,No +9441-QHEVC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.1,19.1,No +6705-LNMDD,Male,0,No,No,20,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,50,1003.05,No +2580-ASVVY,Female,0,Yes,No,37,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Electronic check,45.4,1593.1,No +3370-GQEAL,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,85.45,2509.95,No +5032-USPKF,Female,0,No,No,38,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),84.1,3187.65,No +2982-IHMFT,Female,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.45,74.45,Yes +3521-SYVOR,Female,0,No,No,37,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,64.75,2345.2,Yes +4254-QPEDE,Female,0,Yes,No,52,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),66.25,3330.1,No +6283-GITPX,Male,0,No,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),76.9,5522.7,No +9526-JAWYF,Male,0,No,No,26,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,89.8,2335.3,Yes +0771-CHWSK,Male,0,No,No,66,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),74.6,4798.4,No +9788-HNGUT,Male,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.95,8594.4,No +9495-REDIY,Male,0,No,Yes,25,No,No phone service,DSL,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),40.65,970.55,No +5375-XLDOF,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.35,7665.8,No +1172-VIYBP,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,Two year,No,Bank transfer (automatic),69.7,3686.05,No +5649-VUKMC,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Mailed check,95.5,1115.15,Yes +6559-PDZLR,Male,0,No,No,26,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.65,2537,No +8992-OBVDG,Male,0,No,No,21,Yes,No,DSL,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,61.65,1393.6,No +4273-MBHYA,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.35,89.35,No +4724-WXVWF,Male,0,No,No,48,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,95.4,4445.3,No +5701-GUXDC,Female,0,Yes,No,26,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),35.4,978.6,No +1460-UZPRJ,Male,0,Yes,No,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.95,1258.15,No +6082-GLJIX,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,331.35,No +5143-EGQFK,Female,1,No,No,10,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.65,291.4,Yes +4919-IKATY,Male,0,Yes,Yes,5,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,84.5,453.75,Yes +2495-TTHBQ,Female,0,No,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.4,84.75,No +0485-ZBSLN,Male,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.75,1715.1,No +3810-PJUHR,Male,0,Yes,Yes,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.35,1715.15,No +9050-QLROH,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.7,1597.25,Yes +0847-HGRML,Male,0,No,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20,1250.1,No +8232-CTLKO,Female,0,Yes,Yes,66,Yes,No,DSL,Yes,No,No,No,Yes,No,Two year,Yes,Electronic check,59.75,3996.8,No +9227-YBAXE,Female,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),82.5,5215.1,No +6168-WFVVF,Female,1,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,235.5,Yes +9860-LISIZ,Female,0,No,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,673.2,No +0112-QAWRZ,Male,0,Yes,Yes,16,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.8,1442.2,No +0877-SDMBN,Female,0,No,No,54,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),103.95,5639.05,Yes +2786-GCDPI,Female,1,No,No,50,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.95,5222.35,No +4043-MKDTV,Male,0,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,105.25,7291.75,No +8065-YKXKD,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.75,799.65,Yes +9637-EIHEQ,Female,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,50.8,50.8,Yes +9229-RQABD,Male,0,No,No,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,23.75,424.5,No +8313-KTIHG,Male,0,No,No,4,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,61.3,249.4,No +5320-BRKGK,Female,0,Yes,Yes,58,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,No,Two year,No,Mailed check,75.8,4415.75,No +6284-KMNUF,Female,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Electronic check,98,5270.6,No +9689-PTNPG,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.25,144.55,Yes +9465-RWMXL,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,78.9,2447.95,Yes +6229-UOLQL,Male,0,Yes,Yes,56,No,No phone service,DSL,Yes,Yes,No,Yes,Yes,No,One year,Yes,Mailed check,52,2884.9,No +2362-IBOOY,Male,0,No,No,36,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.75,3050.15,Yes +3137-LUPIX,Female,0,No,No,4,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,64.4,253,No +0843-WTBXE,Male,0,No,No,53,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Bank transfer (automatic),85.45,4517.25,Yes +6143-JQKEA,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),45.8,436.2,No +8676-OOQEJ,Male,0,No,No,4,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,No,Electronic check,30.5,118.4,No +5515-IDEJJ,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,Yes +9701-CDXHR,Female,0,Yes,No,51,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,69.15,3649.6,No +7450-NWRTR,Male,1,No,No,12,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.45,1200.15,Yes +8124-NZVGJ,Female,0,No,No,6,No,No phone service,DSL,No,No,No,Yes,Yes,Yes,One year,Yes,Mailed check,49.25,255.6,No +2162-FRZAA,Male,0,Yes,Yes,63,No,No phone service,DSL,No,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),39.35,2395.05,No +5376-DEQCP,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.6,70.6,Yes +5118-MUEYH,Female,0,Yes,No,48,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.1,5083.55,No +9095-HFAFX,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),81,389.6,Yes +5627-TVBPP,Female,0,No,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Credit card (automatic),20.1,644.5,No +2379-ENZGV,Male,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,523.5,Yes +3936-QQFLL,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.75,39.3,No +2589-AYCRP,Female,0,No,No,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.75,989.05,No +4067-HLYQI,Female,0,No,No,33,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),70.4,2406.1,No +5124-EOGYE,Male,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.45,638.55,No +5057-RKGLH,Female,0,Yes,Yes,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,191.1,No +0292-WEGCH,Female,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,86.2,4524.05,No +8910-ICHIU,Female,0,No,No,46,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),95.65,4664.2,No +4097-YODCF,Male,0,No,Yes,34,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,103.8,3470.8,No +9715-WZCLW,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Electronic check,97.2,6910.3,No +9786-YWNHU,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,63.55,4014.2,No +6407-GSJNL,Female,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.95,1288,No +6005-OBZPH,Female,1,No,No,26,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.15,2277.65,Yes +4049-ZPALD,Female,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),99,6375.8,No +7932-WPTDS,Female,1,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.8,24.8,Yes +3733-UOCWF,Male,1,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),85.55,5251.75,No +6833-JMZYP,Female,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),94,1505.45,No +2722-VOJQL,Male,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.65,6903.1,Yes +1310-QRITU,Female,0,No,No,18,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.3,913.3,No +8961-QDZZJ,Female,0,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,95,5535.8,No +9715-SBVSU,Male,0,Yes,Yes,14,Yes,No,DSL,Yes,Yes,No,No,No,Yes,Two year,Yes,Bank transfer (automatic),61.4,815.55,No +8490-BXHEO,Male,1,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.55,1411.65,No +7173-TETGO,Female,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),78.5,5602.25,No +7929-SKFGK,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),114.3,8244.3,No +2300-RQGOI,Female,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,741.5,No +3563-SVYLG,Male,0,Yes,Yes,68,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),62.65,4375.8,No +5228-EXCET,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.85,1008.7,Yes +6435-VWCCY,Male,1,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),92.7,5968.4,No +4998-IKFSE,Female,0,No,No,30,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.45,3096.9,No +8630-QSGXK,Male,0,Yes,No,51,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),75.2,3901.25,No +2455-USLMV,Female,0,No,No,31,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.75,2613.4,No +7394-FKDNK,Female,0,Yes,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,89.45,853.1,Yes +9488-FVZCC,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),79.5,5661.7,No +6331-LWDTQ,Male,0,No,No,10,Yes,Yes,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),72.15,794.25,Yes +5995-WWKKG,Female,0,No,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,19.8,695.05,No +1597-FZREH,Female,0,No,No,2,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,76.4,160.8,Yes +7879-CGSFV,Male,0,No,No,55,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,100.9,5552.05,No +9921-EZKBY,Male,0,No,Yes,33,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.3,3275.15,No +7432-FFVAR,Female,0,Yes,Yes,46,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),90.95,4236.6,No +7246-ZGQDF,Female,0,No,Yes,1,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.5,54.5,No +7000-WCEVQ,Female,1,No,No,20,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,61.6,1174.35,Yes +0727-IWKVK,Male,0,Yes,No,9,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.9,741.7,Yes +5959-BELXA,Male,1,No,No,32,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),96.15,3019.25,Yes +4456-RHSNB,Female,0,Yes,Yes,19,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),49.6,962.9,No +3512-IZIKN,Female,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),65.3,4759.75,Yes +2481-SBOYW,Female,0,No,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25,1498.35,No +7109-MFBYV,Male,0,No,No,26,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.45,1233.15,No +1833-TCXKK,Male,0,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.75,4882.8,No +1832-PEUTS,Male,0,Yes,Yes,62,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),89.1,5411.65,No +6141-OOXUQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,Yes +8660-BUETV,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,44.75,148.05,No +0580-PIQHM,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),101.6,3930.55,No +5696-CEIQJ,Male,0,Yes,Yes,67,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),103.15,6895.5,No +7503-ZGUZJ,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,84.65,84.65,Yes +1696-HXOWK,Female,0,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Mailed check,95.65,6856.95,No +3026-ATZYV,Female,0,Yes,Yes,37,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),75.1,2658.8,No +4012-YCFAI,Male,0,Yes,No,60,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,61.35,3766.2,No +2506-TNFCO,Female,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.55,69.55,Yes +9970-QBCDA,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.7,129.55,No +8718-PTMEZ,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,31.05,347.25,Yes +9496-IVVRP,Female,0,Yes,Yes,11,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),51,581.7,No +2207-OBZNX,Male,0,No,No,7,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,51,354.05,Yes +2657-VPXTA,Female,0,Yes,Yes,10,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.85,929.45,No +6551-VLJMV,Male,0,Yes,No,34,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,679,No +1221-GHZEP,Female,0,No,No,62,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Two year,Yes,Mailed check,65.1,3846.75,No +9289-LBQVU,Male,0,Yes,No,64,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,70.15,4480.7,No +6142-VSJQO,Female,0,Yes,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.35,44.35,Yes +3458-IDMFK,Male,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.75,499.4,No +6933-FHBZC,Female,0,No,No,26,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,Yes,Mailed check,56.05,1553.2,No +0221-NAUXK,Male,0,No,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.95,219.5,No +9770-KXGQU,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,No,Mailed check,98.6,5311.85,No +6437-UKHMV,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.7,586.05,Yes +6538-POCHL,Male,0,No,No,33,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),79,2576.8,No +6726-NNFWD,Female,1,Yes,No,71,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Two year,No,Credit card (automatic),89.45,6435.25,No +3002-WQZWT,Female,0,No,No,29,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.2,1993.25,No +4277-UDIEF,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),81,1923.85,No +1208-NBVFH,Male,0,Yes,Yes,20,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.6,939.8,No +4912-PIGUY,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,84.6,84.6,No +1114-CENIM,Male,0,No,Yes,54,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55,3092.65,Yes +6060-DRTNL,Female,1,No,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,84.85,415.55,Yes +2725-TTRIQ,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),84.2,5986.55,No +3374-TTZTK,Male,0,Yes,No,52,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,106.3,5487,No +8990-ZXLSU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.05,651.5,No +2275-RBYQS,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.4,45.4,No +8473-VUVJN,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.65,73.65,Yes +6289-CPNLD,Male,0,Yes,Yes,33,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,73.9,2405.05,Yes +5536-SLHPM,Female,0,Yes,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,77.75,4458.15,Yes +4419-UJMUS,Male,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,99.35,6856.45,No +7794-JASDG,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.75,50.75,No +7609-YBPXG,Male,0,No,No,54,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),87.1,4735.2,No +5519-TEEUH,Male,0,No,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.15,682.15,No +7856-GANIL,Male,1,Yes,No,45,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),98.7,4525.8,No +0804-XBFBV,Female,0,No,Yes,11,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.2,321.05,No +2676-OXPPQ,Male,0,No,No,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.7,335.65,No +3703-TTEPD,Male,0,No,No,21,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),65.35,1424.4,No +2799-TSLAG,Female,0,Yes,Yes,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.3,1748.55,No +0196-VULGZ,Female,1,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.35,474.9,Yes +8837-VVWLQ,Female,0,No,No,8,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.95,668.4,Yes +2696-NARTR,Male,0,No,No,11,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,73.85,926.25,Yes +2208-NKVVH,Male,0,Yes,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.25,1077.95,No +7614-QVWQL,Male,0,Yes,Yes,49,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),51.8,2541.25,Yes +1976-CFOCS,Female,1,Yes,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,46,46,Yes +4631-OACRM,Male,1,No,No,15,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.4,1156.1,Yes +7139-JZFVG,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),60.5,3694.45,No +4987-GQWPO,Male,0,No,No,17,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25.1,382.8,No +3755-JBMNH,Male,1,Yes,No,16,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),71.8,1167.8,Yes +1757-TCATG,Male,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.05,746.75,No +6345-ULYRW,Male,1,Yes,No,44,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,No,Mailed check,88.4,3912.9,Yes +4776-XSKYQ,Female,0,Yes,Yes,12,No,No phone service,DSL,No,No,No,Yes,No,No,One year,No,Credit card (automatic),30.25,368.85,No +8048-DSDFQ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,No +5753-QQWPW,Female,0,No,No,28,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Electronic check,59.9,1654.7,No +6010-DDPPW,Male,0,Yes,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.15,1940.85,No +1809-DMJHQ,Female,0,No,Yes,5,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,46,221.7,Yes +6693-FRIRW,Male,0,No,No,18,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),101.3,1794.65,No +6586-MYGKD,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),76.95,5289.8,No +3173-NVMPX,Female,0,Yes,Yes,9,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,55.3,501.2,No +0248-PGHBZ,Female,1,No,No,67,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),92.45,6140.85,No +0623-GDISB,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),48.45,48.45,No +2892-GESUL,Female,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.35,309.25,No +6923-EFPNL,Male,0,No,No,4,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.75,201.1,Yes +7472-EQOAV,Male,1,Yes,Yes,71,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,Yes,Bank transfer (automatic),86.7,6179.35,No +9574-RKJIF,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,94.4,2838.7,Yes +2043-WVTQJ,Male,0,Yes,No,1,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,55.7,55.7,No +8034-RYTVV,Female,0,No,No,55,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),84.25,4589.85,No +3863-QSTYI,Male,0,No,No,59,Yes,No,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,64.65,3735.45,No +2619-WFQWU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,70.15,Yes +5044-LRQAQ,Female,0,Yes,No,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.2,477.55,No +1716-LSAMB,Male,0,Yes,Yes,45,Yes,No,DSL,Yes,No,No,Yes,No,No,Two year,No,Bank transfer (automatic),54.65,2553.7,No +1333-PBMXB,Female,0,Yes,Yes,54,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.75,1342.15,No +6546-OPBBH,Male,0,Yes,Yes,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,23.95,1216.35,No +5985-BEHZK,Female,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),105,7578.05,No +9127-QRZMH,Male,0,Yes,No,44,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),59.85,2603.95,No +5919-VCZYM,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,42.7,No +9644-KVCNC,Female,0,No,No,66,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),92.15,6056.9,No +2137-DQMEV,Male,0,Yes,Yes,68,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,No,Mailed check,44.8,2983.65,No +8174-LNWMW,Female,0,No,No,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.9,689.35,No +9279-CJEOJ,Female,1,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.4,2025.1,No +7964-VEXDG,Male,0,No,Yes,21,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,80.35,1747.2,No +2404-JIBFC,Female,0,Yes,Yes,55,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),85.1,4657.95,No +0778-NELLA,Male,0,No,No,9,No,No phone service,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),34.7,296.1,Yes +8029-XYPWT,Male,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),115.05,8016.6,No +4614-NUVZD,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,81.1,81.1,Yes +4632-PAOYU,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,433.5,No +3803-KMQFW,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.55,20.55,Yes +6804-GDMOI,Female,0,No,No,61,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,106.6,6428.4,Yes +2990-OGYTD,Female,0,Yes,No,67,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),86.15,5883.85,No +6646-JPPHA,Female,1,No,No,14,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,78.85,1043.8,No +9572-MTILT,Male,0,Yes,No,59,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Electronic check,106.75,6252.9,Yes +7658-UYUQS,Male,1,Yes,No,21,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),86.55,1857.25,No +7880-XSOJX,Male,0,No,No,4,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,42.4,146.4,No +9611-CTWIH,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.45,240.45,Yes +4589-IUAJB,Male,0,Yes,No,70,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.25,1724.15,No +0329-GTIAJ,Female,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,97.9,315.3,Yes +8746-BFOAJ,Male,1,No,No,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,429.55,No +8457-XIGKN,Male,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.6,356.15,No +6072-NUQCB,Male,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.25,488.25,No +6629-CZTTH,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Mailed check,55.7,55.7,Yes +8838-GPHZP,Female,0,No,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.6,1298.7,No +8750-QWZAJ,Female,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.8,1378.75,No +5364-EVNIB,Male,0,No,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,79.8,973.45,Yes +6918-UMQCG,Female,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,80.2,384.25,No +0675-NCDYU,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.4,8543.25,No +6339-DKLMK,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,31.65,389.95,No +1346-PJWTK,Male,0,Yes,No,61,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,No,Credit card (automatic),94.15,5731.85,No +5088-QZLRL,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.65,20.65,No +8023-QHAIO,Female,1,Yes,No,56,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),76.85,4275.75,No +4397-FRLTA,Female,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,84.5,No +3057-VJJQE,Male,0,No,No,35,Yes,Yes,DSL,Yes,No,No,No,No,No,Two year,No,Mailed check,55.25,1924.1,No +5087-SUURX,Female,0,Yes,No,18,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.05,669.85,Yes +2302-OUZXB,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),82.15,5784.3,No +8133-ANHHJ,Female,1,No,No,49,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),103,5166.2,No +2270-CHBFN,Female,0,Yes,No,44,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),95.1,4060.55,No +0013-EXCHZ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,83.9,267.4,Yes +5982-FPVQN,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.15,3532.85,No +9107-UKCKY,Male,0,Yes,No,61,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,79.8,4914.8,No +4654-ULTTN,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Credit card (automatic),74.8,5315.8,No +5550-VFRLC,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.85,69.85,Yes +5546-BYZSM,Female,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.45,775.6,No +1492-KGETH,Male,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),78.35,5445.95,No +4929-BSTRX,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,53.55,53.55,Yes +4163-HFTUK,Male,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,19.1,1007.8,No +8215-NGSPE,Female,0,Yes,Yes,42,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,833.55,No +2225-ZRGSG,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),93.9,6579.05,Yes +8859-YSTWS,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.95,1004.5,No +5271-YNWVR,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,113.15,7856,Yes +7601-DHFWZ,Female,0,No,No,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24,1183.05,No +2657-ALMWY,Female,1,Yes,No,26,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Electronic check,84.95,2169.75,Yes +6330-JKLPC,Male,0,Yes,No,11,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.5,896.9,Yes +4667-OHGKG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,19.3,Yes +1998-VHJHK,Female,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.15,501.35,No +1707-HABPF,Female,1,No,No,46,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,No,One year,Yes,Bank transfer (automatic),91.3,4126.35,No +1660-HSOOQ,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,49.65,49.65,Yes +7253-UVNDW,Female,0,No,No,46,Yes,No,DSL,No,No,Yes,Yes,No,No,Two year,No,Credit card (automatic),54.35,2460.15,Yes +0487-VVUVK,Male,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.15,477.6,No +7228-OMTPN,Male,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,88.45,370.65,Yes +5063-IUOKK,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,265.75,No +4508-OEBEY,Male,0,Yes,No,31,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),75.5,2424.45,No +0027-KWYKW,Female,0,Yes,Yes,23,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,83.75,1849.95,No +2308-STERM,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.4,61.05,No +5982-XMDEX,Female,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),26.5,1698.55,No +6284-AHOOQ,Male,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),90.5,1910.6,Yes +6051-PTVNS,Female,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.15,998.1,No +2344-JMOGN,Male,0,Yes,No,9,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,94.85,890.6,Yes +3799-ISUZQ,Male,0,Yes,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),69.95,529.5,Yes +2877-VDUER,Female,0,Yes,Yes,35,No,No phone service,DSL,No,No,No,Yes,Yes,No,One year,No,Mailed check,40.9,1383.6,No +9152-AMKAK,Male,0,No,No,6,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,80.25,493.4,No +1794-HBQTJ,Female,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),48.6,48.6,Yes +9432-VOFYX,Male,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.8,1207,No +8049-WJCLQ,Male,0,Yes,Yes,10,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,60.2,563.5,No +6586-PSJOX,Male,0,No,Yes,15,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,No,Credit card (automatic),55.2,864.55,No +2460-FPSYH,Female,1,No,No,40,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,55.8,2109.35,Yes +9705-ZJBCG,Female,0,Yes,Yes,13,Yes,No,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),54.15,701.05,No +4818-DRBQT,Male,0,Yes,No,29,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.15,2265.25,Yes +1320-HTRDR,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.5,220.6,Yes +6847-KJLTS,Female,1,Yes,No,58,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.4,5749.8,No +9670-BPNXF,Female,0,No,No,45,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),62.55,2796.45,No +3913-FCUUW,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),70.45,5165.7,No +3301-VKTGC,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Bank transfer (automatic),85.5,5696.6,No +1493-AMTIE,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.2,20.2,Yes +9555-SAHUZ,Female,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.5,2076.05,No +0816-TSPHQ,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.75,44.2,No +9932-WBWIK,Male,0,No,No,11,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,215.25,No +4619-EVPHY,Female,1,Yes,No,20,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),91,1859.5,No +5286-YHCVC,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.8,7470.1,No +6424-ELEYH,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.75,229.5,Yes +4391-RESHN,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,104.05,2470.1,Yes +9115-YQHGA,Male,0,No,No,40,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,51.1,2092.9,No +4462-CYWMH,Male,1,Yes,No,62,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),89.8,5629.55,No +8963-MQVYN,Female,0,No,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.55,469.85,No +2458-EOMRE,Female,0,No,No,11,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Month-to-month,No,Bank transfer (automatic),64.05,733.95,No +9334-GWGOW,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,485.25,No +6821-BUXUX,Female,0,No,No,13,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,96.65,1244.5,Yes +5028-HTLJB,Male,1,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,Yes +9801-GDWGV,Female,0,No,No,39,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.45,3994.45,Yes +6542-LWGXJ,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25,78.25,No +5567-GZKQY,Male,0,No,No,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.3,1131.5,No +1222-LRYKO,Male,0,No,Yes,6,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,26.35,184.05,No +2320-JRSDE,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.9,19.9,Yes +2087-QAREY,Female,0,Yes,No,22,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,54.7,1178.75,No +0601-WZHJF,Male,0,Yes,No,14,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,46.35,667.7,Yes +4423-JWZJN,Male,0,Yes,Yes,64,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,One year,No,Credit card (automatic),90.25,5629.15,No +5143-WMWOG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.95,19.95,Yes +6490-FGZAT,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.65,109.3,No +5393-RXQSZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,79.6,79.6,Yes +7452-FOLON,Male,0,No,Yes,39,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.45,958.45,No +2320-TZRRH,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.5,403.15,No +0231-LXVAP,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,75.9,75.9,Yes +9444-JTXHZ,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,76.2,76.2,Yes +4942-VZZOM,Male,0,Yes,No,64,Yes,Yes,DSL,Yes,No,No,No,Yes,No,One year,Yes,Credit card (automatic),66.15,4392.5,No +5510-BOIUJ,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.25,19.25,Yes +7502-BNYGS,Female,0,Yes,No,46,Yes,No,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),69.1,3168,No +4291-HYEBC,Female,1,Yes,Yes,28,No,No phone service,DSL,No,Yes,No,No,No,Yes,One year,Yes,Electronic check,39.1,1096.6,No +6147-CBCRA,Female,0,Yes,No,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,669.45,No +6047-SUHPR,Male,0,Yes,Yes,39,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Electronic check,59.8,2343.85,No +4471-KXAUH,Female,0,Yes,No,42,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,84.3,3588.4,Yes +9752-ZNQUT,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,48.6,48.6,No +7638-QVMVY,Female,0,No,No,7,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79,522.95,Yes +1576-PFZIW,Male,1,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),105.35,7511.9,No +5666-MBJPT,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.1,1725,No +7312-XSBAT,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,49.75,49.75,No +3096-GKWEB,Male,0,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.75,1691.9,No +2371-JQHZZ,Male,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93,2248.05,No +0674-GCDXG,Male,0,No,No,63,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),71.9,4479.2,No +1121-QSIVB,Female,0,No,Yes,44,Yes,Yes,DSL,No,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,77.55,3471.1,No +4396-KLSEH,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.85,63,No +3244-DCJWY,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.25,70.25,Yes +2824-MYYBN,Female,0,Yes,Yes,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.25,3314.15,No +0875-CABNR,Female,1,No,No,10,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),84.6,865.55,Yes +6345-HOVES,Male,0,No,No,34,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.05,852.7,No +8318-LCNBW,Male,0,Yes,No,35,No,No phone service,DSL,Yes,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),53.15,1930.9,No +6469-QJKZW,Female,0,Yes,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,20.15,91.4,No +0147-ESWWR,Female,1,Yes,No,39,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,3949.15,No +1217-VASWC,Male,1,Yes,No,43,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),100.55,4304,No +7812-FZHPE,Female,0,Yes,Yes,17,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,24.1,409.9,Yes +6370-ZVHDV,Female,0,Yes,No,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.3,1554.9,No +5915-DGNVC,Female,0,Yes,No,49,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Electronic check,71.8,3472.05,No +6260-XLACS,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.7,117.8,No +3566-CAAYU,Female,0,Yes,Yes,64,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,Two year,No,Electronic check,49.85,3210.35,No +4983-CCWMC,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.6,207.4,No +9103-CXVOK,Male,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.75,19.75,No +2896-TBNBE,Male,0,Yes,No,40,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,One year,No,Electronic check,80.8,3132.75,No +4797-AXPXK,Female,0,No,Yes,1,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Electronic check,60,60,Yes +5229-PRWKT,Male,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.55,649.65,Yes +6982-UQZLY,Female,1,Yes,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.85,20.85,Yes +2522-WLNSF,Female,1,Yes,No,34,Yes,No,DSL,No,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),64.2,2106.3,No +3841-CONLJ,Female,0,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,35,35,No +5057-LCOUI,Female,0,No,No,39,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.75,2011.4,Yes +0193-ESZXP,Female,1,Yes,No,58,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.5,6205.5,Yes +4475-NVTLU,Male,0,Yes,Yes,45,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Electronic check,19.2,903.7,No +4369-HTUIF,Male,1,No,No,6,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),85.15,503.6,Yes +9386-LDCZR,Male,0,No,No,43,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),90.65,3882.3,No +9585-KKMFD,Male,0,Yes,Yes,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20,879.8,No +5399-ZIMKF,Male,0,No,No,5,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.65,383.65,No +0336-KXKFK,Male,0,No,No,72,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),61.2,4390.25,No +5619-XZZKR,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.95,68.2,No +3948-FVVRP,Male,0,Yes,Yes,9,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,54.8,452.8,No +5327-XOKKY,Male,1,Yes,No,72,Yes,Yes,DSL,No,No,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),73.45,5329,No +0983-TATYJ,Female,0,Yes,No,33,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Mailed check,51.45,1758.9,No +1813-JYWTO,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Two year,No,Bank transfer (automatic),80.45,5737.6,No +0156-FVPTA,Male,0,Yes,No,22,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,54.2,1152.7,Yes +1984-FCOWB,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,109.5,7674.55,Yes +0654-HMSHN,Male,0,Yes,Yes,21,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,104.4,2157.95,Yes +6719-OXYBR,Male,0,No,No,15,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,85.3,1219.85,No +3312-ZWLGF,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,79.3,2414.55,No +6476-YHMGA,Female,0,Yes,Yes,15,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),76.5,1155.6,No +5287-QWLKY,Male,1,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),105.1,7548.1,Yes +0795-XCCTE,Male,1,No,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.4,1809.35,No +0168-XZKBB,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.85,1564.4,No +3785-NRHYR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No +5196-SGOAK,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,75.7,75.7,Yes +4537-DKTAL,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.55,84.4,No +7072-MBHEV,Female,1,Yes,Yes,11,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),78.1,864.85,No +5602-BVFMK,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.3,228.75,No +6297-NOOPG,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.5,7752.05,No +1891-UAWWU,Female,1,Yes,No,20,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,90.8,1951,Yes +8204-TIFGJ,Female,0,No,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),20.3,470.6,No +8050-DVOJX,Male,1,No,No,49,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),81.35,4060.9,No +6108-OQZDQ,Female,0,Yes,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.95,384.5,Yes +0363-QJVFX,Male,0,No,No,32,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),108.15,3432.9,Yes +8903-XEBGX,Male,0,No,Yes,2,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.3,108.65,No +8169-SAEJD,Male,1,Yes,No,69,No,No phone service,DSL,Yes,Yes,No,No,Yes,Yes,Two year,No,Credit card (automatic),56.55,3952.65,No +9840-DVNDC,Male,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),80.5,463.05,Yes +1089-XZWHH,Female,0,Yes,Yes,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,494.05,No +2325-WINES,Female,0,No,No,32,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.05,3416.85,No +6064-ZATLR,Female,0,No,No,27,Yes,No,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),52.85,1498.65,No +3096-JRDSO,Female,1,Yes,No,27,Yes,Yes,Fiber optic,Yes,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.3,2867.75,Yes +7824-PANSQ,Male,0,No,No,58,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),80.65,4807.35,No +8042-JVNFH,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,71.35,71.35,Yes +9648-BCHKM,Female,0,Yes,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.65,471.35,No +2888-ADFAO,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),21.3,1041.8,No +8707-HOEDG,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,110.2,7689.8,No +3374-LXDEV,Female,0,No,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Electronic check,89.4,1132.35,Yes +4072-IPYLT,Female,0,Yes,Yes,36,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),51.05,1815,No +7167-PCEYD,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.8,1311.3,No +4936-YPJNK,Female,0,No,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,199.45,No +1580-BMCMR,Male,1,No,No,19,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,87.3,1637.3,No +4817-KEQSP,Female,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1326.35,No +6408-WHTEF,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,89.4,6376.55,No +9251-AWQGT,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20,935.9,No +8749-CLJXC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No +7989-VCQOH,Male,0,Yes,Yes,18,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,83.25,1611.15,No +5049-GLYVG,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.6,20.6,Yes +4199-QHJNM,Male,1,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),102.9,6989.7,No +8882-TLVRW,Male,0,Yes,Yes,69,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,39.1,2779.5,No +5883-GTGVD,Male,0,No,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.95,1931.75,Yes +5135-GRQJV,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Mailed check,114.5,8331.95,No +2384-OVPSA,Female,1,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,735.9,No +1371-WEPDS,Male,1,Yes,No,40,Yes,No,DSL,No,No,No,No,No,Yes,One year,No,Electronic check,55.8,2283.3,No +3580-GICBM,Female,0,Yes,Yes,61,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.2,1445.2,No +4817-QRJSX,Female,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),81,818.05,Yes +9730-DRTMJ,Male,0,Yes,No,32,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,One year,Yes,Credit card (automatic),72.8,2333.05,No +4686-UXDML,Female,0,No,No,21,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.85,1992.55,No +3349-ANQNH,Female,1,No,No,59,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.5,5890,No +2398-YPMUR,Female,1,Yes,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.15,916.75,Yes +0932-YIXYU,Female,0,No,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.25,1029.8,No +7480-SPLEF,Male,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),26,1796.55,No +7636-XUHWW,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.9,33.7,No +1431-CYWMH,Female,0,Yes,Yes,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.05,454.05,No +5937-EORGB,Male,1,Yes,No,15,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,96.5,1392.25,No +6349-JDHQP,Female,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,1049.6,No +5539-HIVAK,Female,1,Yes,No,28,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,25.7,734.6,No +5847-MXBEO,Male,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.3,475.1,No +9985-MWVIX,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,70.15,Yes +4583-PARNH,Male,1,Yes,No,16,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,91.55,1540.05,No +1116-FRYVH,Female,0,Yes,Yes,48,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Mailed check,39.4,1978.65,No +1421-HCERK,Male,1,Yes,No,30,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Bank transfer (automatic),105.7,3181.8,No +9633-XQABV,Female,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.25,229.7,No +0716-BQNDX,Male,1,No,No,57,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,Two year,No,Electronic check,93.75,5625.55,No +1265-XTECC,Female,1,Yes,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Credit card (automatic),96.55,6581.9,Yes +1183-CANVH,Female,0,Yes,No,23,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),60,1347.15,No +1972-XMUWV,Female,0,Yes,No,65,Yes,No,DSL,No,No,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),59.8,3808.2,No +8679-LZBMD,Male,0,Yes,No,44,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),90.65,3974.15,No +3407-JMJQQ,Female,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109,7661.8,No +6252-DFGTK,Female,0,Yes,No,37,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,One year,No,Credit card (automatic),68.1,2479.25,No +1539-LNKHM,Female,0,No,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,266.6,No +8645-KOMJQ,Male,0,Yes,Yes,69,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),81.95,5601.4,No +0289-IVARM,Female,0,No,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Electronic check,60.55,1982.6,No +9761-XUJWD,Male,0,No,No,5,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),65.6,339.9,No +4057-FKCZK,Male,0,Yes,Yes,58,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Two year,No,Bank transfer (automatic),82.5,4828.05,No +4291-TPNFG,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),82.3,5980.55,No +6087-YPWHO,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,68.15,4808.7,No +3090-QFUVD,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.3,20.3,No +2237-ZFSMY,Female,0,No,No,39,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,95.55,3692.85,Yes +1722-LDZJS,Male,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.2,1068.15,No +1818-ESQMW,Female,0,No,No,27,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.2,2383.6,No +4871-JTKJF,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes +1415-YFWLT,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.3,89.3,Yes +7401-RUBNK,Female,0,Yes,No,18,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Electronic check,74.8,1438.05,No +0506-YLVKJ,Male,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,917.45,No +8661-BOYNW,Female,0,Yes,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),84.4,6096.45,No +6711-VTNRE,Female,0,No,No,36,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,87.55,3078.1,Yes +4815-GBTCD,Female,0,Yes,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.15,99.95,No +2805-AUFQN,Female,0,No,No,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,475.2,No +0980-PVMRC,Female,0,Yes,Yes,40,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.85,2036.55,No +7233-DRTRF,Male,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,102.4,6444.05,No +3500-RMZLT,Female,1,No,No,15,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Mailed check,96.3,1426.75,Yes +3873-NFTGI,Male,0,No,No,14,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),55.5,767.55,No +1162-ECVII,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.75,7932.5,No +7048-GXDAY,Male,0,No,No,39,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.4,4040.65,No +8571-ZCMCX,Female,0,Yes,Yes,47,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),60,2768.65,No +1169-WCVAK,Male,0,Yes,No,19,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),88.8,1672.35,No +4548-SDBKE,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.2,474.8,Yes +8066-POXGX,Female,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.1,446.1,Yes +7129-CAKJW,Female,0,No,No,17,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),80.05,1345.65,No +8695-ARGXZ,Male,1,Yes,No,34,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.55,2425.4,No +3570-YUEKJ,Female,0,No,No,42,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,49.55,2077.95,No +4143-OOBWZ,Male,0,Yes,No,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.3,416.3,Yes +1555-HAPSU,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),23.9,1663.5,No +1697-NVVGY,Male,1,Yes,No,19,Yes,No,DSL,Yes,No,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),66.4,1286.05,No +7854-EKTJL,Female,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.6,35.85,Yes +8464-EETCQ,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.8,1094.35,No +2419-FSORS,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.4,7719.5,No +8132-YPVBX,Female,0,No,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,85.95,514.6,No +9102-IAYHT,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.45,1451.6,Yes +6754-LZUKA,Male,0,Yes,No,61,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),80.9,4932.5,No +3422-LYEPQ,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,71,71,Yes +8099-MZPUJ,Male,0,Yes,Yes,48,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),111.8,5443.65,No +0787-LHDYT,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.6,330.25,No +2642-DTVCO,Male,1,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.05,746.5,Yes +0374-IOEGQ,Female,0,No,No,3,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,44.6,122.7,No +4361-JEIVL,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.4,44.4,Yes +3197-NNYNB,Male,0,No,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),105.1,6631.85,No +3396-DKDEL,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),115.15,8250,No +1752-OZXFY,Male,0,Yes,No,60,Yes,No,DSL,Yes,No,No,No,Yes,No,One year,Yes,Mailed check,59.8,3561.15,No +9066-QRSDU,Female,0,Yes,No,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,26.3,1763.55,No +9112-WSNPU,Female,1,No,No,35,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.55,2419,No +9867-NNXLC,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,470.2,No +5321-NTRKC,Male,0,Yes,Yes,66,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),79.85,5234.95,No +1363-TXLSL,Male,1,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes +9507-EXLTT,Female,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),79.35,79.35,Yes +3161-GETRM,Male,0,Yes,Yes,34,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),90.05,3097,No +0402-OAMEN,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.45,1709.1,No +6933-VLYFX,Male,0,Yes,Yes,31,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,59.95,1848.8,No +6754-WKSHP,Male,0,No,Yes,30,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),25.35,723.3,No +9846-GKXAS,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),90.8,809.75,Yes +6017-PPLPX,Male,0,Yes,Yes,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.45,1470.95,Yes +4976-LNFVV,Male,1,Yes,No,19,No,No phone service,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),34.3,577.15,No +5055-MGMGF,Female,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.05,6914.95,No +4641-FROLU,Female,0,Yes,Yes,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.3,602.9,No +2862-JVEOY,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.15,124.4,No +2969-QWUBZ,Female,0,No,No,2,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,51.4,96.8,No +9822-BIIGN,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,Month-to-month,No,Electronic check,71.85,3827.9,No +2077-MPJQO,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,533.05,No +1534-OULXE,Female,0,Yes,Yes,61,Yes,No,DSL,Yes,No,No,No,No,No,One year,Yes,Bank transfer (automatic),49.7,2961.4,No +7136-RVDTZ,Male,1,No,No,70,No,No phone service,DSL,No,No,No,No,Yes,Yes,One year,Yes,Electronic check,45.25,3264.45,Yes +2971-SGAFL,Female,0,No,No,13,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,78.75,995.35,No +1480-IVEVR,Male,1,Yes,No,35,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,One year,Yes,Bank transfer (automatic),81.6,2815.25,No +2905-KFQUV,Female,0,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),70.4,154.8,No +4581-SSPWD,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.8,246.3,Yes +3370-HXOPH,Female,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,76.1,257.6,No +9391-YZEJW,Female,0,No,No,62,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94,5757.2,No +9958-MEKUC,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),103.95,7517.7,No +0281-CNTZX,Male,0,Yes,No,63,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.95,1234.8,No +6927-WTFIV,Male,1,No,No,20,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),71.3,1389.2,Yes +4118-CEVPF,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),110.8,3836.3,No +3398-ZOUAA,Male,1,Yes,No,21,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.1,1474.75,Yes +9114-VEPUF,Male,0,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Electronic check,96.1,6001.45,No +7876-BEUTG,Female,0,No,No,15,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,48.8,720.1,No +2338-BQEZT,Female,0,No,No,55,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),50.55,2832.75,No +9873-MNDKV,Female,0,No,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.65,472.25,No +0378-NHQXU,Female,0,Yes,Yes,17,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,88.25,1460.65,Yes +8241-JUIQO,Female,0,No,No,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.45,1336.35,No +2194-IIQOF,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.3,6388.65,No +4512-ZUIYL,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70,153.05,Yes +9631-RXVJM,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.25,677.9,No +9584-EXCDZ,Female,0,No,No,17,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.5,1165.6,No +7969-AULMZ,Female,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,97.35,2119.5,Yes +5093-FEGLU,Female,0,Yes,No,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.65,921.55,No +2621-UDNLU,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.85,72,No +7526-IVLYU,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,68.35,No +2428-HYUNX,Male,1,Yes,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.35,847.25,No +9214-EKVXR,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44,44,No +3410-MHHUM,Female,0,Yes,Yes,44,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,One year,No,Electronic check,94.4,4295.35,No +0568-ONFPC,Male,0,Yes,Yes,5,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Bank transfer (automatic),25.9,135,Yes +0733-VUNUW,Male,0,No,No,24,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.65,1400.55,Yes +4550-EVXNY,Female,0,No,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes +2122-YWVYA,Female,0,No,No,18,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.4,1380.4,No +2968-SSGAA,Female,0,No,No,10,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.6,1060.2,Yes +2296-DKZFP,Female,0,Yes,No,65,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),71,4386.2,No +4844-JJWUY,Female,1,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,86,86,Yes +6777-TGHTM,Female,0,No,No,53,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),106.95,5785.5,Yes +8909-BOLNL,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,21.2,52.05,No +6603-YRDCJ,Male,0,Yes,No,33,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,61.05,2018.4,No +3538-WZPHD,Male,0,No,No,3,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.6,79.45,Yes +3229-USWAR,Female,0,No,No,34,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),79.95,2727.3,No +2138-VFAPZ,Female,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.7,263.65,No +6131-JLWZM,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,275.4,No +4785-QRJHC,Male,1,Yes,No,46,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),59.9,2816.65,Yes +0269-XFESX,Male,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.35,538.5,No +1709-EJDOX,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,948.9,No +4316-XCSLJ,Male,0,No,Yes,17,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.3,846.8,No +8610-WFCJF,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.6,4783.5,Yes +9693-XMUOB,Male,1,Yes,No,59,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.25,2997.45,No +0383-CLDDA,Female,0,No,No,69,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.35,5897.4,No +4905-JEFDW,Male,0,No,No,11,No,No phone service,DSL,No,No,Yes,No,Yes,No,One year,Yes,Electronic check,41.6,470.6,Yes +2709-UQGNP,Male,0,No,No,10,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,51.65,524.5,No +3549-ZTMNH,Male,0,Yes,Yes,12,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24,269.65,No +7881-INRLC,Male,0,No,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),100.85,4740,Yes +8033-ATFAS,Female,0,Yes,Yes,39,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,59.85,2341.5,No +1635-NZATJ,Male,1,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.45,1789.65,No +0562-HKHML,Male,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),23.9,1626.4,No +8277-RVRSV,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),24.15,800.3,No +9943-VSZUV,Male,1,No,No,67,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,75.7,5060.85,No +0117-LFRMW,Male,0,Yes,Yes,37,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),40.2,1448.8,Yes +6172-FECYY,Male,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,84.5,4254.85,Yes +7054-ENNGU,Female,0,Yes,No,9,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,50.85,466.6,No +1455-HFBXA,Male,0,Yes,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),91.6,4627.8,No +9402-CXWPL,Female,0,No,No,70,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Electronic check,98.9,6838.6,No +1628-BIZYP,Male,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,85,85,No +1965-AKTSX,Female,1,No,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,78.95,1101.85,Yes +0082-LDZUE,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,44.3,44.3,No +4786-UKSNZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,20.2,Yes +5343-SGUBI,Female,0,No,No,52,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Mailed check,80.2,4297.6,No +0856-NAOES,Male,0,No,No,6,Yes,No,DSL,No,No,Yes,No,Yes,No,Month-to-month,No,Mailed check,60.9,414.1,No +1976-AZZPJ,Male,0,Yes,No,7,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,34.2,256.6,No +7248-VZQLC,Female,1,No,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),85.2,3969.35,Yes +6156-UZDLF,Female,0,No,No,26,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),87.15,2274.1,No +3099-OONVS,Male,0,Yes,Yes,25,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,54.3,1296.8,No +9500-WBGRP,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.1,1268.85,No +5183-KLYEM,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),112.75,8192.6,No +5144-PQCDZ,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.95,59.25,No +8514-VZHEB,Male,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.5,1147.85,No +6625-IUTTT,Male,0,No,No,67,Yes,No,DSL,Yes,No,Yes,No,No,Yes,Two year,No,Bank transfer (automatic),65.55,4361.55,No +9355-NPPFS,Female,1,No,No,26,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.8,2006.1,No +0068-FIGTF,Female,0,No,No,27,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Mailed check,78.2,2078.95,No +5965-GGPRW,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),105.25,7609.75,No +8035-PWSEV,Female,0,No,No,6,Yes,No,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.25,487.05,No +2236-HILPA,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.65,1218.45,No +1840-BIUOG,Male,0,No,No,20,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,68.7,1416.2,No +1356-MKYSK,Male,0,No,No,6,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),78.65,483.3,No +6080-LNESI,Male,0,No,No,51,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.75,1234.6,No +1830-IPXVJ,Female,0,Yes,Yes,61,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.75,1311.6,No +5828-DWPIL,Male,1,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,89.1,5618.3,No +8398-TBIYD,Female,0,No,No,72,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),84.7,6185.15,No +0011-IGKFF,Male,1,Yes,No,13,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,98,1237.85,Yes +4192-GORJT,Male,0,Yes,No,5,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,498.1,Yes +6496-SLWHQ,Male,1,No,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105,294.45,Yes +9912-GVSEQ,Female,1,Yes,No,26,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,93.85,2381.55,Yes +2931-FSOHN,Male,1,No,No,13,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,59.9,788.35,No +9418-RUKPH,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.95,756.4,No +5383-MMTWC,Female,1,Yes,No,8,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84,613.4,Yes +9971-ZWPBF,Male,1,Yes,Yes,34,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,108.9,3625.2,No +4712-AUQZO,Male,0,No,No,18,No,No phone service,DSL,Yes,No,Yes,No,No,No,Month-to-month,No,Mailed check,33.6,550.35,No +9711-FJTBX,Male,0,Yes,Yes,56,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,One year,Yes,Mailed check,85.85,4793.8,No +2908-ZTPNF,Female,0,No,No,36,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),34.85,1267.2,No +7240-ETPTR,Female,0,Yes,No,9,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.75,442.2,Yes +2202-CUYXZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,84.85,84.85,Yes +5995-OIGLP,Male,0,No,No,12,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Mailed check,56.65,654.85,Yes +8421-WZOOW,Female,1,Yes,Yes,57,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),95.3,5567.45,No +6261-RCVNS,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),73.9,3160.55,Yes +7951-QKZPL,Female,0,Yes,Yes,33,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.5,740.3,Yes +1414-YADCW,Male,0,Yes,No,70,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),84.6,5706.2,No +8756-RDDLT,Female,0,No,No,68,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,No,Electronic check,44.95,3085.35,No +2862-PFNIK,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,24.7,24.7,No +5816-QVHRX,Female,0,No,No,37,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Credit card (automatic),100.3,3541.4,No +4430-YHXGG,Female,0,No,Yes,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,25.45,84.2,No +6888-SBYAI,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.7,50.7,No +7395-XWZOY,Male,0,No,No,20,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),55,1165.55,No +7169-YWAMK,Male,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),68.4,4855.35,No +3640-PHQXK,Female,0,No,No,31,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.9,2806.9,Yes +6877-LGWXO,Male,1,Yes,No,18,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,78.55,1422.65,Yes +6859-RKMZJ,Male,0,Yes,No,11,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),55.05,608.15,No +2729-VNVAP,Female,0,Yes,Yes,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.8,641.35,No +2957-JIRMN,Female,1,No,No,62,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,No,Electronic check,84.45,4959.15,No +2049-BAFNW,Female,0,No,No,1,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,35.9,35.9,No +3842-QTGDL,Male,0,Yes,No,16,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),80.75,1321.3,No +7163-OCEQI,Male,0,Yes,Yes,22,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,78.65,1663.75,No +9782-LGXMC,Female,0,Yes,Yes,49,Yes,No,DSL,Yes,No,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),61.75,3024.15,No +5975-BAICR,Male,0,Yes,Yes,36,Yes,No,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Credit card (automatic),63.7,2188.5,No +8019-ENHXU,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,No,Yes,Month-to-month,Yes,Electronic check,99.45,4138.05,Yes +5167-GBFRE,Male,1,No,No,4,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.2,102.5,Yes +9033-EOXWV,Female,0,No,No,12,Yes,Yes,DSL,No,No,No,Yes,Yes,Yes,One year,No,Mailed check,74.05,872.65,Yes +4673-KKSLS,Female,0,No,No,31,Yes,No,Fiber optic,Yes,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,87.6,2724.25,No +4853-OITSN,Male,0,Yes,No,5,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.15,413.25,No +9800-OUIGR,Male,0,Yes,Yes,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20,1374.2,No +1324-NLTJE,Female,1,No,No,15,Yes,Yes,DSL,No,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),55,757.1,Yes +2324-EFHVG,Male,0,No,No,64,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.4,6692.65,No +7094-MSZAO,Male,0,Yes,Yes,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.05,218.5,No +1522-VVDMG,Male,0,Yes,Yes,7,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,89.75,608.8,Yes +6907-CQGPN,Male,0,No,No,29,No,No phone service,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,34.3,1004.75,No +0780-XNZFN,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1125.6,No +0239-OXEXL,Female,0,No,No,46,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Mailed check,84.25,3847.6,No +2675-IJRGJ,Male,0,No,No,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.65,978,No +7049-GKVZY,Female,0,No,No,17,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,One year,No,Credit card (automatic),79.85,1387.35,No +8577-QSOCG,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,746.05,No +3721-CNZHX,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,304.6,No +0212-ISBBF,Female,0,No,No,22,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.35,1098.85,No +9185-TQCVP,Male,0,Yes,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,85.15,1139.2,Yes +3585-YNADK,Female,0,Yes,No,57,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),74.6,4368.95,No +5271-DBYSJ,Male,1,No,No,11,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),79.15,827.7,No +1099-GODLO,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,20.35,No +6828-HMKWP,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21.05,262.05,No +5567-WSELE,Male,1,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.6,279.55,Yes +1472-TNCWL,Male,0,No,Yes,36,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.7,3512.5,No +8063-RJYNF,Male,0,No,No,16,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.25,1483.25,Yes +0687-ZVTHB,Male,0,Yes,Yes,65,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Credit card (automatic),72.45,4653.85,Yes +2080-GKCWQ,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,74.95,151.75,No +9661-ACXBS,Female,0,No,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.2,4400.75,Yes +2193-SFWQW,Male,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),111.95,8033.1,No +5656-JAMLX,Male,0,No,No,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.85,1253.65,No +3462-BJQQA,Female,0,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.75,552.65,No +0442-TDYUO,Male,0,Yes,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.05,1036,No +6733-LRIZX,Male,0,No,No,35,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,108.95,4025.5,No +9503-XJUME,Male,0,No,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.65,928.4,No +4367-NHWMM,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,24.9,24.9,No +3727-RJMEO,Male,0,Yes,No,6,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,82.85,460.25,Yes +3779-OSWCF,Female,0,Yes,No,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),93.2,6506.15,No +6736-DHUQI,Female,0,Yes,Yes,67,Yes,No,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),84.8,5598.3,No +3915-ODIYG,Male,1,No,No,60,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,One year,Yes,Electronic check,71.75,4374.55,No +1360-RCYRT,Male,0,Yes,Yes,23,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),30.35,678.75,No +2724-FJDYW,Male,0,No,Yes,39,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Bank transfer (automatic),54.85,2191.7,No +4451-RWASJ,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.5,239.75,No +6646-VRFOL,Male,1,Yes,No,53,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.85,5485.5,Yes +3460-TJBWI,Male,0,Yes,Yes,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.2,609.05,No +5917-HBSDW,Female,0,Yes,Yes,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.35,683.75,No +5685-IIXLY,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.6,404.2,Yes +5671-UUNXD,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Electronic check,100.65,5189.75,No +0956-ACVZC,Female,0,No,No,54,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),94.1,5060.9,No +2325-NBPZG,Female,0,No,No,3,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.55,233.65,No +4250-ZBWLV,Male,0,No,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,108.45,7176.55,Yes +4482-FTFFX,Male,0,No,No,5,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,56.15,291.45,No +8859-DZTGQ,Male,0,No,No,33,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.35,689.75,No +0440-MOGPM,Female,0,No,No,41,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,80.55,3263.9,No +0020-JDNXP,Female,0,Yes,Yes,34,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,61.25,1993.2,No +3752-CQSJI,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.45,254.5,No +5025-GOOKI,Female,0,No,No,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),18.9,347.65,No +4698-KVLLG,Female,1,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,967.9,No +5095-AESKG,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),91.5,242.95,Yes +2887-JPYLU,Female,0,No,Yes,41,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.2,1841.9,No +4770-QAZXN,Female,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.45,232.1,No +4896-CPRPF,Male,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.45,809.25,No +1871-MOWRM,Male,0,Yes,No,12,Yes,No,Fiber optic,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),80.85,866.45,Yes +9714-EDSUC,Male,0,No,No,4,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,94.9,360.55,No +2027-OAQQC,Female,0,No,No,43,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),49.05,2076.2,Yes +0282-NVSJS,Female,1,Yes,Yes,12,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,29.3,355.9,No +9090-SGQXL,Male,1,Yes,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.3,7299.65,Yes +6595-YGXIT,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.95,2291.2,Yes +7353-YOWFP,Female,0,No,No,7,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.25,129.15,No +9835-ZIITK,Male,1,Yes,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,110.85,7491.75,Yes +8008-ESFLK,Female,0,Yes,No,53,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,110.5,5835.5,No +7537-CBQUZ,Male,1,No,No,63,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),109.4,7031.45,No +1555-DJEQW,Female,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114.2,7723.9,Yes +5649-TJHOV,Male,1,Yes,No,27,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),36.5,1032,Yes +0519-XUZJU,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,70.75,70.75,Yes +3363-EWLGO,Female,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,109.6,No +4750-UKWJK,Female,1,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.6,727.8,No +6338-AVWCY,Male,0,No,No,3,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Mailed check,40.15,130.75,Yes +1689-YQBYY,Female,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.6,893,No +4487-ZYJZK,Female,0,Yes,Yes,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.6,763.1,No +2959-FENLU,Female,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),85.3,781.4,No +0708-LGSMF,Male,0,Yes,No,13,Yes,Yes,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,65.85,902.25,No +9253-QXKBE,Male,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.45,2653.65,Yes +7634-HLQJR,Female,0,Yes,Yes,47,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.05,1016.7,No +0487-RPVUM,Male,0,Yes,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),99.4,5943.65,No +4079-ULGFR,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,275.7,No +2516-XSJKX,Female,0,Yes,Yes,41,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Electronic check,78.45,3126.45,No +0057-QBUQH,Female,0,No,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Electronic check,25.1,1070.15,No +9445-SZLCH,Female,0,Yes,Yes,36,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),97.35,3457.9,Yes +6599-SFQVE,Female,0,No,No,6,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55,340.4,No +8331-ZXFOE,Female,0,No,No,58,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),71.1,4299.2,No +4003-FUSHP,Male,0,No,No,19,Yes,No,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),61.55,1093.2,No +0356-ERHVT,Male,0,Yes,No,11,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.9,521.9,No +7325-ENZFI,Female,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),40.3,1630.4,No +4884-ZTHVF,Female,1,No,No,8,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,87.1,713.6,No +3920-HIHMQ,Female,0,No,Yes,26,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.5,1265.65,No +3055-OYMSE,Female,1,No,No,53,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.8,4003.85,No +0613-WUXUM,Female,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.2,1401.4,No +7568-PODML,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,45.3,45.3,Yes +4458-KVRBJ,Male,0,No,No,59,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25,1510.5,No +5349-IECLD,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,94.95,178.1,Yes +1397-XKKWR,Male,0,No,No,7,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.3,264.8,No +3945-GFWQL,Female,0,No,Yes,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.55,480.6,Yes +8097-OMULG,Male,0,Yes,Yes,59,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),76.75,4541.9,No +6013-BHCAW,Male,0,Yes,Yes,61,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),81,4976.15,No +0401-WDBXM,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.55,7542.25,No +3387-PLKUI,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,18.8,251.25,No +6096-EGVTU,Female,0,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,24.9,1595.5,No +3797-VTIDR,Male,0,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,23.45,23.45,Yes +5081-NWSUP,Female,0,No,No,10,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,No,Mailed check,64.9,685.55,No +2580-ATZSQ,Female,0,Yes,Yes,65,Yes,No,DSL,Yes,Yes,Yes,No,No,No,One year,No,Bank transfer (automatic),61.35,3874.1,No +8085-MSNLK,Female,0,Yes,No,62,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,113.95,6891.4,No +9691-HKOVS,Female,0,Yes,No,55,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,90.15,4916.95,No +9881-VCZEP,Female,0,Yes,No,25,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.1,1373,No +9526-BIHHD,Male,0,No,No,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.7,29.7,Yes +8757-TFHHJ,Male,0,No,No,1,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),49.8,49.8,No +4523-WXCEF,Female,0,Yes,No,59,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.1,6039.9,Yes +1468-DEFNC,Male,1,Yes,Yes,64,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.4,1548.65,No +5119-KEPFY,Male,0,Yes,No,36,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95,3440.25,No +8364-TRMMK,Female,0,No,No,3,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,50.65,151.3,Yes +0916-KNFAJ,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,No,Yes,No,No,Yes,Two year,Yes,Mailed check,69.9,4226.7,No +8319-QBEHW,Male,0,No,Yes,26,No,No phone service,DSL,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),39.95,1023.75,No +3063-QFSZL,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.4,55.4,Yes +8775-LHDJH,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.6,90.6,Yes +9625-QNLUX,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),103.25,7074.4,No +3097-NQYSN,Male,1,Yes,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,86.85,156.35,Yes +4024-CSNBY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Bank transfer (automatic),94.25,6849.75,No +7110-BDTWG,Female,0,Yes,No,71,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Two year,Yes,Electronic check,47.05,3263.6,No +7493-GVFIO,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1252.85,No +0690-SRQID,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.65,67.55,No +9605-WGJVW,Female,1,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.2,70.2,No +9114-DPSIA,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),81,5750,No +4700-UBQMV,Male,0,Yes,Yes,21,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),75.9,1549.75,No +7711-GQBZC,Female,0,Yes,Yes,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.7,1810.55,No +3565-UNOCC,Female,1,Yes,No,29,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.05,2952.85,Yes +4627-MIHJH,Female,1,No,No,69,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.25,7467.55,No +9795-NREXC,Female,0,Yes,No,64,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85,5484.4,No +8573-CGOCC,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.75,294.9,No +7356-AYNJP,Female,0,No,No,4,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,23.9,97.5,No +9249-FXSCK,Female,0,No,No,52,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),111.25,5916.45,Yes +5493-SDRDQ,Male,0,No,No,2,Yes,No,DSL,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.1,113.35,Yes +6286-SUUWT,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,19.95,No +4819-HJPIW,Male,0,No,No,18,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,25.15,476.8,No +8654-DHAOW,Female,0,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,54.15,101.65,No +5438-QMDDL,Female,0,Yes,No,19,Yes,No,DSL,No,Yes,No,No,No,Yes,Month-to-month,Yes,Mailed check,59.8,1130.85,No +9812-GHVRI,Female,0,No,No,40,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),83.85,3532.25,No +5553-AOINX,Female,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.9,6891.45,No +1228-ZLNBX,Male,0,No,No,21,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75.3,1570.7,No +4226-KKDON,Male,0,No,No,8,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,66.65,520.95,No +3831-YCPUO,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.5,7854.9,No +7445-WMRBW,Female,0,No,No,48,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,One year,Yes,Bank transfer (automatic),73.85,3581.4,No +3308-DGHKL,Male,0,No,No,69,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.3,1447.9,No +9924-JPRMC,Male,0,No,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,118.2,8547.15,No +0080-EMYVY,Female,0,No,No,14,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Credit card (automatic),51.45,727.85,No +6218-KNUBD,Male,0,No,No,6,Yes,No,DSL,No,Yes,No,No,Yes,No,Month-to-month,No,Electronic check,59.45,357.6,No +7337-CINUD,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.5,159.35,No +7609-NRNCA,Female,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.55,280.85,No +0623-EJQEG,Male,0,No,No,65,Yes,Yes,Fiber optic,Yes,No,No,Yes,No,Yes,One year,No,Electronic check,93.55,6069.25,No +7153-CHRBV,Female,0,Yes,Yes,57,Yes,No,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Mailed check,59.3,3274.35,No +0871-URUWO,Male,0,Yes,No,13,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.25,1359,Yes +9190-MFJLN,Male,1,No,No,19,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.9,1777.9,Yes +6198-PNNSZ,Female,0,Yes,No,56,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),109.8,6109.65,No +3317-VLGQT,Female,0,Yes,No,14,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.1,1122.4,No +4132-POCZS,Male,0,Yes,No,52,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,39.9,2020.9,No +5614-DNZCE,Female,0,No,No,58,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),64.9,3795.45,No +1095-JUDTC,Female,1,No,No,47,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,95.05,4504.55,Yes +3896-RCYYE,Female,0,No,No,67,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),53.4,3579.15,No +9638-JIQYA,Male,0,No,No,2,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),24.9,49.7,No +3258-SANFR,Male,1,No,No,6,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),44.7,276.5,No +3726-TBHQT,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),114,8175.9,No +3190-ITQXP,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.25,890.35,No +0870-VEMYL,Female,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Credit card (automatic),53.85,259.8,Yes +4833-QTJNO,Male,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Bank transfer (automatic),83.85,5588.8,No +3039-MJSLN,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.2,50.6,No +0178-CIIKR,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.95,58,No +5385-SUIRI,Male,1,Yes,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,5568.35,Yes +3982-XWFZQ,Female,0,Yes,No,42,Yes,Yes,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.25,2203.65,Yes +5774-QPLTF,Male,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,20.35,938.95,No +2322-VCZHZ,Male,1,Yes,No,23,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,90,2024.1,No +5010-IPEAQ,Female,0,Yes,Yes,67,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Credit card (automatic),54.2,3623.95,No +4009-ALQFH,Female,0,No,No,25,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.5,2369.05,Yes +6383-ZTSIW,Female,1,Yes,No,39,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Mailed check,99.1,3877.95,No +8990-YOZLV,Female,0,No,No,69,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Mailed check,66.9,4577.9,No +3069-SSVSN,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,One year,No,Mailed check,25.85,25.85,No +5222-IMUKT,Male,0,No,No,32,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,91.05,2871.5,No +3627-FCRDW,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,71,672.55,Yes +7562-GSUHK,Female,0,No,No,16,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),93.2,1573.7,Yes +6685-XSHHU,Male,0,Yes,Yes,60,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.95,1270.55,No +8901-UPRHR,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.2,7711.45,No +4903-UYAVB,Male,0,Yes,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,126.05,Yes +0118-JPNOY,Female,1,No,No,26,Yes,No,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.8,2193.65,No +6776-TLWOI,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.85,64.55,Yes +3845-FXCYS,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.65,31.2,No +5857-XRECV,Female,0,No,Yes,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.5,38.25,No +0725-CXOTM,Female,0,No,No,36,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),89.65,3348.1,No +4343-EJVQB,Male,0,No,No,7,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,74.35,533.6,No +9000-PLFUZ,Female,1,Yes,No,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Two year,Yes,Credit card (automatic),49.45,2907.55,No +3427-GGZZI,Female,0,Yes,No,19,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,89.1,1620.8,No +7779-ORAEL,Male,1,Yes,No,45,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),75.15,3480.35,No +0644-OQMDK,Male,1,No,No,4,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.65,293.85,No +4077-CROMM,Female,0,Yes,Yes,31,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.2,3243.45,Yes +3154-CFSZG,Male,0,Yes,Yes,47,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,No,Electronic check,90.05,4137.2,No +2868-MZAGQ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.25,79.25,Yes +4847-QNOKA,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.9,44.9,Yes +2220-IAHLS,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.4,19.4,No +1658-XUHBX,Female,1,Yes,Yes,59,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),88.75,5348.65,No +6379-RXJRQ,Male,0,Yes,No,10,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,659.65,Yes +2378-HTWFW,Male,1,No,No,35,Yes,Yes,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Credit card (automatic),91,3180.5,No +8650-RHRKE,Male,0,No,No,4,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,29.65,118.5,Yes +4377-VDHYI,Male,0,Yes,Yes,32,Yes,No,Fiber optic,Yes,Yes,No,No,No,Yes,One year,Yes,Electronic check,90.8,3023.85,No +0475-RIJEP,Male,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,77.85,3365.85,Yes +1260-TTRXI,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,54.3,195.3,Yes +3719-TDVQB,Female,1,Yes,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,18.95,1031.1,No +6328-ZPBGN,Female,1,No,No,11,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),95.15,997.65,Yes +0201-MIBOL,Female,1,No,No,66,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),102.4,6471.85,No +4937-QPZPO,Male,0,Yes,Yes,61,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,99.9,6241.35,No +2925-VDZHY,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),88.7,6501.35,No +6981-TDRFT,Male,0,Yes,Yes,44,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,54.3,2317.1,No +3413-CSSTH,Male,0,No,No,41,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.7,2237.55,No +8033-VCZGH,Male,0,Yes,No,50,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,103.95,5231.3,No +4789-KWMXN,Male,0,Yes,No,47,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),110.85,5275.8,Yes +0224-NIJLP,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,165.5,No +7542-CYDDM,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,358.5,No +4718-WXBGI,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),91.95,6614.9,No +2867-UIMSS,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,No,Electronic check,80.5,80.5,Yes +8495-PRWFH,Female,1,No,No,42,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,55.65,2421.75,No +0439-IFYUN,Female,1,No,No,18,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,74.7,1294.6,No +5716-LIBJC,Female,0,No,Yes,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),104.15,1299.1,No +2868-LLSKM,Female,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),83.65,5733.4,No +8111-RKSPX,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),72.2,305.55,Yes +2988-QRAJY,Male,0,No,No,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),110.05,7430.75,No +1585-MQSSU,Male,0,No,No,17,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,51.5,900.5,Yes +0071-NDAFP,Male,0,Yes,Yes,25,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.5,630.6,No +2856-NNASM,Male,1,No,No,43,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,89.55,3856.75,Yes +7328-ZJAJO,Female,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,1222.65,No +6458-CYIDZ,Female,1,No,No,5,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,No,Electronic check,80.7,374.8,No +8559-CIZFV,Male,0,Yes,Yes,21,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,One year,No,Mailed check,77.5,1625,Yes +1090-PYKCI,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,One year,Yes,Credit card (automatic),105.1,7234.8,No +3058-WQDRE,Male,0,No,No,13,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),25.15,331.85,No +7547-EKNFS,Male,0,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),95.25,3959.35,Yes +2279-AXJJK,Male,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Credit card (automatic),95.65,5088.4,No +6769-DYBQN,Male,1,No,No,46,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,85,3969.4,Yes +0909-SELIE,Male,0,Yes,No,61,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),80.8,4860.85,No +3417-TSCIC,Male,0,No,No,29,No,No phone service,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,24.85,788.05,No +1042-HFUCW,Female,0,No,Yes,25,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.75,1266.35,No +4439-JMPMT,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,85.75,470.95,Yes +6537-OTKMY,Male,0,No,No,15,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,50.75,688.2,No +8999-EXMNO,Female,0,Yes,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,387.7,No +6725-TPKJO,Male,0,No,No,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.05,845.25,No +2446-BEGGB,Female,1,No,No,6,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.25,560.6,Yes +7162-WPHPM,Male,0,Yes,Yes,58,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Credit card (automatic),71.6,4230.25,No +1599-MMYRQ,Male,0,Yes,Yes,62,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),81.45,4983.05,No +8821-KVZKQ,Female,0,Yes,Yes,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),58.4,4113.15,No +1496-GGSUK,Female,1,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,25.7,25.7,Yes +6434-TTGJP,Male,0,Yes,Yes,10,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),53.7,521,No +0042-JVWOJ,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),19.6,471.85,No +0130-SXOUN,Male,0,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,No,Credit card (automatic),89.4,5976.9,No +2575-GFSOE,Female,0,Yes,Yes,7,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69,506.9,Yes +2330-PQGDQ,Male,0,Yes,Yes,51,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),84.2,4299.75,No +1452-UZOSF,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),106.1,7548.6,No +2097-YVPKN,Male,0,No,No,65,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.75,1654.75,No +2842-JTCCU,Male,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),46.05,80.35,Yes +8597-CTXVJ,Male,0,No,Yes,70,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),64.95,4551.5,No +6631-HMANX,Male,0,Yes,No,72,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),85.45,6227.5,No +9962-BFPDU,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,20.05,No +3296-SILRA,Female,1,Yes,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,76.4,76.4,Yes +9681-OXGVC,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,514,Yes +6394-HHHZM,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.7,57.5,No +5995-LFTLE,Male,0,No,No,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.3,1474.35,No +5180-UCIIQ,Male,1,Yes,Yes,22,No,No phone service,DSL,Yes,No,No,No,No,Yes,Month-to-month,No,Mailed check,40.05,880.2,Yes +1932-UEDCX,Male,1,Yes,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),100.6,3270.25,No +7153-OANIO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.95,69.95,Yes +5188-HGMLP,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),74,3919.15,No +0665-XHDJU,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,Yes,Electronic check,99.4,7285.7,No +6521-YYTYI,Male,0,No,Yes,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.3,93.3,Yes +8878-HMWBV,Male,0,No,No,3,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,49.15,169.05,Yes +8265-HKSOW,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),107.45,7658.3,No +3544-FBCAS,Female,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),83.6,5959.3,No +5331-RGMTT,Male,1,Yes,No,54,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.05,5295.7,No +4759-PXTAN,Female,0,Yes,No,59,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Electronic check,80.1,4693.2,No +7054-DMVAS,Male,0,No,No,54,Yes,No,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Bank transfer (automatic),65.3,3512.9,No +3428-MMGUB,Male,0,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Two year,Yes,Electronic check,89.55,5231.2,No +6549-BTYPG,Female,0,Yes,No,60,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),60.8,3603.45,No +7823-JSOAG,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.5,217.45,No +3705-RHRFR,Female,0,Yes,No,69,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),99.15,6875.35,No +9374-YOLBJ,Female,0,Yes,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Electronic check,19.25,19.25,No +9074-KGVOX,Male,0,Yes,Yes,50,No,No phone service,DSL,Yes,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),39.45,2021.35,No +6128-DAFVY,Female,0,No,No,56,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),44.85,2564.95,No +9933-QRGTX,Female,0,Yes,No,60,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Electronic check,97.2,5611.75,No +4476-OSWTN,Male,1,Yes,No,69,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,110.55,7610.1,No +3751-KTZEL,Female,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,No,Mailed check,35.05,35.05,Yes +1977-STDKI,Female,1,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73,73,Yes +5066-GFJMM,Female,0,Yes,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,45.75,No +2661-GKBTK,Male,0,Yes,Yes,60,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),76.95,4543.95,No +0458-HEUZG,Female,0,No,No,13,No,No phone service,DSL,No,No,Yes,Yes,No,No,Two year,No,Mailed check,35.4,450.4,No +7268-WNTCP,Male,0,Yes,Yes,62,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.45,1297.35,No +0824-VWDPO,Female,0,No,No,45,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),96.75,4442.75,No +8409-WQJUX,Female,0,No,No,25,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,54.2,1423.15,No +2578-JQPHZ,Male,0,No,No,44,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),100.1,4378.35,No +3278-FSIXX,Female,0,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.25,74.2,No +5813-UECBU,Male,1,No,No,33,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),83.85,2716.3,Yes +0328-GRPMV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.1,70.1,Yes +9746-UGFAC,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.85,450.65,No +2946-KIQSP,Female,0,No,No,35,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,33.45,1175.85,No +0625-AFOHS,Female,0,Yes,Yes,29,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.2,558.8,No +6726-WEXXK,Male,1,Yes,No,27,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Electronic check,85.9,2220.1,No +4636-OLWOE,Male,0,No,Yes,54,Yes,No,DSL,No,Yes,Yes,Yes,No,No,One year,Yes,Electronic check,61,3283.05,No +4342-HENTK,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.65,142.35,Yes +4685-ERGHK,Male,0,No,No,57,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,One year,Yes,Electronic check,86.9,4939.25,No +0885-HMGPY,Male,0,No,No,62,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.4,4237.5,No +5003-OKNNK,Female,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),20.35,335.95,No +4195-SMMNX,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,33.2,Yes +7208-PSIHR,Female,0,Yes,No,70,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.3,7188.5,No +4012-ZTHBR,Female,0,Yes,Yes,21,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.95,926.25,No +0489-WMEMG,Female,0,No,Yes,23,Yes,No,DSL,No,No,No,Yes,No,No,One year,Yes,Electronic check,49.45,1119.35,No +7435-ZNUYY,Male,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.6,116.6,No +1354-YZFNB,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,68.8,No +6956-SMUCM,Female,0,No,No,3,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99,287.4,Yes +2985-FMWYF,Female,0,No,No,23,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.5,2341.55,No +2812-ENYMO,Male,0,No,No,26,No,No phone service,DSL,Yes,No,No,Yes,Yes,Yes,One year,No,Credit card (automatic),54.55,1362.85,No +2717-HVIZY,Female,0,No,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,163.6,No +3223-WZWJM,Male,0,No,No,26,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,83.95,2254.2,Yes +3422-GALYP,Male,0,No,No,2,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.45,145.15,No +9053-JZFKV,Male,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),116.2,7752.3,Yes +2530-ENDWQ,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),93.7,6585.35,Yes +2890-WFBHU,Female,0,No,No,59,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,No,Credit card (automatic),79.85,4786.1,No +0327-WFZSY,Male,0,Yes,Yes,39,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Electronic check,100,3835.55,No +7977-HXJKU,Male,0,No,Yes,21,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.6,397,No +6615-ZGEDR,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.7,19.7,Yes +7033-CLAMM,Female,0,Yes,Yes,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.2,1027.25,No +4023-RTIQM,Female,1,Yes,No,31,No,No phone service,DSL,Yes,Yes,Yes,No,No,Yes,One year,Yes,Credit card (automatic),50.4,1580.1,No +0864-FVJNJ,Female,0,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,113.35,7222.75,No +7356-IWLFW,Male,0,Yes,Yes,46,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80,3769.7,No +9541-PWTWO,Female,0,No,No,52,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.95,4233.95,No +3967-VQOGC,Female,0,Yes,Yes,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,24.9,1680.25,No +7872-RDDLZ,Female,1,No,No,67,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,54.9,3725.5,No +9250-WYPLL,Female,0,No,No,5,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.55,413.65,Yes +6308-CQRBU,Female,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,109.25,7707.7,No +2754-XBHTB,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),77.65,714.15,Yes +1597-LHYNC,Female,1,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,95,2497.2,Yes +0186-CAERR,Male,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),116.3,8309.55,No +3043-SUDUA,Female,0,No,No,32,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.9,601.55,No +5442-BHQNG,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.35,139.25,No +2169-RRLFW,Female,0,Yes,No,71,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.6,1888.25,No +5872-OEQNH,Female,0,No,No,60,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,Yes,Electronic check,44.45,2773.9,No +3162-KKZXO,Female,1,No,No,55,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,100.15,5409.75,No +7055-VKGDA,Male,0,No,No,54,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.4,5643.4,Yes +0754-UKWQP,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.85,197.7,Yes +8873-GLDMH,Female,0,No,No,6,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.85,401.3,No +5696-JVVQY,Female,0,Yes,Yes,48,Yes,No,DSL,Yes,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),70.1,3238.4,No +8946-BFWSG,Male,0,Yes,Yes,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.25,1573.05,No +7493-TPUWZ,Male,0,No,No,1,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,79.15,79.15,Yes +0547-HURJB,Male,0,No,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),21.05,235.8,No +8904-OPDCK,Male,1,Yes,No,54,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),24.95,1364.75,No +8845-LWKGE,Female,0,Yes,Yes,30,Yes,No,DSL,No,No,Yes,Yes,Yes,No,One year,Yes,Electronic check,64.5,1985.15,No +1577-HKTFG,Female,0,Yes,No,30,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.65,655.85,Yes +8752-STIVR,Female,0,No,No,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79,303.15,Yes +0691-NIKRI,Female,0,No,No,40,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),105.95,4335.2,No +5022-JNQEQ,Female,0,Yes,Yes,9,Yes,No,Fiber optic,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,75.85,647.5,No +4558-FANTW,Female,0,Yes,Yes,17,Yes,No,Fiber optic,Yes,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,91.85,1574.45,Yes +3249-VHRIP,Female,0,No,No,62,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Two year,Yes,Credit card (automatic),43.6,2748.7,No +3736-BLEPA,Male,0,No,No,28,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,One year,Yes,Bank transfer (automatic),91.25,2483.65,No +4701-LKOZD,Female,0,No,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),89.75,6367.2,No +6603-QWSPR,Female,0,No,No,46,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),104.4,4904.2,No +9921-QFQUL,Female,0,Yes,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Mailed check,90.15,2044.95,No +1929-ZCBHE,Male,0,Yes,Yes,47,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,No,Electronic check,40.3,1794.8,No +4378-MYPGO,Male,0,Yes,Yes,68,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.25,7173.15,No +8651-ENBZX,Female,1,No,No,60,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,106,6441.4,Yes +4129-LYCOI,Female,0,No,Yes,67,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,104,7039.05,No +7798-JVXYM,Female,0,No,No,14,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,69.65,921.4,No +8647-SDTWQ,Male,0,Yes,Yes,57,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.3,4018.35,No +2696-ECXKC,Female,0,Yes,Yes,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,No,Mailed check,100.9,5448.6,No +2081-KJSQF,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.25,20.25,No +7623-TRNQN,Male,0,No,Yes,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.9,49.9,Yes +3323-CPBWR,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),96.9,2085.45,No +9330-IJWIO,Female,0,No,No,13,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.35,1358.85,Yes +3384-CTMSF,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.1,5135.15,No +0902-RFHOF,Male,0,No,No,38,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,730.1,No +9286-DOJGF,Female,1,Yes,No,38,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.95,2869.85,Yes +6048-QBXKL,Female,1,No,No,2,Yes,Yes,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),56.55,118.25,No +9661-MHUMO,Male,1,Yes,Yes,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),49.25,49.25,Yes +7718-RXDGG,Male,0,Yes,No,15,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),68.6,1108.6,No +1025-FALIX,Female,0,No,No,26,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.05,1815.65,No +3451-VAWLI,Female,0,Yes,Yes,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,730.4,No +3407-QGWLG,Male,0,No,Yes,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,75.45,No +1842-EZJMK,Male,0,Yes,Yes,50,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,103.7,5071.05,Yes +2347-WKKAE,Male,0,Yes,No,42,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,94.4,4014.6,No +8735-DCXNF,Male,0,Yes,No,10,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),54.95,568.85,No +3214-IYUUQ,Female,0,Yes,No,61,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,No,Bank transfer (automatic),93.7,5860.7,No +1936-UAFEH,Female,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),110.25,7279.35,No +3587-PMCOY,Male,0,No,No,10,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,98.9,1064.95,No +8079-XRJRS,Male,0,Yes,No,65,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,One year,No,Electronic check,89.75,5769.6,Yes +1027-LKKQQ,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),80.45,5886.85,No +7148-XZPHA,Male,0,Yes,Yes,55,Yes,No,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,79.4,4238.45,No +8073-IJDCM,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.3,20.3,Yes +5309-TAIKL,Female,0,No,No,7,Yes,No,DSL,No,No,Yes,Yes,No,Yes,Month-to-month,No,Bank transfer (automatic),62.8,418.3,No +6856-RAURS,Female,0,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.9,136.05,No +8778-LMWTJ,Female,0,No,No,9,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.85,708.2,No +9717-IOAAF,Male,0,No,Yes,27,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.85,788.55,No +8884-ADFVN,Male,1,Yes,No,7,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.95,700.85,Yes +2845-KDHVX,Female,0,Yes,No,64,Yes,No,DSL,No,Yes,Yes,Yes,No,Yes,Two year,Yes,Mailed check,68.3,4378.8,No +0848-SOMKO,Male,0,No,No,70,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Bank transfer (automatic),48.4,3442.8,No +2720-WGKHP,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94,181.7,Yes +6734-FQAJX,Male,1,No,No,67,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,105.05,7171.7,No +2869-ADAWR,Female,0,No,No,45,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.3,4016.85,Yes +1535-VTJOQ,Female,0,No,No,24,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,553,No +6368-TZZDT,Male,0,Yes,Yes,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.5,96.85,No +0943-ZQPXH,Male,0,Yes,Yes,44,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),92.95,4122.9,No +1293-BSEUN,Female,0,Yes,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.7,1482.3,No +9894-EZEWG,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.3,74.3,Yes +1302-TPUBN,Male,0,No,No,66,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.35,1240.8,No +7851-FLGGQ,Male,0,No,No,1,No,No phone service,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Mailed check,44.65,44.65,Yes +0637-UBJRP,Male,0,Yes,Yes,13,Yes,No,Fiber optic,Yes,No,No,No,No,Yes,Month-to-month,No,Electronic check,84.05,1095.3,Yes +0940-OUQEC,Male,0,No,No,10,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),80.7,788.8,Yes +2378-VTKDH,Male,1,Yes,No,65,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,104.35,6578.55,No +0927-CNGRH,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No +8608-OZTLB,Male,0,Yes,Yes,38,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Electronic check,74.05,2802.3,No +2335-GSODA,Male,0,No,Yes,23,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,Two year,No,Mailed check,40.1,857.75,No +1952-DVVSW,Female,0,Yes,No,10,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,184.4,No +0702-PGIBZ,Male,0,No,Yes,4,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.7,364.55,Yes +6656-GULJQ,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),83.55,6093.3,No +9853-JFZDU,Female,0,Yes,No,35,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,56.85,1861.1,No +1963-VAUKV,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,20.4,Yes +3777-XROBG,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.55,1079.65,No +6994-FGRHH,Male,0,Yes,Yes,70,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,106.15,7475.1,No +4000-VGMQP,Male,0,Yes,Yes,38,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78.95,2862.55,No +3999-WRNGR,Female,0,Yes,Yes,60,No,No phone service,DSL,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,49.75,3069.45,No +3466-RITXD,Male,0,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),92.4,2349.8,No +2680-XKKNJ,Female,0,No,No,8,Yes,No,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),58.2,469.25,No +3058-HJCUY,Male,0,Yes,Yes,41,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,102.6,4213.35,Yes +2974-GGUXS,Female,1,Yes,No,36,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),91.95,3301.05,No +7994-XIRTR,Male,1,No,No,54,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),65.25,3529.95,No +3259-FDWOY,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),106,7723.7,Yes +2101-RANCD,Female,0,No,No,55,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,73.1,4144.9,No +7921-BEPCI,Female,0,No,No,72,Yes,Yes,DSL,Yes,Yes,No,No,No,No,Two year,No,Bank transfer (automatic),59.75,4265,No +0807-ZABDG,Female,0,No,Yes,3,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.1,154.65,Yes +8510-TMWYB,Female,0,Yes,Yes,54,Yes,Yes,DSL,No,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.8,3246.45,No +3258-ZKPAI,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),116.6,8337.45,No +1428-IEDPR,Male,0,No,No,52,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,109.3,5731.4,No +5298-GSTLM,Female,1,No,No,60,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),101.4,6176.6,No +4450-YOOHP,Female,0,No,No,39,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),50.65,1905.4,No +6728-CZFEI,Female,0,No,No,15,Yes,No,DSL,No,No,No,No,Yes,No,One year,No,Mailed check,56.15,931.9,No +5748-RNCJT,Male,0,No,No,69,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),106.5,7348.8,Yes +3653-NCRDJ,Male,0,Yes,Yes,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.2,776.25,No +6121-TNHBO,Female,1,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),83,5243.05,No +5119-NZPTV,Male,1,Yes,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.1,141.65,No +6519-ZHPXP,Female,0,Yes,Yes,72,Yes,No,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),108.3,7679.65,No +7739-LAXOG,Female,0,Yes,Yes,32,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),91.05,2954.5,Yes +3472-QPRCH,Male,0,Yes,Yes,40,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.25,1006.9,No +8224-UAXBZ,Female,0,Yes,No,58,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,Yes,Electronic check,45.35,2540.1,No +9610-WCESF,Male,0,No,No,67,No,No phone service,DSL,Yes,No,No,Yes,Yes,No,Two year,No,Electronic check,43.9,3097.2,No +9776-CLUJA,Female,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,77.5,3807.35,Yes +2486-WYVVE,Male,0,Yes,No,31,Yes,Yes,DSL,No,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,79.3,2484,No +3865-ZYKAD,Male,1,Yes,No,69,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),84.9,5785.65,No +1422-DGUBX,Male,0,Yes,No,32,Yes,Yes,Fiber optic,No,No,No,Yes,No,No,One year,Yes,Electronic check,79.25,2619.15,No +2999-AANRQ,Female,0,No,No,21,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,No,Credit card (automatic),71.05,1524.85,No +8668-KNZTI,Male,0,No,No,52,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Electronic check,53.75,2790.65,No +0480-KYJVA,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.25,1784.5,No +6034-ZRYCV,Female,0,Yes,No,72,No,No phone service,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Electronic check,54.2,3937.45,Yes +9746-YKGXB,Male,0,Yes,Yes,52,No,No phone service,DSL,Yes,No,Yes,No,No,Yes,One year,No,Bank transfer (automatic),44.25,2276.1,No +3926-YZVVX,Female,0,No,No,41,Yes,No,DSL,No,No,No,Yes,No,No,One year,No,Bank transfer (automatic),50.05,2029.05,No +6000-UKLWI,Male,0,No,No,41,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,802.35,No +2079-FBMZK,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.25,418.4,Yes +6332-FBZRI,Male,0,Yes,Yes,67,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),69.35,4653.25,No +2096-XOTMO,Female,0,Yes,Yes,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.35,275.9,No +3266-FTKHB,Male,0,No,No,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.15,343.45,No +8221-EQDGL,Male,0,Yes,No,35,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Month-to-month,No,Mailed check,61,2130.45,No +2346-LOCWC,Female,0,Yes,Yes,58,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.5,1191.4,No +6608-QQLVK,Male,0,No,No,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,50.5,50.5,Yes +0298-XACET,Male,0,Yes,Yes,52,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,50.2,2554,No +7560-QJAVJ,Female,0,No,No,70,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),79.6,5589.45,No +2995-YWTCD,Female,0,Yes,Yes,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),24.9,467.7,No +3551-HUAZH,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.4,74.4,Yes +9137-UIYPG,Female,0,Yes,Yes,35,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.9,3756.45,No +2809-ZMYOQ,Female,0,No,No,32,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.35,3334.9,No +5084-OOVCJ,Female,0,Yes,Yes,17,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Credit card (automatic),55.35,920.5,No +0254-WWRKD,Female,0,Yes,Yes,67,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Credit card (automatic),50.55,3431.75,No +7727-SHVZV,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,150.35,No +6302-JGYRJ,Male,0,No,Yes,31,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Mailed check,79.45,2587.7,Yes +5339-PXDVH,Male,0,No,No,4,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,No,Electronic check,90.65,367.95,No +2205-LPVGL,Male,1,Yes,Yes,58,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,No,No,One year,Yes,Bank transfer (automatic),89.85,5125.75,No +8782-NUUOL,Male,0,No,No,60,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,No,Mailed check,79,4801.1,No +3685-YLCMQ,Male,0,No,No,58,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.65,6219.6,Yes +7601-WFVZV,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.55,19.55,No +4609-KNNWG,Female,0,Yes,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.9,550.1,No +4868-AADLV,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,116.25,7862.25,No +9529-OFXHY,Male,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),87.75,1242.2,No +8634-MPHTR,Male,1,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.05,4871.05,Yes +2669-QVCRG,Female,0,No,No,41,Yes,Yes,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),81.3,3190.65,No +2478-EEWWM,Male,0,Yes,No,59,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.3,2666.75,No +9174-IHETN,Female,0,No,Yes,50,Yes,No,Fiber optic,No,No,No,No,No,No,Two year,No,Credit card (automatic),70.35,3533.6,No +2233-TXSIU,Male,0,Yes,Yes,17,No,No phone service,DSL,Yes,No,Yes,No,Yes,No,One year,No,Credit card (automatic),44.45,792.15,No +9644-UMGQA,Male,0,Yes,Yes,6,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.15,295.65,No +3256-EZDBI,Male,1,Yes,No,51,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),29.45,1459.35,No +8761-NSOBC,Male,0,No,No,44,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,100.55,4398.15,Yes +0419-YAAPX,Male,0,Yes,No,49,Yes,No,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.3,4297.95,No +8413-VONUO,Male,0,No,No,2,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.65,167.3,Yes +0872-CASZJ,Male,0,Yes,No,59,Yes,Yes,DSL,Yes,No,No,Yes,No,Yes,One year,Yes,Mailed check,69.1,4096.9,No +4726-DLWQN,Male,1,No,No,50,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),70.35,3454.6,No +8164-OCKUJ,Female,0,Yes,Yes,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.6,1286,No +3094-JOJAI,Male,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,74.15,1387,No +9494-MRNYX,Male,0,No,No,10,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,75.05,786.3,No +2599-CZABP,Male,0,Yes,No,14,Yes,No,DSL,No,No,No,No,No,No,One year,No,Electronic check,44.6,641.25,No +7945-PRBVF,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),21.45,705.45,No +4544-RXFMG,Male,0,Yes,Yes,8,Yes,No,DSL,No,No,No,No,No,No,One year,Yes,Mailed check,43.45,345.5,No +0859-YGKFW,Male,0,Yes,Yes,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.05,345.9,No +1150-FTQGN,Female,0,Yes,Yes,60,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,One year,No,Bank transfer (automatic),94.15,5811.8,No +9223-UCPVT,Female,0,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,94.4,94.4,Yes +7196-LIWRH,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,124.45,No +5448-VWNAM,Female,0,No,Yes,19,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Mailed check,75.9,1375.6,No +1177-XZBJL,Male,0,Yes,Yes,53,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),64.15,3491.55,No +3518-FSTWG,Male,1,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.55,7920.7,No +9330-VOFSZ,Female,0,Yes,No,60,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,6640.7,No +4351-QLCSU,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),55,55,Yes +0939-EREMR,Female,0,No,Yes,13,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,53.45,718.1,No +9389-ACWBI,Female,0,Yes,Yes,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),69.95,320.4,No +5419-JPRRN,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.45,101.45,Yes +3644-QXEHN,Male,0,Yes,Yes,13,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,97,1334.45,No +2911-IJORQ,Male,0,No,No,37,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),90.6,3358.65,No +5921-NGYRH,Male,0,Yes,No,64,Yes,No,Fiber optic,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,73.55,4764,No +2100-BDNSN,Female,0,Yes,No,5,Yes,Yes,DSL,No,No,Yes,Yes,Yes,No,Month-to-month,No,Bank transfer (automatic),67.95,350.3,Yes +5998-DZLYR,Female,0,Yes,No,61,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),94.35,5703,No +0488-GSLFR,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.5,69.5,Yes +9318-NKNFC,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,18.85,18.85,Yes +3985-HOYPM,Male,0,No,No,26,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.4,525.55,No +9728-FTTVZ,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.2,69.2,Yes +9548-LERKT,Male,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.75,483.15,No +6576-FBXOJ,Male,0,Yes,No,17,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,One year,No,Electronic check,54.6,934.8,No +4310-KEDTB,Female,0,No,Yes,26,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,29.8,786.5,No +7254-IQWOZ,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.65,69.65,Yes +2474-BRUCM,Male,1,Yes,No,40,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,101.85,4086.3,Yes +4062-HBMOS,Male,0,No,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.05,5364.8,No +0742-NXBGR,Female,0,No,No,1,Yes,No,Fiber optic,No,Yes,Yes,No,No,No,Month-to-month,Yes,Electronic check,82.3,82.3,Yes +2676-ISHSF,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,20.3,No +9236-NDUCW,Female,0,No,No,21,No,No phone service,DSL,Yes,No,No,Yes,No,No,Two year,No,Mailed check,35.1,770.4,No +4753-PADAS,Female,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),105.7,6816.95,No +6103-QCKFX,Female,0,Yes,Yes,44,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),56.25,2419.55,No +7781-EWARA,Male,0,Yes,Yes,70,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,60.35,4138.7,No +6110-OHIHY,Male,0,No,No,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,79.25,267.6,Yes +7018-FPXHH,Male,0,Yes,Yes,56,Yes,No,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Bank transfer (automatic),59.8,3457.45,No +5889-LFOLL,Female,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.6,1115.2,Yes +5708-EVONK,Female,0,Yes,Yes,58,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),93.4,5435.6,Yes +8708-XPXHZ,Female,0,Yes,Yes,42,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,94.2,4186.3,Yes +0616-ATFGB,Male,1,Yes,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.05,25.05,Yes +0572-ZJKLT,Female,0,Yes,Yes,46,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,99.65,4630.2,No +5135-RDDQL,Female,0,Yes,Yes,63,Yes,No,DSL,Yes,No,No,No,No,No,Two year,Yes,Bank transfer (automatic),50.65,3221.25,No +1353-LJWEM,Male,0,No,No,11,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,60.9,688.5,No +1794-SWWKL,Male,0,Yes,Yes,15,Yes,Yes,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),59.65,867.1,No +6166-YIPFO,Male,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,64.7,4746.05,No +7016-BPGEU,Female,0,No,No,29,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),25.1,712.85,Yes +6876-ADESB,Male,0,No,Yes,1,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,48.95,48.95,Yes +9332-GYWLO,Female,0,Yes,Yes,6,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,54.85,355.1,No +1963-SVUCV,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,45.3,45.3,Yes +4184-VODJZ,Male,0,Yes,Yes,63,Yes,Yes,Fiber optic,No,Yes,No,No,No,Yes,One year,Yes,Electronic check,91.35,5764.7,No +0220-EBGCE,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85.85,167.3,Yes +1092-WPIVQ,Female,0,Yes,Yes,18,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,25.1,428.45,No +7233-IOQNP,Female,0,Yes,No,43,No,No phone service,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),34,1505.35,No +2834-JKOOW,Female,0,No,No,15,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Mailed check,45.9,693.45,No +2754-VDLTR,Male,0,No,Yes,10,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,95.2,930.4,Yes +2400-FEQME,Male,0,Yes,Yes,55,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,1177.95,No +3190-XFANI,Male,0,No,Yes,49,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),100.6,5069.65,Yes +7551-DACSP,Male,0,Yes,Yes,6,Yes,No,DSL,No,Yes,Yes,No,No,No,Month-to-month,Yes,Mailed check,55.3,324.25,Yes +4957-SREEC,Male,0,Yes,Yes,70,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.35,1458.1,No +7235-NXZCP,Male,1,No,No,2,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.85,156.4,Yes +0230-UBYPQ,Male,1,Yes,No,63,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,No,Bank transfer (automatic),36.1,2298.9,No +4923-ADWXJ,Female,0,No,No,25,Yes,No,DSL,No,Yes,No,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),65.8,1679.65,No +1763-KUAAW,Female,1,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.35,369.6,No +1104-TNLZA,Male,1,Yes,No,28,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.8,2998,No +5195-KPUNQ,Female,1,No,No,53,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,96.75,5206.55,No +0520-FDVVT,Male,0,No,No,35,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),102.35,3626.1,Yes +3439-GVUSX,Male,0,No,No,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.4,24.4,No +1444-VVSGW,Male,0,Yes,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),115.65,7968.85,Yes +5712-PTIWW,Male,0,No,No,2,Yes,No,Fiber optic,No,No,Yes,Yes,No,No,Month-to-month,Yes,Electronic check,79.85,152.45,Yes +5949-HGVJL,Female,0,Yes,No,26,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,73.05,1959.5,No +5203-XEHAX,Female,0,No,No,34,Yes,No,DSL,Yes,Yes,No,No,No,Yes,One year,No,Electronic check,64.35,2053.05,No +1635-HDGFT,Female,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.5,398.55,No +3315-TOTBP,Male,0,No,No,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,76,1130.85,Yes +8050-XGRVL,Female,0,Yes,Yes,62,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Credit card (automatic),54.75,3425.35,No +6661-HBGWL,Female,1,No,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),104.75,4323.45,Yes +1518-VOWAV,Female,0,No,No,9,Yes,No,DSL,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,74.65,703.55,Yes +9828-QHFBK,Male,0,No,No,24,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,51.15,1275.7,No +3908-MKIMJ,Male,1,Yes,No,68,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,Yes,Electronic check,41.95,2965.75,No +5012-YSPJJ,Male,0,Yes,Yes,31,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Mailed check,54.35,1647,No +5909-ECHUI,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,56.25,56.25,Yes +1309-BXVOQ,Male,0,Yes,No,21,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,106.1,2249.95,Yes +6728-VOIFY,Female,0,Yes,No,63,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Electronic check,96,6109.75,No +9317-WZPGV,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),79.75,159.4,Yes +4891-NLUBA,Female,0,Yes,Yes,61,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),61.45,3751.15,No +2856-HYAPG,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,68.65,68.65,Yes +8969-PRHFK,Male,0,No,No,18,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,411.25,No +0661-KQHNK,Female,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19,105.5,No +8709-KRDVL,Female,0,No,No,33,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100,3320.6,No +4488-PSYCG,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.25,327.45,Yes +1427-VERSM,Female,0,Yes,No,56,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,98.7,5669.5,No +9801-NOSHQ,Male,0,No,Yes,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.8,465.45,No +6339-YPSAH,Male,0,No,No,9,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,73.8,704.3,No +3621-CEOVK,Female,1,Yes,No,14,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.2,1369.8,Yes +6906-ANDWJ,Male,0,Yes,Yes,15,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.9,1107.25,Yes +2159-TURXX,Male,0,No,No,5,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,95.55,No +1548-FEHVL,Male,0,Yes,No,61,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.2,6375.2,No +3795-CAWEX,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),116.55,8152.3,No +6215-NQCPY,Male,0,No,No,15,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.7,1566.75,No +5647-URDKA,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.7,130.25,No +2229-DPMBI,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.5,162.15,No +9626-WEQRM,Female,0,No,No,4,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,29.15,110.05,No +2188-SXWVT,Female,0,No,No,34,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Mailed check,55,1885.15,No +6258-PVZWJ,Male,0,Yes,No,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.8,6302.85,No +1094-BKOSX,Female,0,Yes,Yes,45,No,No phone service,DSL,No,Yes,Yes,Yes,No,Yes,One year,No,Bank transfer (automatic),51,2264.5,No +6969-MVBAI,Female,1,No,No,9,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,90.1,816.8,No +2978-XXSOG,Female,0,No,No,22,Yes,Yes,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,59.05,1253.5,No +2342-CKIAO,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.3,41.2,No +6953-PBDIN,Male,0,Yes,No,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Bank transfer (automatic),72.95,5265.55,No +3898-BSJYF,Female,0,No,Yes,10,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,One year,No,Credit card (automatic),73.55,693.3,No +3938-YFPXD,Male,0,No,No,72,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),84.3,5997.1,No +7696-AMHOD,Female,0,Yes,Yes,49,Yes,No,DSL,No,Yes,Yes,No,Yes,Yes,One year,No,Credit card (automatic),78,3824.2,No +2453-SAFNS,Female,1,No,No,54,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,No,Mailed check,72.1,3886.05,No +9558-IHEZX,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),106.75,7283.25,No +9617-UDPEU,Female,0,No,No,22,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.25,412.55,No +6340-DACFT,Female,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.55,1070.25,No +4955-VCWBI,Female,0,Yes,Yes,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20,817.95,No +6813-GZQCG,Female,0,Yes,Yes,45,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),24.65,1171.3,No +7426-GSWPO,Male,1,No,No,64,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.5,6548.65,No +3389-KTRXV,Female,0,Yes,Yes,23,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.85,625.65,No +3118-UHVVQ,Female,0,Yes,No,68,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.8,1911.5,No +1031-IIDEO,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.85,70.85,Yes +5832-XKAES,Male,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.8,134.7,Yes +3205-MXZRA,Male,0,No,No,26,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,No,Credit card (automatic),59.45,1507,No +4701-AHWMW,Male,0,Yes,No,55,No,No phone service,DSL,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),54.55,2978.3,Yes +8317-BVKSO,Male,0,No,No,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.05,299.3,No +5702-KVQRD,Male,0,Yes,No,71,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,82.55,5832.65,No +0083-PIVIK,Male,0,No,No,64,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Electronic check,81.25,5567.55,No +9210-IAHGH,Female,0,No,No,7,Yes,No,DSL,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),70.75,450.8,Yes +6169-PGNCD,Female,0,No,No,57,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),74.3,4166.35,No +0023-XUOPT,Female,0,Yes,No,13,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Electronic check,94.1,1215.6,Yes +4592-IWTJI,Female,0,Yes,Yes,3,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),29.7,91.7,Yes +4909-JOUPP,Male,1,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),109.7,7898.45,No +4657-FWVFY,Female,0,Yes,Yes,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),96.35,3915.4,No +2257-BOVXD,Male,0,Yes,No,14,Yes,Yes,DSL,No,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),66.6,979.5,No +7729-JTEEC,Male,0,Yes,Yes,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,44.5,90.05,No +7632-MNYOY,Male,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,No,Credit card (automatic),110.9,7432.05,Yes +6518-LGAOV,Female,0,Yes,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105,4026.4,Yes +7242-QZLXF,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,25.3,25.3,Yes +4576-CSAJH,Male,0,No,No,22,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),55.15,1193.05,Yes +1000-AJSLD,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.1,20.1,Yes +9696-RMYBA,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,80.1,398.55,No +8690-UPCZI,Male,0,Yes,Yes,29,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,One year,No,Bank transfer (automatic),69.05,1958.45,No +1062-LHZOD,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.9,69.9,Yes +9770-LXDBK,Female,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.4,63.15,No +4086-WITJG,Male,0,Yes,Yes,71,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,1301.1,No +8344-WFMFH,Male,0,No,Yes,9,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,50.1,484.05,No +9600-NAXZN,Male,0,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.4,4528,Yes +8822-KNBHV,Female,0,No,No,48,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),83.45,3887.85,No +8404-FYDIB,Male,0,No,No,26,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),86.65,2208.75,No +2791-SFVEW,Female,0,No,No,9,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.15,238.15,No +6457-USBER,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.8,80.8,Yes +6762-NSODU,Female,0,Yes,Yes,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.4,958.15,No +4662-EKDPQ,Male,0,No,No,2,Yes,Yes,DSL,No,No,No,No,No,Yes,Month-to-month,No,Bank transfer (automatic),62.05,118.3,Yes +9248-OJYKK,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,76.45,76.45,Yes +9888-ZCUMM,Male,0,Yes,Yes,64,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),60.05,3845.45,No +3398-FSHON,Female,1,No,No,12,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,91.3,1094.5,Yes +3319-DWOEP,Male,1,Yes,No,6,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.75,573.75,Yes +1074-WVEVG,Female,0,Yes,No,59,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.35,1267,No +9979-RGMZT,Female,0,No,No,7,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Mailed check,94.05,633.45,No +6437-UDQJM,Female,1,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),84.1,6129.65,No +1226-IENZN,Male,1,No,No,16,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,78.75,1218.25,No +2108-GLPQB,Male,0,Yes,No,25,Yes,Yes,DSL,No,No,Yes,No,No,No,Month-to-month,No,Credit card (automatic),55.55,1405.3,No +9259-PACGQ,Female,0,Yes,No,34,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Electronic check,62.65,2274.9,Yes +4415-IJZTP,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.5,74.5,Yes +1465-VINDH,Female,0,Yes,Yes,10,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.1,1068.85,Yes +5474-LAMUQ,Male,0,Yes,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.1,533.9,No +3468-DRVQJ,Female,0,Yes,Yes,10,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,One year,No,Electronic check,70.3,676.15,No +1122-YJBCS,Male,0,Yes,No,69,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,Yes,Credit card (automatic),53.65,3804.4,No +4990-ALDGW,Male,0,No,No,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.75,1118.8,No +4816-OKWNX,Male,0,Yes,Yes,50,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),103.4,5236.4,No +3315-IKYZQ,Male,0,Yes,Yes,28,No,No phone service,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Mailed check,50.8,1386.8,No +2810-FTLEM,Female,0,No,No,16,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,50.15,762.25,Yes +4747-LCAQL,Male,0,No,No,25,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,79,1902,No +3411-WLRSQ,Female,1,Yes,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,239.05,No +0898-XCGTF,Male,0,Yes,No,61,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Bank transfer (automatic),96.5,5673.7,No +8006-PYCSW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.1,39.8,No +8249-THVEC,Male,0,Yes,Yes,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.4,997.75,No +8722-PRFDV,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,No,Yes,No,Yes,Yes,Two year,No,Credit card (automatic),77.55,5574.35,No +2164-SOQXL,Female,0,Yes,Yes,20,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.05,406.05,No +4020-KIUDI,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),19.85,138.85,No +5850-BDWCY,Female,0,No,No,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.2,123.65,No +2038-YSEZE,Female,0,No,No,29,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,67.45,1801.1,No +0827-ITJPH,Male,0,No,No,36,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),18.55,689,No +8799-OXZMD,Female,0,No,No,28,No,No phone service,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,29.75,790.7,No +1925-TIBLE,Female,0,Yes,No,7,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,86.5,582.5,Yes +1705-GUHPV,Female,0,No,No,63,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,24.2,1618.2,No +4779-ZGICK,Male,0,Yes,Yes,48,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,23.55,1173.35,No +0048-PIHNL,Female,0,Yes,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),20.45,900.9,No +0818-OCPZO,Male,1,No,No,27,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,81.45,2122.05,Yes +3967-KXAPS,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),92.3,6719.9,No +1447-GIQMR,Male,0,Yes,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.15,69.15,Yes +3704-IEAXF,Female,0,Yes,Yes,72,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Credit card (automatic),53.65,3784,No +6810-VCAEX,Female,0,No,No,47,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Credit card (automatic),39.65,1798.65,No +0674-EYYZV,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,54.65,54.65,No +4480-MBMLB,Female,0,No,No,36,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),104.8,3886.45,No +1395-OFUWC,Male,0,Yes,Yes,43,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),29.3,1224.05,No +0822-QGCXA,Female,1,Yes,No,27,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,83.85,2310.2,No +0872-NXJYS,Female,0,No,No,9,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,79.55,723.4,Yes +2832-KJCRD,Female,0,No,No,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,103.65,3988.5,No +3588-WSTTJ,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.05,3554.6,No +4075-WKNIU,Female,0,Yes,Yes,0,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,73.35, ,No +5090-EMGTC,Female,0,Yes,No,59,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Mailed check,100.05,6034.85,No +2346-CZYIL,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.35,531.6,No +3798-EPWRR,Female,1,No,No,2,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,43.95,85.1,No +6258-NGCNG,Male,0,No,No,7,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,23.5,173,No +4186-ZBUEW,Female,0,No,No,36,Yes,Yes,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,70.7,2511.95,No +5274-XHAKY,Female,0,Yes,Yes,41,Yes,Yes,Fiber optic,Yes,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),94.3,3893.6,No +1442-BQPVU,Female,0,No,No,13,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,29.15,357.15,No +3978-YNKDD,Male,0,No,Yes,19,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),20.85,467.5,No +4940-KHCWD,Female,0,Yes,No,60,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),37.7,2288.7,No +9412-ARGBX,Female,0,No,Yes,48,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,Two year,Yes,Mailed check,95.5,4627.85,Yes +1389-CXMLU,Male,1,No,No,3,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,91.05,289.1,Yes +9589-ABEPT,Male,0,Yes,No,69,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Two year,Yes,Mailed check,92.45,6460.55,No +9388-ZEYVT,Male,0,No,No,43,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,One year,No,Electronic check,44.15,1931.3,No +0305-SQECB,Female,0,No,Yes,11,No,No phone service,DSL,Yes,No,No,Yes,No,No,One year,Yes,Mailed check,36.05,402.6,No +7605-SNLQG,Female,0,Yes,No,45,Yes,No,DSL,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),50.25,2221.55,No +4670-TABXH,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),109.75,7758.9,No +5561-NWEVX,Female,1,Yes,No,2,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,79.2,172.85,Yes +0064-SUDOG,Female,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.3,224.5,No +8561-NMTBD,Female,0,Yes,Yes,67,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Credit card (automatic),112.35,7388.45,No +5161-XEUVX,Male,0,Yes,No,37,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,No,Mailed check,94.3,3460.95,No +8292-FRFZQ,Female,0,No,No,39,No,No phone service,DSL,Yes,Yes,No,Yes,No,No,One year,No,Bank transfer (automatic),41.15,1700.9,No +8591-NXRCV,Female,0,No,No,41,Yes,Yes,DSL,Yes,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),74.65,3090.65,No +7895-VONWT,Female,0,No,No,25,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,48.25,1293.8,No +4526-RMTLL,Male,0,Yes,Yes,8,Yes,Yes,DSL,Yes,Yes,No,Yes,No,Yes,Two year,Yes,Credit card (automatic),76.15,645.8,No +6253-GNHWH,Female,0,Yes,Yes,71,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Mailed check,71.1,5224.95,No +4566-NECEV,Male,0,No,No,5,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Electronic check,96.55,500.1,No +8080-POTJR,Female,0,No,No,30,Yes,Yes,DSL,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),79.3,2427.1,No +6906-MPARY,Male,0,No,No,40,Yes,No,Fiber optic,No,Yes,No,Yes,No,Yes,One year,Yes,Credit card (automatic),89.6,3488.15,No +3662-FXJFO,Female,0,No,No,54,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.5,1035.7,No +8107-RZLNV,Male,0,Yes,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),106.3,7565.35,No +0516-OOHAR,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,No,Bank transfer (automatic),100.35,2799,No +2027-CWDNU,Male,0,Yes,Yes,18,Yes,No,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,85.6,1601.5,No +2737-WFVYW,Female,0,No,No,2,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,45.25,85.5,Yes +9912-OMZDS,Female,0,Yes,Yes,59,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,106.15,6256.2,No +3733-ZEECP,Male,0,Yes,Yes,22,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,51.1,1232.9,No +7878-RTCZG,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.9,19.9,No +2452-MRMZF,Female,1,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),25.7,1937.4,No +2272-QAGFO,Female,1,No,No,14,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.3,1096.25,Yes +7103-IPXPJ,Male,0,Yes,No,50,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,One year,No,Electronic check,99.4,5059.75,No +4342-HFXWS,Female,0,Yes,Yes,48,Yes,No,DSL,Yes,No,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),69.7,3023.65,No +3545-CNWRG,Female,0,Yes,Yes,49,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.35,4889.2,No +1785-BPHTP,Male,0,Yes,Yes,28,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,No,Electronic check,85.45,2289.9,No +4989-LIXVT,Male,1,No,No,68,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,95.9,6503.2,No +7315-WYOAW,Male,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Electronic check,100.75,1313.25,No +1173-XZPYF,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,990.3,No +9850-OWRHQ,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),74.1,228,Yes +3768-NLUBH,Male,1,Yes,No,57,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,100.6,5746.15,Yes +8676-TRMJS,Male,0,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Mailed check,75,209.1,Yes +2509-TFPJU,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.75,1864.2,No +9530-GRMJG,Male,0,Yes,Yes,70,Yes,Yes,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,84.1,5979.7,No +6898-RBTLU,Female,0,Yes,Yes,49,Yes,Yes,DSL,No,Yes,No,Yes,Yes,Yes,Two year,No,Bank transfer (automatic),79.3,3902.45,No +5481-NTDOH,Female,1,Yes,No,67,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),107.05,7142.5,No +2068-WWXQZ,Male,0,No,No,46,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.05,902,No +7359-SSBJK,Female,1,No,No,64,Yes,No,DSL,Yes,Yes,No,Yes,Yes,No,Two year,Yes,Credit card (automatic),70.2,4481,Yes +2061-VVFST,Female,0,Yes,No,37,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),19.5,805.2,No +0685-MLYYM,Female,1,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,70.75,154.85,Yes +0749-IRGQE,Female,1,Yes,No,13,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,45.3,528.45,No +2380-DAMQP,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Electronic check,115.15,8349.7,No +2256-YLYLP,Male,0,Yes,Yes,68,Yes,No,DSL,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),72.95,4953.25,No +1272-ILHFG,Male,0,Yes,Yes,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.65,332.65,No +0164-XAIRP,Female,0,No,No,24,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.55,470.2,No +5666-CYCYZ,Female,0,No,No,24,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,Month-to-month,Yes,Electronic check,89.55,2259.35,No +4011-ARPHK,Male,0,No,No,27,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,50.35,1411.35,No +8182-PNAGI,Male,0,No,No,12,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Bank transfer (automatic),50.25,593.75,Yes +6365-HITVU,Female,0,Yes,Yes,71,Yes,No,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),87.25,6328.7,No +7558-IMLMT,Male,0,Yes,Yes,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.8,1411.9,No +9488-FYQAU,Female,0,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),109.25,6841.4,No +3590-TCXTB,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.35,20.35,No +6994-KERXL,Male,0,No,No,4,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,55.9,238.5,No +7957-RYHQD,Female,1,No,No,40,Yes,No,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),79.2,3233.85,Yes +2180-DXNEG,Female,0,No,No,12,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,96,1062.1,Yes +1960-UOTYM,Male,0,Yes,Yes,52,Yes,No,DSL,Yes,Yes,Yes,No,Yes,Yes,Two year,No,Electronic check,79.2,4016.3,No +2740-JFBOK,Male,0,No,No,10,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,24,226.55,No +6500-JVEGC,Male,0,No,No,68,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,One year,No,Bank transfer (automatic),101.35,7110.75,No +5515-AKOAJ,Female,0,No,No,54,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,100.1,5440.9,Yes +8976-OQHGT,Female,0,Yes,Yes,4,Yes,No,DSL,No,Yes,No,Yes,No,No,Month-to-month,No,Mailed check,56.5,235.1,Yes +5245-VDBUR,Female,0,Yes,No,52,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,35.45,1958.95,No +6230-BSUXY,Female,1,No,No,1,Yes,No,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,85,85,Yes +8469-SNFFH,Male,0,Yes,No,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,One year,No,Bank transfer (automatic),79.4,5528.9,No +2144-ESWKO,Male,0,No,No,43,No,No phone service,DSL,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),35.2,1463.7,No +1241-FPMOF,Male,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.65,1025.05,No +9928-BZVLZ,Female,0,No,No,12,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Mailed check,49.85,552.1,No +4114-QMKVN,Female,0,Yes,Yes,56,Yes,Yes,DSL,Yes,Yes,No,No,No,Yes,One year,No,Bank transfer (automatic),68.75,3815.4,No +2775-SEFEE,Male,0,No,Yes,0,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),61.9, ,No +9003-CPATH,Male,0,No,No,42,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,No,Electronic check,79.9,3313.4,No +1754-GKYPY,Male,1,Yes,No,22,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),89.75,1938.9,No +5294-CDGWY,Male,0,Yes,Yes,51,No,No phone service,DSL,Yes,Yes,Yes,No,Yes,Yes,One year,No,Electronic check,59.3,3014.65,Yes +7956-XQWGU,Male,0,No,No,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),19.4,460.25,No +1591-MQJTP,Male,1,Yes,No,51,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,Yes,One year,Yes,Bank transfer (automatic),93.65,4839.15,No +5295-PCJOO,Male,0,No,Yes,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,49.4,184.4,Yes +2369-FEVNO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.9,19.9,No +9863-JZAIC,Male,0,No,No,35,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55,2010.55,Yes +7471-MQPOS,Male,1,Yes,Yes,71,Yes,Yes,DSL,No,Yes,Yes,Yes,No,Yes,One year,Yes,Bank transfer (automatic),72.9,5139.65,No +7660-HDPJV,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.2,69.2,Yes +5115-SQAAU,Female,0,Yes,Yes,69,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.6,1673.4,No +9845-QOMAD,Male,0,Yes,Yes,14,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,19.75,309.35,No +7672-VFMXZ,Male,0,Yes,No,57,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,No,Electronic check,55.7,3171.6,No +9739-JLPQJ,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),117.5,8670.1,No +9916-AYHTC,Male,0,No,No,48,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.85,916,No +3855-ONCAR,Female,0,Yes,Yes,4,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Mailed check,78.9,299.75,No +1488-SYSFC,Male,0,Yes,Yes,31,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,20.65,702.05,No +7931-PXHFC,Male,0,No,No,38,Yes,No,DSL,No,No,Yes,Yes,No,Yes,One year,Yes,Mailed check,62.3,2354.8,Yes +3990-QYKBE,Male,1,Yes,No,37,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.5,3473.4,Yes +0970-QXPXW,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,19.65,19.65,No +3259-KNMRR,Male,1,No,No,57,Yes,Yes,DSL,No,Yes,Yes,No,Yes,Yes,Two year,Yes,Bank transfer (automatic),79.75,4438.2,No +6120-RJKLU,Female,1,Yes,No,62,Yes,No,DSL,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.95,4819.75,No +9572-WUKSB,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.9,92.25,No +5893-KCLGT,Female,0,No,Yes,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,19.75,1567,No +0076-LVEPS,Male,0,No,Yes,29,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,45,1242.45,No +3640-JQGJG,Male,0,Yes,Yes,13,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),44.8,559.2,No +4919-MOAVT,Male,0,No,Yes,3,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,69.65,220.1,Yes +1596-OQSPS,Female,0,No,No,11,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,51.1,531.15,No +9867-XOBQA,Female,0,No,Yes,21,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Mailed check,53.15,1183.2,No +9546-KDTRB,Female,0,No,No,19,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),24.7,465.85,No +3090-HAWSU,Male,0,No,No,61,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),111.6,6876.05,Yes +9820-RMCQV,Female,0,No,No,11,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,No,Credit card (automatic),48.55,501,Yes +3174-RKMOW,Male,0,Yes,Yes,35,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,109.95,3782.4,No +1760-CAZHT,Male,0,No,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.8,460.2,No +7839-QRKXN,Female,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.2,20.2,Yes +8441-SHIPE,Female,0,No,No,67,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),25.6,1790.35,No +5204-QZXPU,Male,0,No,No,19,No,No phone service,DSL,No,No,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,39.65,733.35,Yes +4597-ELFTS,Male,0,No,No,56,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,24.9,1334,Yes +1320-GVNHT,Male,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Credit card (automatic),108.4,7767.25,No +1047-RNXZV,Male,0,No,No,43,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.55,876.15,No +3541-ZNUHK,Female,0,Yes,Yes,55,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,85.1,4600.95,No +8450-JOVAH,Male,0,Yes,Yes,2,Yes,Yes,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,56.7,113.55,Yes +8725-JEDFD,Male,0,No,No,27,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,69.05,1793.25,No +7562-UXTPG,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.15,886.7,No +8071-SBTRN,Female,0,No,No,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Two year,Yes,Mailed check,111.15,7737.55,No +1113-IUJYX,Female,0,Yes,No,14,Yes,No,Fiber optic,Yes,Yes,No,Yes,Yes,Yes,One year,No,Mailed check,105.95,1348.9,Yes +6668-CNMFP,Female,0,Yes,Yes,19,Yes,Yes,Fiber optic,No,No,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),89.35,1686.85,No +5626-MGTUK,Female,0,No,No,20,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.1,1879.25,No +5681-LLOEI,Male,0,Yes,Yes,43,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),91.25,4013.8,No +8212-DJRCH,Male,0,Yes,Yes,5,Yes,No,Fiber optic,Yes,No,Yes,No,No,Yes,Month-to-month,Yes,Mailed check,90.35,434.5,No +4323-OHFOW,Female,1,Yes,No,70,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),105.55,7195.35,No +4933-BSAIP,Female,0,Yes,No,40,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.1,780.1,No +2030-BTZRO,Male,0,Yes,Yes,6,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20.4,107.6,No +1116-DXXDF,Male,0,No,No,39,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,100.45,3801.7,No +9274-CNFMO,Male,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Electronic check,74.95,308.7,Yes +7758-XKCBS,Male,0,No,No,15,No,No phone service,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Electronic check,29.7,438.25,Yes +8992-JQYUN,Male,0,Yes,No,1,No,No phone service,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,50.35,50.35,Yes +6563-VNPMN,Female,1,No,No,45,Yes,No,Fiber optic,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),85.7,3778.1,No +0617-AQNWT,Female,0,Yes,No,64,No,No phone service,DSL,Yes,No,Yes,Yes,No,Yes,Two year,No,Electronic check,47.85,3147.5,Yes +2267-WTPYD,Female,1,Yes,No,57,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),94,5438.95,No +0270-THENM,Male,0,Yes,Yes,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,Two year,No,Bank transfer (automatic),69.85,5102.35,No +2446-PLQVO,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.3,70.3,Yes +4707-MAXGU,Male,0,Yes,No,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.85,1872.2,No +2710-WYVXG,Female,0,No,No,3,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,Two year,No,Mailed check,71.1,213.35,No +3005-NFMTA,Male,1,No,No,55,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,98.8,5617.75,Yes +6300-BWMJX,Female,0,Yes,No,59,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,No,Electronic check,93.35,5386.5,No +8784-CGILN,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),99.85,1776.95,Yes +5389-FFVKB,Male,1,Yes,No,32,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Credit card (automatic),80.3,2483.05,Yes +7009-LGECI,Female,0,No,No,4,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),50.55,235.65,No +8444-WRIDW,Female,1,No,No,66,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.45,5224.35,Yes +5022-KVDQT,Male,0,No,No,27,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81.3,2272.8,No +7976-CICYS,Male,0,No,No,4,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Credit card (automatic),20.7,83.75,No +1036-GUDCL,Male,0,Yes,Yes,60,Yes,No,DSL,Yes,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),79.05,4663.4,No +2005-DWQZJ,Female,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,19.05,201.7,No +8148-WOCMK,Male,0,Yes,Yes,8,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.6,125,No +7815-PDTHL,Male,0,No,No,35,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,20.2,684.4,No +9451-LPGOO,Male,0,No,No,7,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,86.8,620.35,Yes +9173-IVZVP,Female,0,Yes,Yes,53,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.9,1146.05,No +9129-UXERG,Female,1,No,No,18,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Credit card (automatic),103.6,1806.35,No +3635-JBPSG,Female,0,No,No,15,No,No phone service,DSL,No,Yes,No,No,No,Yes,Two year,Yes,Mailed check,38.8,603,No +7964-ZRKKG,Male,0,Yes,No,67,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),88.4,5798.3,No +5868-YWPDW,Male,1,Yes,No,6,Yes,No,Fiber optic,No,Yes,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.2,519.15,Yes +6229-LSCKB,Male,1,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,79.7,497.6,No +2025-JKFWI,Male,0,No,No,13,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,Yes,Mailed check,99,1301.7,Yes +4078-SAYYN,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.75,1129.75,Yes +1724-IQWNM,Male,0,No,Yes,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.3,19.3,No +8217-QYOHV,Male,0,No,No,5,Yes,No,DSL,Yes,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,55.75,266.95,No +5546-QUERU,Male,0,No,No,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Mailed check,19.95,257,No +9940-HPQPG,Female,0,Yes,No,9,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,No,No,Month-to-month,No,Bank transfer (automatic),91.75,865.8,Yes +6897-UUBNU,Male,0,No,No,29,Yes,No,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,No,Mailed check,89.65,2623.65,No +6127-IYJOZ,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,45.85,45.85,No +6618-RYATB,Female,0,No,No,1,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.55,79.55,Yes +8930-XOTDP,Female,0,Yes,Yes,18,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Mailed check,55.95,1082.8,No +5916-QEWPT,Female,0,Yes,No,2,Yes,No,DSL,No,No,Yes,No,Yes,Yes,Month-to-month,No,Credit card (automatic),69,147.8,No +5060-TQUQN,Male,0,Yes,Yes,30,Yes,Yes,Fiber optic,No,Yes,No,Yes,No,No,Month-to-month,Yes,Bank transfer (automatic),83.55,2570.2,No +0531-XBKMM,Male,0,No,Yes,66,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,No,Bank transfer (automatic),65.7,4378.9,No +8465-SBRXP,Male,0,Yes,Yes,38,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,No,Two year,Yes,Bank transfer (automatic),94.9,3616.25,No +2408-PSJVE,Male,0,Yes,Yes,44,Yes,No,DSL,No,Yes,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,61.9,2924.05,No +9079-YEXQJ,Female,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,No,Electronic check,111.1,6014.85,Yes +9700-ZCLOT,Male,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20,32.7,No +8738-JOKAR,Female,0,No,No,42,Yes,No,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Mailed check,67.7,2882.25,No +4534-WGCIR,Female,0,Yes,Yes,58,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),25.15,1509.9,No +1930-WNXSB,Male,0,Yes,Yes,58,Yes,No,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,92.85,5305.05,No +2685-SREOM,Female,0,Yes,Yes,25,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,89.1,2368.4,Yes +3508-CFVZL,Female,0,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,111.3,7985.9,No +0402-CQAJN,Female,0,No,No,37,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),101.9,3545.35,Yes +6692-UDPJC,Female,0,Yes,Yes,14,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,91.65,1301,Yes +1273-MTETI,Female,1,No,No,4,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,88.85,372.45,Yes +0657-DOGUM,Female,0,Yes,No,48,Yes,Yes,DSL,Yes,No,No,Yes,No,No,One year,Yes,Bank transfer (automatic),60.6,2985.25,No +5480-HPRRX,Female,1,No,No,3,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Electronic check,25.3,77.75,Yes +8792-AOROI,Female,0,Yes,No,8,Yes,No,DSL,Yes,No,No,Yes,No,Yes,Two year,No,Mailed check,65.5,564.35,No +0295-PPHDO,Male,0,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,95.45,Yes +5146-YYFRZ,Male,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.95,1311.75,No +1195-OIYEJ,Male,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,91.1,1135.7,Yes +5906-CVLHP,Female,0,Yes,Yes,45,Yes,No,DSL,No,Yes,No,Yes,No,No,One year,Yes,Credit card (automatic),54.15,2319.8,Yes +3452-SRFEG,Male,0,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.6,3720.35,No +4070-OKWVH,Female,0,Yes,No,52,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,No,Bank transfer (automatic),94.6,5025.8,No +5297-MDOIR,Female,0,Yes,No,63,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,One year,Yes,Credit card (automatic),81.15,5224.5,No +6369-MCAKO,Female,0,Yes,Yes,68,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),89.05,6185.8,No +4926-UMJZD,Female,0,Yes,No,31,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,Yes,Mailed check,49.2,1498.55,No +6848-HJTXY,Female,0,Yes,No,64,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.45,1208.6,No +6341-AEVKX,Female,0,Yes,No,62,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,104.3,6613.65,No +4501-EQDRN,Female,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),69.7,69.7,Yes +2990-HWIML,Female,0,No,No,6,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,89.5,573.3,Yes +0682-USIXD,Female,0,Yes,No,21,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,86.05,1818.9,No +6976-BWGLQ,Female,0,Yes,Yes,72,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),25.2,1787.35,No +7078-NVFAM,Female,0,Yes,Yes,32,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,35.15,1051.05,No +8065-QBYTO,Female,1,No,No,71,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,One year,Yes,Credit card (automatic),99.65,7181.25,No +2133-TSRRM,Female,0,No,Yes,34,Yes,No,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),105.35,3688.6,No +7384-GHBPI,Male,0,Yes,No,3,No,No phone service,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,35.15,99.75,Yes +7603-USHJS,Male,0,No,Yes,12,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),73.75,871.4,Yes +7234-FECYN,Female,1,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,No,Electronic check,101.35,780.5,Yes +2511-ALLCS,Female,0,Yes,Yes,35,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),24.3,821.6,No +3191-CSNMG,Female,0,Yes,Yes,3,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.7,239.45,No +7952-OBOYL,Male,0,No,No,3,Yes,No,Fiber optic,No,No,Yes,Yes,Yes,No,Month-to-month,Yes,Mailed check,89.85,244.45,No +7470-DYNOE,Male,0,No,No,53,Yes,No,DSL,No,No,Yes,No,No,Yes,One year,Yes,Electronic check,61.1,3357.9,No +7853-OETYL,Female,0,Yes,No,4,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,29.05,129.6,No +1545-ACTAS,Female,0,Yes,Yes,48,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),99.7,4977.2,No +5876-HZVZM,Female,0,Yes,Yes,6,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),55.9,365.35,Yes +1400-MMYXY,Male,1,Yes,No,3,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,105.9,334.65,Yes +5126-RCXYW,Male,0,Yes,Yes,54,No,No phone service,DSL,No,No,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),46,2424.05,No +3085-QUOZK,Female,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,43.95,43.95,Yes +2363-BJLSL,Male,0,No,No,62,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),80.4,4981.15,No +1956-YIFGE,Male,0,Yes,Yes,22,Yes,No,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Mailed check,100.05,2090.25,No +3926-CUQZX,Male,0,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),45.1,45.1,Yes +7921-LMDFQ,Male,1,No,No,51,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Bank transfer (automatic),94,4905.75,No +2925-MXLSX,Female,0,No,No,30,Yes,Yes,DSL,No,Yes,Yes,No,Yes,No,One year,Yes,Credit card (automatic),68.95,2038.7,No +5820-PTRYM,Female,1,Yes,No,56,Yes,Yes,DSL,Yes,Yes,Yes,Yes,No,No,One year,Yes,Credit card (automatic),68.45,4014,No +9609-BENEA,Male,0,Yes,No,35,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,One year,Yes,Electronic check,69,2441.7,No +6211-WHMYA,Female,1,No,No,64,No,No phone service,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,43.85,2751,No +4459-BBGHE,Male,0,No,Yes,30,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.5,1307.8,No +9945-PSVIP,Female,0,Yes,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Mailed check,18.7,383.65,No +1041-RXHRA,Female,0,No,No,41,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),70.25,2868.05,Yes +1750-CSKKM,Male,0,No,Yes,9,Yes,No,DSL,No,No,No,No,Yes,No,Month-to-month,No,Electronic check,55.35,449.75,Yes +9108-EJFJP,Female,0,Yes,No,1,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,53.55,53.55,No +0530-IJVDB,Male,0,No,Yes,70,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Electronic check,114.6,7882.5,No +0508-SQWPL,Female,0,Yes,Yes,57,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),20.1,1087.7,No +2215-ZAFGX,Male,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,85.5,791.7,No +8213-TAZPM,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Bank transfer (automatic),108.75,7493.05,No +7142-HVGBG,Male,1,Yes,No,43,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103,4414.3,Yes +1304-SEGFY,Female,0,Yes,No,72,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Two year,Yes,Electronic check,97.85,6841.3,No +7242-EDTYC,Male,0,No,Yes,44,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),19.55,819.95,No +2904-GGUAZ,Female,0,Yes,No,72,Yes,Yes,Fiber optic,Yes,Yes,No,No,No,No,Two year,Yes,Bank transfer (automatic),84.05,6052.25,No +8267-ZNYVZ,Female,0,Yes,No,33,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,103.75,3361.05,Yes +5136-GFPMB,Male,0,No,No,54,Yes,Yes,Fiber optic,No,No,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),89.4,4869.5,No +2595-KIWPV,Male,0,No,Yes,27,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),19.7,509.3,No +5243-SAOTC,Male,0,No,No,54,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),79.85,4308.25,No +9398-MMQTO,Male,0,No,No,3,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,No,Credit card (automatic),74.45,221.1,No +7619-PLRLP,Female,0,Yes,No,53,Yes,Yes,DSL,Yes,Yes,Yes,No,No,Yes,One year,No,Bank transfer (automatic),74.1,3833.95,No +6457-GIRWB,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.35,69.35,Yes +6508-NJYRO,Male,0,Yes,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,18.8,294.95,No +1450-SKCVI,Female,0,No,No,56,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,73.85,4092.85,Yes +4710-NKCAW,Male,0,Yes,Yes,5,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),64.4,316.9,No +5306-BVTKJ,Male,0,Yes,Yes,48,Yes,No,DSL,No,Yes,Yes,No,No,No,One year,Yes,Credit card (automatic),55.8,2651.2,No +0357-NVCRI,Female,0,No,Yes,25,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Credit card (automatic),20.05,471.7,No +5570-PTWEH,Female,0,Yes,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.15,216.75,Yes +2371-KFUOG,Male,0,No,No,58,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),99.15,5720.95,No +0463-ZSDNT,Male,0,No,No,10,Yes,No,DSL,No,No,No,No,No,Yes,Month-to-month,Yes,Bank transfer (automatic),56.75,503.25,No +6502-MJQAE,Male,0,No,No,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.6,69.6,Yes +6257-DTAYD,Male,0,Yes,No,71,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),104.15,7365.3,No +4616-ULAOA,Female,0,Yes,Yes,65,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),110.8,7245.9,No +7693-LCKZL,Male,0,Yes,Yes,5,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,80.15,385,Yes +7746-AWNQW,Female,0,No,No,28,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,Yes,Mailed check,35.75,961.4,No +5996-EBTKM,Female,0,Yes,Yes,67,Yes,Yes,DSL,No,No,Yes,Yes,No,Yes,Two year,Yes,Bank transfer (automatic),69.9,4615.9,No +2758-RNWXS,Male,0,No,No,35,Yes,No,Fiber optic,Yes,No,No,Yes,No,Yes,One year,Yes,Electronic check,89.2,3251.3,No +2314-TNDJQ,Female,0,Yes,Yes,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,No,Credit card (automatic),55.65,3880.05,No +2405-LBMUW,Female,0,Yes,Yes,61,No,No phone service,DSL,Yes,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),50.7,3088.75,No +3454-JFUBC,Male,1,No,No,68,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),20,1396,No +0032-PGELS,Female,0,Yes,Yes,1,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),30.5,30.5,Yes +9039-ZVJDC,Male,0,No,No,3,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.1,53.05,No +6797-LNAQX,Male,0,Yes,Yes,70,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Two year,No,Bank transfer (automatic),98.3,6859.5,Yes +9013-AQORL,Female,0,No,Yes,48,No,No phone service,DSL,No,Yes,Yes,No,No,Yes,Month-to-month,No,Credit card (automatic),45.55,2108.35,No +2898-MRKPI,Male,0,Yes,Yes,68,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,Yes,Credit card (automatic),101.05,6770.5,No +2750-BJLSB,Female,0,No,No,47,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,103.7,4730.6,No +3648-GZPHF,Male,0,Yes,Yes,32,No,No phone service,DSL,No,No,Yes,Yes,No,No,One year,Yes,Mailed check,36.25,1151.05,No +2075-RMJIK,Female,0,Yes,Yes,5,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.4,232.55,No +9588-YRFHY,Male,0,No,No,49,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Credit card (automatic),19.9,1022.6,No +6394-MFYNG,Female,0,No,No,48,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),107.4,5121.3,Yes +1564-NTYXF,Female,1,No,No,13,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,82,1127.2,Yes +9364-YKUVW,Male,0,No,No,15,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,19.8,309.4,No +5392-AKEMH,Female,0,No,No,12,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,45.05,523.1,No +2451-YMUXS,Male,1,No,No,67,Yes,Yes,DSL,Yes,Yes,No,Yes,No,No,Two year,Yes,Bank transfer (automatic),64.55,4250.1,No +3914-FDRHP,Male,0,No,No,9,Yes,No,Fiber optic,No,No,No,Yes,Yes,No,Month-to-month,No,Electronic check,86.25,770.5,No +3078-ZKNTS,Female,0,Yes,Yes,13,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),19.75,246.7,No +1024-KPRBB,Female,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,Yes,Yes,One year,Yes,Mailed check,89.1,3342,No +4690-PKDQG,Female,1,Yes,No,42,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Electronic check,95.55,3930.6,No +8155-IBNHG,Female,0,Yes,No,24,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.4,1747.85,Yes +0886-QGENL,Female,1,Yes,No,27,Yes,No,Fiber optic,Yes,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,101.25,2754.45,Yes +9547-ITEFG,Male,0,Yes,Yes,9,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),102.6,897.75,No +1264-FUHCX,Female,0,Yes,No,49,No,No phone service,DSL,No,Yes,No,Yes,Yes,Yes,One year,Yes,Credit card (automatic),56.3,2780.6,No +7789-CRUVC,Female,1,Yes,No,61,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Month-to-month,Yes,Credit card (automatic),94.2,5895.45,No +6598-KELSS,Male,0,No,Yes,50,No,No phone service,DSL,Yes,Yes,No,No,Yes,No,One year,Yes,Bank transfer (automatic),43.05,2208.05,No +8739-WWKDU,Male,1,No,No,25,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.5,2196.15,Yes +8685-WHQPW,Female,1,No,No,22,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),74.4,1692.6,Yes +4745-LSPLO,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.5,20.5,Yes +8083-YTZES,Male,0,No,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.35,265.35,Yes +7240-FQLHE,Female,1,Yes,No,18,Yes,Yes,Fiber optic,No,No,No,Yes,Yes,Yes,Month-to-month,No,Bank transfer (automatic),99.75,1836.25,Yes +6664-FPDAC,Female,1,No,No,56,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,111.95,6418.9,Yes +9972-VAFJJ,Female,1,Yes,No,53,Yes,No,Fiber optic,No,Yes,Yes,Yes,Yes,No,One year,Yes,Electronic check,94,4871.45,No +0422-UXFAP,Female,0,Yes,No,51,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,Yes,Electronic check,98.85,4947.55,No +1904-WAJAA,Female,0,Yes,Yes,24,Yes,Yes,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Electronic check,64.35,1558.65,No +5130-YPIRV,Female,0,Yes,No,62,Yes,No,DSL,Yes,Yes,Yes,No,Yes,No,Two year,Yes,Credit card (automatic),72,4284.2,No +2843-CQMEG,Male,0,No,No,24,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.7,1218.25,No +6439-PKTRR,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,No,Electronic check,80.7,5617.95,No +5351-QESIO,Male,0,No,Yes,1,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Mailed check,24.2,24.2,No +0786-VSSUD,Male,1,No,No,16,No,No phone service,DSL,No,Yes,No,No,Yes,No,Month-to-month,Yes,Mailed check,39,679.85,Yes +5568-DMXZS,Female,0,No,No,8,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,65.45,554.45,No +8468-FZTOE,Female,0,Yes,Yes,72,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,Two year,Yes,Electronic check,74.35,5237.4,No +6633-SYEUS,Female,0,No,No,23,Yes,No,Fiber optic,No,Yes,Yes,Yes,No,No,Month-to-month,No,Bank transfer (automatic),83.2,2032.3,No +6447-GORXK,Male,0,No,Yes,31,No,No phone service,DSL,No,No,No,No,No,No,Month-to-month,No,Credit card (automatic),25,789.2,No +6967-PEJLL,Male,0,Yes,Yes,37,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,Yes,Electronic check,40.2,1525.35,No +3976-BWUCK,Female,0,Yes,No,30,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),94.1,2804.45,Yes +5981-ZVXOT,Female,1,No,No,35,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,108.35,3726.15,No +1684-FLBGS,Female,0,Yes,Yes,23,Yes,Yes,DSL,No,Yes,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),69.5,1652.1,No +1389-WNUIB,Female,0,Yes,Yes,20,Yes,Yes,DSL,Yes,No,No,No,Yes,Yes,One year,No,Bank transfer (automatic),76,1588.75,No +0376-OIWME,Male,0,Yes,No,36,Yes,No,Fiber optic,Yes,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,93.6,3366.05,No +3585-ISXZP,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Bank transfer (automatic),95.65,778.1,Yes +0218-QNVAS,Male,0,Yes,Yes,71,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,One year,No,Bank transfer (automatic),100.55,7113.75,No +6583-QGCSI,Female,1,Yes,No,50,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,88.05,4367.35,Yes +0804-YGEQV,Female,0,Yes,Yes,43,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Bank transfer (automatic),24.45,993.15,No +7164-BPTUT,Male,0,No,Yes,57,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,89.55,5012.35,No +4174-LPGTI,Female,0,Yes,Yes,41,Yes,No,DSL,No,Yes,No,Yes,No,Yes,One year,Yes,Bank transfer (automatic),66.5,2728.6,Yes +2523-EWWZL,Female,0,Yes,No,27,Yes,No,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,76.1,2093.4,No +0928-XUTSN,Female,0,No,No,13,Yes,No,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,80.5,1011.8,No +2108-XWMPY,Male,0,No,No,3,No,No phone service,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,35.45,106.85,Yes +0052-YNYOT,Female,0,No,No,67,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Electronic check,20.55,1343.4,No +6304-IJFSQ,Male,0,No,No,3,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,49.9,130.1,Yes +9586-JGQKH,Female,0,Yes,No,64,Yes,Yes,Fiber optic,No,Yes,No,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.4,6794.75,No +4501-VCPFK,Male,0,No,No,26,No,No phone service,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Electronic check,35.75,1022.5,No +6075-SLNIL,Male,0,No,No,38,Yes,Yes,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Credit card (automatic),95.1,3691.2,No +9347-AERRL,Male,0,Yes,No,23,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Credit card (automatic),19.3,486.2,No +0093-XWZFY,Male,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),104.5,4036.85,Yes +2274-XUATA,Male,1,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),63.1,4685.55,No +1980-KXVPM,Female,1,No,No,3,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),75.05,256.25,Yes +7703-ZEKEF,Male,0,No,No,23,Yes,Yes,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Electronic check,81,1917.1,Yes +0723-DRCLG,Female,1,Yes,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,74.45,74.45,Yes +5482-NUPNA,Female,0,No,No,4,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,Yes,Mailed check,60.4,272.15,Yes +6691-CCIHA,Female,0,Yes,No,62,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,Yes,Two year,Yes,Electronic check,84.95,5150.55,No +1685-BQULA,Female,0,No,No,40,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),93.4,3756.4,No +9053-EJUNL,Male,0,No,No,41,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,89.2,3645.75,No +0666-UXTJO,Male,1,Yes,No,34,Yes,No,Fiber optic,No,No,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),85.2,2874.45,No +1471-GIQKQ,Female,0,No,No,1,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,49.95,49.95,No +4807-IZYOZ,Female,0,No,No,51,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.65,1020.75,No +1122-JWTJW,Male,0,Yes,Yes,1,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,70.65,70.65,Yes +9710-NJERN,Female,0,No,No,39,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Mailed check,20.15,826,No +9837-FWLCH,Male,0,Yes,Yes,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Electronic check,19.2,239,No +1699-HPSBG,Male,0,No,No,12,Yes,No,DSL,No,No,No,Yes,Yes,No,One year,Yes,Electronic check,59.8,727.8,Yes +7203-OYKCT,Male,0,No,No,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Electronic check,104.95,7544.3,No +1035-IPQPU,Female,1,Yes,No,63,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,103.5,6479.4,No +7398-LXGYX,Male,0,Yes,No,44,Yes,Yes,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),84.8,3626.35,No +2823-LKABH,Female,0,No,No,18,Yes,Yes,Fiber optic,No,No,Yes,Yes,No,Yes,Month-to-month,Yes,Bank transfer (automatic),95.05,1679.4,No +8775-CEBBJ,Female,0,No,No,9,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),44.2,403.35,Yes +0550-DCXLH,Male,0,No,No,13,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,No,Mailed check,73.35,931.55,No +9281-CEDRU,Female,0,Yes,No,68,Yes,No,DSL,No,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),64.1,4326.25,No +2235-DWLJU,Female,1,No,No,6,No,No phone service,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,44.4,263.05,No +0871-OPBXW,Female,0,No,No,2,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,Yes,Mailed check,20.05,39.25,No +3605-JISKB,Male,1,Yes,No,55,Yes,Yes,DSL,Yes,Yes,No,No,No,No,One year,No,Credit card (automatic),60,3316.1,No +6894-LFHLY,Male,1,No,No,1,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,75.75,75.75,Yes +9767-FFLEM,Male,0,No,No,38,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Credit card (automatic),69.5,2625.25,No +0639-TSIQW,Female,0,No,No,67,Yes,Yes,Fiber optic,Yes,Yes,Yes,No,Yes,No,Month-to-month,Yes,Credit card (automatic),102.95,6886.25,Yes +8456-QDAVC,Male,0,No,No,19,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),78.7,1495.1,No +7750-EYXWZ,Female,0,No,No,12,No,No phone service,DSL,No,Yes,Yes,Yes,Yes,Yes,One year,No,Electronic check,60.65,743.3,No +2569-WGERO,Female,0,No,No,72,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,Yes,Bank transfer (automatic),21.15,1419.4,No +6840-RESVB,Male,0,Yes,Yes,24,Yes,Yes,DSL,Yes,No,Yes,Yes,Yes,Yes,One year,Yes,Mailed check,84.8,1990.5,No +2234-XADUH,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,One year,Yes,Credit card (automatic),103.2,7362.9,No +4801-JZAZL,Female,0,Yes,Yes,11,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Electronic check,29.6,346.45,No +8361-LTMKD,Male,1,Yes,No,4,Yes,Yes,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Mailed check,74.4,306.6,Yes +3186-AJIEK,Male,0,No,No,66,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),105.65,6844.5,No diff --git a/customer churn analaysis/churning.ipynb b/customer churn analaysis/churning.ipynb new file mode 100644 index 00000000..6ea21a29 --- /dev/null +++ b/customer churn analaysis/churning.ipynb @@ -0,0 +1,2220 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 18, + "id": "056d02ee-1cd8-463d-89f8-66ad5b5cc6c8", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f9cd86e5-5536-409a-a372-994b237644c6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " customerID gender SeniorCitizen Partner Dependents tenure PhoneService \\\n", + "0 7590-VHVEG Female 0 Yes No 1 No \n", + "1 5575-GNVDE Male 0 No No 34 Yes \n", + "2 3668-QPYBK Male 0 No No 2 Yes \n", + "3 7795-CFOCW Male 0 No No 45 No \n", + "4 9237-HQITU Female 0 No No 2 Yes \n", + "\n", + " MultipleLines InternetService OnlineSecurity ... DeviceProtection \\\n", + "0 No phone service DSL No ... No \n", + "1 No DSL Yes ... Yes \n", + "2 No DSL Yes ... No \n", + "3 No phone service DSL Yes ... Yes \n", + "4 No Fiber optic No ... No \n", + "\n", + " TechSupport StreamingTV StreamingMovies Contract PaperlessBilling \\\n", + "0 No No No Month-to-month Yes \n", + "1 No No No One year No \n", + "2 No No No Month-to-month Yes \n", + "3 Yes No No One year No \n", + "4 No No No Month-to-month Yes \n", + "\n", + " PaymentMethod MonthlyCharges TotalCharges Churn \n", + "0 Electronic check 29.85 29.85 No \n", + "1 Mailed check 56.95 1889.5 No \n", + "2 Mailed check 53.85 108.15 Yes \n", + "3 Bank transfer (automatic) 42.30 1840.75 No \n", + "4 Electronic check 70.70 151.65 Yes \n", + "\n", + "[5 rows x 21 columns]\n", + "\n", + "Missing values per column:\n", + "customerID 0\n", + "gender 0\n", + "SeniorCitizen 0\n", + "Partner 0\n", + "Dependents 0\n", + "tenure 0\n", + "PhoneService 0\n", + "MultipleLines 0\n", + "InternetService 0\n", + "OnlineSecurity 0\n", + "OnlineBackup 0\n", + "DeviceProtection 0\n", + "TechSupport 0\n", + "StreamingTV 0\n", + "StreamingMovies 0\n", + "Contract 0\n", + "PaperlessBilling 0\n", + "PaymentMethod 0\n", + "MonthlyCharges 0\n", + "TotalCharges 0\n", + "Churn 0\n", + "dtype: int64\n", + "\n", + "Data types:\n", + "\n", + "RangeIndex: 7043 entries, 0 to 7042\n", + "Data columns (total 21 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 customerID 7043 non-null object \n", + " 1 gender 7043 non-null object \n", + " 2 SeniorCitizen 7043 non-null int64 \n", + " 3 Partner 7043 non-null object \n", + " 4 Dependents 7043 non-null object \n", + " 5 tenure 7043 non-null int64 \n", + " 6 PhoneService 7043 non-null object \n", + " 7 MultipleLines 7043 non-null object \n", + " 8 InternetService 7043 non-null object \n", + " 9 OnlineSecurity 7043 non-null object \n", + " 10 OnlineBackup 7043 non-null object \n", + " 11 DeviceProtection 7043 non-null object \n", + " 12 TechSupport 7043 non-null object \n", + " 13 StreamingTV 7043 non-null object \n", + " 14 StreamingMovies 7043 non-null object \n", + " 15 Contract 7043 non-null object \n", + " 16 PaperlessBilling 7043 non-null object \n", + " 17 PaymentMethod 7043 non-null object \n", + " 18 MonthlyCharges 7043 non-null float64\n", + " 19 TotalCharges 7043 non-null object \n", + " 20 Churn 7043 non-null object \n", + "dtypes: float64(1), int64(2), object(18)\n", + "memory usage: 1.1+ MB\n", + "None\n" + ] + } + ], + "source": [ + "file_path = 'WA_Fn-UseC_-Telco-Customer-Churn.csv' # Or the full path if not in the same directory\n", + "df = pd.read_csv(file_path)\n", + "\n", + "print(df.head())\n", + "print(\"\\nMissing values per column:\")\n", + "print(df.isnull().sum())\n", + "print(\"\\nData types:\")\n", + "print(df.info())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0ec2a9ac-63d3-4371-96e7-9eb607e030d8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/home/390ec35d-d22f-4b47-b45d-f3a468e672a7\n" + ] + } + ], + "source": [ + "import os\n", + "print(os.getcwd())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a2a84f14-5265-4313-bd1e-dab63afb13aa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Missing values per column:\n", + "customerID 0\n", + "gender 0\n", + "SeniorCitizen 0\n", + "Partner 0\n", + "Dependents 0\n", + "tenure 0\n", + "PhoneService 0\n", + "MultipleLines 0\n", + "InternetService 0\n", + "OnlineSecurity 0\n", + "OnlineBackup 0\n", + "DeviceProtection 0\n", + "TechSupport 0\n", + "StreamingTV 0\n", + "StreamingMovies 0\n", + "Contract 0\n", + "PaperlessBilling 0\n", + "PaymentMethod 0\n", + "MonthlyCharges 0\n", + "TotalCharges 0\n", + "Churn 0\n", + "dtype: int64\n", + "\n", + "Data types and non-null counts:\n", + "\n", + "RangeIndex: 7043 entries, 0 to 7042\n", + "Data columns (total 21 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 customerID 7043 non-null object \n", + " 1 gender 7043 non-null object \n", + " 2 SeniorCitizen 7043 non-null int64 \n", + " 3 Partner 7043 non-null object \n", + " 4 Dependents 7043 non-null object \n", + " 5 tenure 7043 non-null int64 \n", + " 6 PhoneService 7043 non-null object \n", + " 7 MultipleLines 7043 non-null object \n", + " 8 InternetService 7043 non-null object \n", + " 9 OnlineSecurity 7043 non-null object \n", + " 10 OnlineBackup 7043 non-null object \n", + " 11 DeviceProtection 7043 non-null object \n", + " 12 TechSupport 7043 non-null object \n", + " 13 StreamingTV 7043 non-null object \n", + " 14 StreamingMovies 7043 non-null object \n", + " 15 Contract 7043 non-null object \n", + " 16 PaperlessBilling 7043 non-null object \n", + " 17 PaymentMethod 7043 non-null object \n", + " 18 MonthlyCharges 7043 non-null float64\n", + " 19 TotalCharges 7043 non-null object \n", + " 20 Churn 7043 non-null object \n", + "dtypes: float64(1), int64(2), object(18)\n", + "memory usage: 1.1+ MB\n", + "\n", + "Descriptive statistics:\n", + " SeniorCitizen tenure MonthlyCharges\n", + "count 7043.000000 7043.000000 7043.000000\n", + "mean 0.162147 32.371149 64.761692\n", + "std 0.368612 24.559481 30.090047\n", + "min 0.000000 0.000000 18.250000\n", + "25% 0.000000 9.000000 35.500000\n", + "50% 0.000000 29.000000 70.350000\n", + "75% 0.000000 55.000000 89.850000\n", + "max 1.000000 72.000000 118.750000\n" + ] + } + ], + "source": [ + "# Check for missing values\n", + "print(\"Missing values per column:\")\n", + "print(df.isnull().sum())\n", + "\n", + "# Examine data types and non-null values\n", + "print(\"\\nData types and non-null counts:\")\n", + "df.info()\n", + "\n", + "# Get descriptive statistics for numerical columns\n", + "print(\"\\nDescriptive statistics:\")\n", + "print(df.describe())" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "aac3ab2d-c052-412c-a969-b60fd6eac740", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 7043 entries, 0 to 7042\n", + "Data columns (total 21 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 customerID 7043 non-null object \n", + " 1 gender 7043 non-null object \n", + " 2 SeniorCitizen 7043 non-null int64 \n", + " 3 Partner 7043 non-null object \n", + " 4 Dependents 7043 non-null object \n", + " 5 tenure 7043 non-null int64 \n", + " 6 PhoneService 7043 non-null object \n", + " 7 MultipleLines 7043 non-null object \n", + " 8 InternetService 7043 non-null object \n", + " 9 OnlineSecurity 7043 non-null object \n", + " 10 OnlineBackup 7043 non-null object \n", + " 11 DeviceProtection 7043 non-null object \n", + " 12 TechSupport 7043 non-null object \n", + " 13 StreamingTV 7043 non-null object \n", + " 14 StreamingMovies 7043 non-null object \n", + " 15 Contract 7043 non-null object \n", + " 16 PaperlessBilling 7043 non-null object \n", + " 17 PaymentMethod 7043 non-null object \n", + " 18 MonthlyCharges 7043 non-null float64\n", + " 19 TotalCharges 7043 non-null object \n", + " 20 Churn 7043 non-null object \n", + "dtypes: float64(1), int64(2), object(18)\n", + "memory usage: 1.1+ MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3d310ce9-58d3-4263-a82f-2244a3069e6c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SeniorCitizentenureMonthlyCharges
count7043.0000007043.0000007043.000000
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" + ], + "text/plain": [ + " SeniorCitizen tenure MonthlyCharges\n", + "count 7043.000000 7043.000000 7043.000000\n", + "mean 0.162147 32.371149 64.761692\n", + "std 0.368612 24.559481 30.090047\n", + "min 0.000000 0.000000 18.250000\n", + "25% 0.000000 9.000000 35.500000\n", + "50% 0.000000 29.000000 70.350000\n", + "75% 0.000000 55.000000 89.850000\n", + "max 1.000000 72.000000 118.750000" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e2cc5844-56e7-4d60-8a41-f968a83a2d3c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "customerID 0\n", + "gender 0\n", + "SeniorCitizen 0\n", + "Partner 0\n", + "Dependents 0\n", + "tenure 0\n", + "PhoneService 0\n", + "MultipleLines 0\n", + "InternetService 0\n", + "OnlineSecurity 0\n", + "OnlineBackup 0\n", + "DeviceProtection 0\n", + "TechSupport 0\n", + "StreamingTV 0\n", + "StreamingMovies 0\n", + "Contract 0\n", + "PaperlessBilling 0\n", + "PaymentMethod 0\n", + "MonthlyCharges 0\n", + "TotalCharges 0\n", + "Churn 0\n", + "dtype: int64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "6cf7b69a-d1ae-470c-a2ea-efc5e32a9691", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 7043 entries, 0 to 7042\n", + "Data columns (total 21 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 customerID 7043 non-null object \n", + " 1 gender 7043 non-null object \n", + " 2 SeniorCitizen 7043 non-null int64 \n", + " 3 Partner 7043 non-null object \n", + " 4 Dependents 7043 non-null object \n", + " 5 tenure 7043 non-null int64 \n", + " 6 PhoneService 7043 non-null object \n", + " 7 MultipleLines 7043 non-null object \n", + " 8 InternetService 7043 non-null object \n", + " 9 OnlineSecurity 7043 non-null object \n", + " 10 OnlineBackup 7043 non-null object \n", + " 11 DeviceProtection 7043 non-null object \n", + " 12 TechSupport 7043 non-null object \n", + " 13 StreamingTV 7043 non-null object \n", + " 14 StreamingMovies 7043 non-null object \n", + " 15 Contract 7043 non-null object \n", + " 16 PaperlessBilling 7043 non-null object \n", + " 17 PaymentMethod 7043 non-null object \n", + " 18 MonthlyCharges 7043 non-null float64\n", + " 19 TotalCharges 7043 non-null object \n", + " 20 Churn 7043 non-null object \n", + "dtypes: float64(1), int64(2), object(18)\n", + "memory usage: 1.1+ MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "4515e724-f5bf-4e73-80c4-5bfca183e042", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Data types after converting TotalCharges:\n", + "\n", + "RangeIndex: 7043 entries, 0 to 7042\n", + "Data columns (total 31 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 gender 0 non-null float64\n", + " 1 SeniorCitizen 7043 non-null int64 \n", + " 2 Partner 0 non-null float64\n", + " 3 Dependents 0 non-null float64\n", + " 4 tenure 7043 non-null int64 \n", + " 5 PhoneService 0 non-null float64\n", + " 6 PaperlessBilling 0 non-null float64\n", + " 7 MonthlyCharges 7043 non-null float64\n", + " 8 TotalCharges 7043 non-null float64\n", + " 9 Churn 0 non-null float64\n", + " 10 MultipleLines_No phone service 7043 non-null bool \n", + " 11 MultipleLines_Yes 7043 non-null bool \n", + " 12 InternetService_Fiber optic 7043 non-null bool \n", + " 13 InternetService_No 7043 non-null bool \n", + " 14 OnlineSecurity_No internet service 7043 non-null bool \n", + " 15 OnlineSecurity_Yes 7043 non-null bool \n", + " 16 OnlineBackup_No internet service 7043 non-null bool \n", + " 17 OnlineBackup_Yes 7043 non-null bool \n", + " 18 DeviceProtection_No internet service 7043 non-null bool \n", + " 19 DeviceProtection_Yes 7043 non-null bool \n", + " 20 TechSupport_No internet service 7043 non-null bool \n", + " 21 TechSupport_Yes 7043 non-null bool \n", + " 22 StreamingTV_No internet service 7043 non-null bool \n", + " 23 StreamingTV_Yes 7043 non-null bool \n", + " 24 StreamingMovies_No internet service 7043 non-null bool \n", + " 25 StreamingMovies_Yes 7043 non-null bool \n", + " 26 Contract_One year 7043 non-null bool \n", + " 27 Contract_Two year 7043 non-null bool \n", + " 28 PaymentMethod_Credit card (automatic) 7043 non-null bool \n", + " 29 PaymentMethod_Electronic check 7043 non-null bool \n", + " 30 PaymentMethod_Mailed check 7043 non-null bool \n", + "dtypes: bool(21), float64(8), int64(2)\n", + "memory usage: 694.8 KB\n" + ] + } + ], + "source": [ + "# Convert 'TotalCharges' to numeric, coercing errors to NaN\n", + "# This means any value that cannot be converted to a number will become NaN (Not a Number)\n", + "df['TotalCharges'] = pd.to_numeric(df['TotalCharges'], errors='coerce')\n", + "\n", + "# After converting, check if any NaNs were introduced (from empty strings that couldn't be converted)\n", + "# If a new customer has 'TotalCharges' as a blank string, it becomes NaN, and their tenure is usually 0.\n", + "# Let's fill these NaNs with 0, as new customers would have 0 total charges.\n", + "df['TotalCharges'].fillna(0, inplace=True)\n", + "\n", + "# Now, let's verify the data type again for TotalCharges\n", + "print(\"\\nData types after converting TotalCharges:\")\n", + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "44b5bee6-9c2b-4bed-9f63-1a00e53fa001", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['customerID', 'gender', 'Partner', 'Dependents', 'PhoneService',\n", + " 'MultipleLines', 'InternetService', 'OnlineSecurity', 'OnlineBackup',\n", + " 'DeviceProtection', 'TechSupport', 'StreamingTV', 'StreamingMovies',\n", + " 'Contract', 'PaperlessBilling', 'PaymentMethod', 'Churn'],\n", + " dtype='object')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.select_dtypes(include='object').columns" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "90746a1d-3c08-4762-b24d-66bf145b7027", + "metadata": {}, + "outputs": [], + "source": [ + "# For gender\n", + "df['gender'] = df['gender'].map({'Male': 1, 'Female': 0})\n", + "\n", + "binary_cols = ['Partner', 'Dependents', 'PhoneService', 'PaperlessBilling', 'Churn']\n", + "for col in binary_cols:\n", + " df[col] = df[col].map({'Yes': 1, 'No': 0})" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "fe82368c-96b9-4db5-aa7c-415a44e48638", + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "get_dummies() missing 1 required positional argument: 'data'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[13], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m pd\u001b[38;5;241m.\u001b[39mget_dummies()\n", + "\u001b[0;31mTypeError\u001b[0m: get_dummies() missing 1 required positional argument: 'data'" + ] + } + ], + "source": [ + "pd.get_dummies()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "e03cb7a1-9de3-4f93-98c4-d0a50bc60db9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "DataFrame info after One-Hot Encoding:\n", + "\n", + "RangeIndex: 7043 entries, 0 to 7042\n", + "Data columns (total 31 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 gender 0 non-null float64\n", + " 1 SeniorCitizen 7043 non-null int64 \n", + " 2 Partner 0 non-null float64\n", + " 3 Dependents 0 non-null float64\n", + " 4 tenure 7043 non-null int64 \n", + " 5 PhoneService 0 non-null float64\n", + " 6 PaperlessBilling 0 non-null float64\n", + " 7 MonthlyCharges 7043 non-null float64\n", + " 8 TotalCharges 7043 non-null float64\n", + " 9 Churn 0 non-null float64\n", + " 10 MultipleLines_No phone service 7043 non-null bool \n", + " 11 MultipleLines_Yes 7043 non-null bool \n", + " 12 InternetService_Fiber optic 7043 non-null bool \n", + " 13 InternetService_No 7043 non-null bool \n", + " 14 OnlineSecurity_No internet service 7043 non-null bool \n", + " 15 OnlineSecurity_Yes 7043 non-null bool \n", + " 16 OnlineBackup_No internet service 7043 non-null bool \n", + " 17 OnlineBackup_Yes 7043 non-null bool \n", + " 18 DeviceProtection_No internet service 7043 non-null bool \n", + " 19 DeviceProtection_Yes 7043 non-null bool \n", + " 20 TechSupport_No internet service 7043 non-null bool \n", + " 21 TechSupport_Yes 7043 non-null bool \n", + " 22 StreamingTV_No internet service 7043 non-null bool \n", + " 23 StreamingTV_Yes 7043 non-null bool \n", + " 24 StreamingMovies_No internet service 7043 non-null bool \n", + " 25 StreamingMovies_Yes 7043 non-null bool \n", + " 26 Contract_One year 7043 non-null bool \n", + " 27 Contract_Two year 7043 non-null bool \n", + " 28 PaymentMethod_Credit card (automatic) 7043 non-null bool \n", + " 29 PaymentMethod_Electronic check 7043 non-null bool \n", + " 30 PaymentMethod_Mailed check 7043 non-null bool \n", + "dtypes: bool(21), float64(8), int64(2)\n", + "memory usage: 694.8 KB\n" + ] + } + ], + "source": [ + "# First, let's make sure customerID is dropped if you don't need it for analysis\n", + "# It's an identifier and doesn't directly contribute to churn prediction\n", + "df = df.drop('customerID', axis=1)\n", + "\n", + "# List of columns that need One-Hot Encoding\n", + "# Exclude 'customerID' as it's dropped, and columns already handled (gender, Partner, Dependents, PhoneService, PaperlessBilling, Churn)\n", + "categorical_cols_for_ohe = [\n", + " 'MultipleLines',\n", + " 'InternetService',\n", + " 'OnlineSecurity',\n", + " 'OnlineBackup',\n", + " 'DeviceProtection',\n", + " 'TechSupport',\n", + " 'StreamingTV',\n", + " 'StreamingMovies',\n", + " 'Contract',\n", + " 'PaymentMethod'\n", + "]\n", + "\n", + "# Apply One-Hot Encoding\n", + "# drop_first=True avoids multicollinearity by dropping one category from each new set of columns\n", + "df = pd.get_dummies(df, columns=categorical_cols_for_ohe, drop_first=True)\n", + "\n", + "# Now, let's check the DataFrame's info again to see the new columns and data types\n", + "print(\"\\nDataFrame info after One-Hot Encoding:\")\n", + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "cfc7a2a4-c6a5-4af1-8eb7-d722e804e436", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 7043 entries, 0 to 7042\n", + "Data columns (total 31 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 gender 0 non-null float64\n", + " 1 SeniorCitizen 7043 non-null int64 \n", + " 2 Partner 0 non-null float64\n", + " 3 Dependents 0 non-null float64\n", + " 4 tenure 7043 non-null int64 \n", + " 5 PhoneService 0 non-null float64\n", + " 6 PaperlessBilling 0 non-null float64\n", + " 7 MonthlyCharges 7043 non-null float64\n", + " 8 TotalCharges 7043 non-null float64\n", + " 9 Churn 0 non-null float64\n", + " 10 MultipleLines_No phone service 7043 non-null bool \n", + " 11 MultipleLines_Yes 7043 non-null bool \n", + " 12 InternetService_Fiber optic 7043 non-null bool \n", + " 13 InternetService_No 7043 non-null bool \n", + " 14 OnlineSecurity_No internet service 7043 non-null bool \n", + " 15 OnlineSecurity_Yes 7043 non-null bool \n", + " 16 OnlineBackup_No internet service 7043 non-null bool \n", + " 17 OnlineBackup_Yes 7043 non-null bool \n", + " 18 DeviceProtection_No internet service 7043 non-null bool \n", + " 19 DeviceProtection_Yes 7043 non-null bool \n", + " 20 TechSupport_No internet service 7043 non-null bool \n", + " 21 TechSupport_Yes 7043 non-null bool \n", + " 22 StreamingTV_No internet service 7043 non-null bool \n", + " 23 StreamingTV_Yes 7043 non-null bool \n", + " 24 StreamingMovies_No internet service 7043 non-null bool \n", + " 25 StreamingMovies_Yes 7043 non-null bool \n", + " 26 Contract_One year 7043 non-null bool \n", + " 27 Contract_Two year 7043 non-null bool \n", + " 28 PaymentMethod_Credit card (automatic) 7043 non-null bool \n", + " 29 PaymentMethod_Electronic check 7043 non-null bool \n", + " 30 PaymentMethod_Mailed check 7043 non-null bool \n", + "dtypes: bool(21), float64(8), int64(2)\n", + "memory usage: 694.8 KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "61e84e15-ee0c-4397-b853-e4c347fbf3c3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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genderSeniorCitizenPartnerDependentstenurePhoneServicePaperlessBillingMonthlyChargesTotalChargesChurn...TechSupport_YesStreamingTV_No internet serviceStreamingTV_YesStreamingMovies_No internet serviceStreamingMovies_YesContract_One yearContract_Two yearPaymentMethod_Credit card (automatic)PaymentMethod_Electronic checkPaymentMethod_Mailed check
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" + ], + "text/plain": [ + " gender SeniorCitizen Partner Dependents tenure PhoneService \\\n", + "0 NaN 0 NaN NaN 1 NaN \n", + "1 NaN 0 NaN NaN 34 NaN \n", + "2 NaN 0 NaN NaN 2 NaN \n", + "3 NaN 0 NaN NaN 45 NaN \n", + "4 NaN 0 NaN NaN 2 NaN \n", + "\n", + " PaperlessBilling MonthlyCharges TotalCharges Churn ... \\\n", + "0 NaN 29.85 29.85 NaN ... \n", + "1 NaN 56.95 1889.50 NaN ... \n", + "2 NaN 53.85 108.15 NaN ... \n", + "3 NaN 42.30 1840.75 NaN ... \n", + "4 NaN 70.70 151.65 NaN ... \n", + "\n", + " TechSupport_Yes StreamingTV_No internet service StreamingTV_Yes \\\n", + "0 False False False \n", + "1 False False False \n", + "2 False False False \n", + "3 True False False \n", + "4 False False False \n", + "\n", + " StreamingMovies_No internet service StreamingMovies_Yes \\\n", + "0 False False \n", + "1 False False \n", + "2 False False \n", + "3 False False \n", + "4 False False \n", + "\n", + " Contract_One year Contract_Two year \\\n", + "0 False False \n", + "1 True False \n", + "2 False False \n", + "3 True False \n", + "4 False False \n", + "\n", + " PaymentMethod_Credit card (automatic) PaymentMethod_Electronic check \\\n", + "0 False True \n", + "1 False False \n", + "2 False False \n", + "3 False False \n", + "4 False True \n", + "\n", + " PaymentMethod_Mailed check \n", + "0 False \n", + "1 True \n", + "2 True \n", + "3 False \n", + "4 False \n", + "\n", + "[5 rows x 31 columns]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "f755fe36-3c41-45f1-907c-3bcf852c2b7c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unique values in 'gender': [nan]\n", + "Unique values in 'Partner': [nan]\n", + "Unique values in 'Dependents': [nan]\n", + "Unique values in 'PhoneService': [nan]\n", + "Unique values in 'PaperlessBilling': [nan]\n", + "Unique values in 'Churn': [nan]\n" + ] + } + ], + "source": [ + "print(\"Unique values in 'gender':\", df['gender'].unique())\n", + "print(\"Unique values in 'Partner':\", df['Partner'].unique())\n", + "print(\"Unique values in 'Dependents':\", df['Dependents'].unique())\n", + "print(\"Unique values in 'PhoneService':\", df['PhoneService'].unique())\n", + "print(\"Unique values in 'PaperlessBilling':\", df['PaperlessBilling'].unique())\n", + "print(\"Unique values in 'Churn':\", df['Churn'].unique())" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "3e54e469-741f-4516-a689-75e55f2c31ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unique values in 'gender': [nan]\n", + "Unique values in 'Partner': [nan]\n", + "Unique values in 'Dependents': [nan]\n", + "Unique values in 'PhoneService': [nan]\n", + "Unique values in 'PaperlessBilling': [nan]\n", + "Unique values in 'Churn': [nan]\n" + ] + } + ], + "source": [ + "print(\"Unique values in 'gender':\", df['gender'].unique())\n", + "print(\"Unique values in 'Partner':\", df['Partner'].unique())\n", + "print(\"Unique values in 'Dependents':\", df['Dependents'].unique())\n", + "print(\"Unique values in 'PhoneService':\", df['PhoneService'].unique())\n", + "print(\"Unique values in 'PaperlessBilling':\", df['PaperlessBilling'].unique())\n", + "print(\"Unique values in 'Churn':\", df['Churn'].unique())" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "8045c1da-a398-40df-8b5d-a26960561731", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "import pandas as pd # Only run if you haven't imported pandas in this session\n", + "df = pd.read_csv('WA_Fn-UseC_-Telco-Customer-Churn.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "84edc37f-3863-4ec5-bf29-eb555ac5e6a8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " README.ipynb\t WA_Fn-UseC_-Telco-Customer-Churn.csv churning.ipynb\n", + "'Untitled Folder' anaconda_projects\n" + ] + } + ], + "source": [ + "!ls" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "868c164d-4603-473a-b294-aa96f534c798", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Missing values after fresh load:\n", + "customerID 0\n", + "gender 0\n", + "SeniorCitizen 0\n", + "Partner 0\n", + "Dependents 0\n", + "tenure 0\n", + "PhoneService 0\n", + "MultipleLines 0\n", + "InternetService 0\n", + "OnlineSecurity 0\n", + "OnlineBackup 0\n", + "DeviceProtection 0\n", + "TechSupport 0\n", + "StreamingTV 0\n", + "StreamingMovies 0\n", + "Contract 0\n", + "PaperlessBilling 0\n", + "PaymentMethod 0\n", + "MonthlyCharges 0\n", + "TotalCharges 0\n", + "Churn 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "print(\"Missing values after fresh load:\")\n", + "print(df.isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "155e4098-e32e-44ac-bc05-8cb3feadcb96", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unique values in 'gender': ['Female' 'Male']\n", + "Unique values in 'Partner': ['Yes' 'No']\n", + "Unique values in 'Dependents': ['No' 'Yes']\n", + "Unique values in 'PhoneService': ['No' 'Yes']\n", + "Unique values in 'PaperlessBilling': ['Yes' 'No']\n", + "Unique values in 'Churn': ['No' 'Yes']\n" + ] + } + ], + "source": [ + "print(\"Unique values in 'gender':\", df['gender'].unique())\n", + "print(\"Unique values in 'Partner':\", df['Partner'].unique())\n", + "print(\"Unique values in 'Dependents':\", df['Dependents'].unique())\n", + "print(\"Unique values in 'PhoneService':\", df['PhoneService'].unique())\n", + "print(\"Unique values in 'PaperlessBilling':\", df['PaperlessBilling'].unique())\n", + "print(\"Unique values in 'Churn':\", df['Churn'].unique())" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "3ee17529-3fab-4f36-b0f7-74cc0714ef3c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataFrame head after binary mappings:\n", + " customerID gender SeniorCitizen Partner Dependents tenure \\\n", + "0 7590-VHVEG 0 0 1 0 1 \n", + "1 5575-GNVDE 1 0 0 0 34 \n", + "2 3668-QPYBK 1 0 0 0 2 \n", + "3 7795-CFOCW 1 0 0 0 45 \n", + "4 9237-HQITU 0 0 0 0 2 \n", + "\n", + " PhoneService MultipleLines InternetService OnlineSecurity ... \\\n", + "0 0 No phone service DSL No ... \n", + "1 1 No DSL Yes ... \n", + "2 1 No DSL Yes ... \n", + "3 0 No phone service DSL Yes ... \n", + "4 1 No Fiber optic No ... \n", + "\n", + " DeviceProtection TechSupport StreamingTV StreamingMovies Contract \\\n", + "0 No No No No Month-to-month \n", + "1 Yes No No No One year \n", + "2 No No No No Month-to-month \n", + "3 Yes Yes No No One year \n", + "4 No No No No Month-to-month \n", + "\n", + " PaperlessBilling PaymentMethod MonthlyCharges TotalCharges \\\n", + "0 1 Electronic check 29.85 29.85 \n", + "1 0 Mailed check 56.95 1889.50 \n", + "2 1 Mailed check 53.85 108.15 \n", + "3 0 Bank transfer (automatic) 42.30 1840.75 \n", + "4 1 Electronic check 70.70 151.65 \n", + "\n", + " Churn \n", + "0 0 \n", + "1 0 \n", + "2 1 \n", + "3 0 \n", + "4 1 \n", + "\n", + "[5 rows x 21 columns]\n", + "\n", + "DataFrame info after binary mappings:\n", + "\n", + "RangeIndex: 7043 entries, 0 to 7042\n", + "Data columns (total 21 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 customerID 7043 non-null object \n", + " 1 gender 7043 non-null int64 \n", + " 2 SeniorCitizen 7043 non-null int64 \n", + " 3 Partner 7043 non-null int64 \n", + " 4 Dependents 7043 non-null int64 \n", + " 5 tenure 7043 non-null int64 \n", + " 6 PhoneService 7043 non-null int64 \n", + " 7 MultipleLines 7043 non-null object \n", + " 8 InternetService 7043 non-null object \n", + " 9 OnlineSecurity 7043 non-null object \n", + " 10 OnlineBackup 7043 non-null object \n", + " 11 DeviceProtection 7043 non-null object \n", + " 12 TechSupport 7043 non-null object \n", + " 13 StreamingTV 7043 non-null object \n", + " 14 StreamingMovies 7043 non-null object \n", + " 15 Contract 7043 non-null object \n", + " 16 PaperlessBilling 7043 non-null int64 \n", + " 17 PaymentMethod 7043 non-null object \n", + " 18 MonthlyCharges 7043 non-null float64\n", + " 19 TotalCharges 7043 non-null float64\n", + " 20 Churn 7043 non-null int64 \n", + "dtypes: float64(2), int64(8), object(11)\n", + "memory usage: 1.1+ MB\n" + ] + } + ], + "source": [ + "# First, ensure TotalCharges is numeric and NaNs are handled (from previous steps)\n", + "# This is crucial if you ran df.head() before this step and saw NaNs in TotalCharges before.\n", + "df['TotalCharges'] = pd.to_numeric(df['TotalCharges'], errors='coerce')\n", + "df['TotalCharges'].fillna(0, inplace=True)\n", + "\n", + "\n", + "# Map 'gender'\n", + "df['gender'] = df['gender'].map({'Male': 1, 'Female': 0})\n", + "\n", + "# Map other binary columns ('Yes': 1, 'No': 0)\n", + "binary_map_cols = ['Partner', 'Dependents', 'PhoneService', 'PaperlessBilling', 'Churn']\n", + "for col in binary_map_cols:\n", + " df[col] = df[col].map({'Yes': 1, 'No': 0})\n", + "\n", + "# Confirm the changes by checking the head and info again\n", + "print(\"DataFrame head after binary mappings:\")\n", + "print(df.head())\n", + "\n", + "print(\"\\nDataFrame info after binary mappings:\")\n", + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "c747973e-3614-4044-ad44-76580dfd1a9e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "DataFrame info after One-Hot Encoding:\n", + "\n", + "RangeIndex: 7043 entries, 0 to 7042\n", + "Data columns (total 31 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 gender 7043 non-null int64 \n", + " 1 SeniorCitizen 7043 non-null int64 \n", + " 2 Partner 7043 non-null int64 \n", + " 3 Dependents 7043 non-null int64 \n", + " 4 tenure 7043 non-null int64 \n", + " 5 PhoneService 7043 non-null int64 \n", + " 6 PaperlessBilling 7043 non-null int64 \n", + " 7 MonthlyCharges 7043 non-null float64\n", + " 8 TotalCharges 7043 non-null float64\n", + " 9 Churn 7043 non-null int64 \n", + " 10 MultipleLines_No phone service 7043 non-null bool \n", + " 11 MultipleLines_Yes 7043 non-null bool \n", + " 12 InternetService_Fiber optic 7043 non-null bool \n", + " 13 InternetService_No 7043 non-null bool \n", + " 14 OnlineSecurity_No internet service 7043 non-null bool \n", + " 15 OnlineSecurity_Yes 7043 non-null bool \n", + " 16 OnlineBackup_No internet service 7043 non-null bool \n", + " 17 OnlineBackup_Yes 7043 non-null bool \n", + " 18 DeviceProtection_No internet service 7043 non-null bool \n", + " 19 DeviceProtection_Yes 7043 non-null bool \n", + " 20 TechSupport_No internet service 7043 non-null bool \n", + " 21 TechSupport_Yes 7043 non-null bool \n", + " 22 StreamingTV_No internet service 7043 non-null bool \n", + " 23 StreamingTV_Yes 7043 non-null bool \n", + " 24 StreamingMovies_No internet service 7043 non-null bool \n", + " 25 StreamingMovies_Yes 7043 non-null bool \n", + " 26 Contract_One year 7043 non-null bool \n", + " 27 Contract_Two year 7043 non-null bool \n", + " 28 PaymentMethod_Credit card (automatic) 7043 non-null bool \n", + " 29 PaymentMethod_Electronic check 7043 non-null bool \n", + " 30 PaymentMethod_Mailed check 7043 non-null bool \n", + "dtypes: bool(21), float64(2), int64(8)\n", + "memory usage: 694.8 KB\n", + "\n", + "DataFrame head after One-Hot Encoding (showing new columns):\n", + " gender SeniorCitizen Partner Dependents tenure PhoneService \\\n", + "0 0 0 1 0 1 0 \n", + "1 1 0 0 0 34 1 \n", + "2 1 0 0 0 2 1 \n", + "3 1 0 0 0 45 0 \n", + "4 0 0 0 0 2 1 \n", + "\n", + " PaperlessBilling MonthlyCharges TotalCharges Churn ... \\\n", + "0 1 29.85 29.85 0 ... \n", + "1 0 56.95 1889.50 0 ... \n", + "2 1 53.85 108.15 1 ... \n", + "3 0 42.30 1840.75 0 ... \n", + "4 1 70.70 151.65 1 ... \n", + "\n", + " TechSupport_Yes StreamingTV_No internet service StreamingTV_Yes \\\n", + "0 False False False \n", + "1 False False False \n", + "2 False False False \n", + "3 True False False \n", + "4 False False False \n", + "\n", + " StreamingMovies_No internet service StreamingMovies_Yes \\\n", + "0 False False \n", + "1 False False \n", + "2 False False \n", + "3 False False \n", + "4 False False \n", + "\n", + " Contract_One year Contract_Two year \\\n", + "0 False False \n", + "1 True False \n", + "2 False False \n", + "3 True False \n", + "4 False False \n", + "\n", + " PaymentMethod_Credit card (automatic) PaymentMethod_Electronic check \\\n", + "0 False True \n", + "1 False False \n", + "2 False False \n", + "3 False False \n", + "4 False True \n", + "\n", + " PaymentMethod_Mailed check \n", + "0 False \n", + "1 True \n", + "2 True \n", + "3 False \n", + "4 False \n", + "\n", + "[5 rows x 31 columns]\n" + ] + } + ], + "source": [ + "# Drop 'customerID' as it's a unique identifier and not useful for modeling\n", + "df = df.drop('customerID', axis=1)\n", + "\n", + "# List of columns that still need One-Hot Encoding\n", + "categorical_cols_for_ohe = [\n", + " 'MultipleLines',\n", + " 'InternetService',\n", + " 'OnlineSecurity',\n", + " 'OnlineBackup',\n", + " 'DeviceProtection',\n", + " 'TechSupport',\n", + " 'StreamingTV',\n", + " 'StreamingMovies',\n", + " 'Contract',\n", + " 'PaymentMethod'\n", + "]\n", + "\n", + "# Apply One-Hot Encoding using pd.get_dummies()\n", + "# drop_first=True avoids multicollinearity (a common practice in ML)\n", + "df = pd.get_dummies(df, columns=categorical_cols_for_ohe, drop_first=True)\n", + "\n", + "# Check the DataFrame's info and head again to see the results\n", + "print(\"\\nDataFrame info after One-Hot Encoding:\")\n", + "df.info()\n", + "\n", + "print(\"\\nDataFrame head after One-Hot Encoding (showing new columns):\")\n", + "print(df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "19ad4463-e517-4195-9130-dac1700e60bd", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Matplotlib is building the font cache; this may take a moment.\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "ca3ceba7-f9d8-4e63-ab2c-b1ff10091140", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overall Churn Rate: 26.54%\n" + ] + } + ], + "source": [ + "churn_rate = df['Churn'].mean()\n", + "print(f\"Overall Churn Rate: {churn_rate:.2%}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "7bac2e3b-eaa9-437e-88b7-4c3ada81aa2d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6, 4))\n", + "sns.countplot(x='Churn', data=df)\n", + "plt.title('Distribution of Churn (0: No Churn, 1: Churn)')\n", + "plt.xlabel('Churn Status')\n", + "plt.ylabel('Number of Customers')\n", + "plt.xticks(ticks=[0, 1], labels=['No Churn', 'Churn']) # Make labels more readable\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "b7154165-9300-46bd-8f2b-f7faea4cbf49", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "sns.countplot(x='Contract_One year', hue='Churn', data=df)\n", + "plt.title('Churn by One Year Contract')\n", + "plt.xlabel('One Year Contract (0: No, 1: Yes)')\n", + "plt.ylabel('Number of Customers')\n", + "plt.xticks(ticks=[0, 1], labels=['No One Year Contract', 'One Year Contract'])\n", + "plt.legend(title='Churn', labels=['No Churn', 'Churn'])\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "sns.countplot(x='Contract_Two year', hue='Churn', data=df)\n", + "plt.title('Churn by Two Year Contract')\n", + "plt.xlabel('Two Year Contract (0: No, 1: Yes)')\n", + "plt.ylabel('Number of Customers')\n", + "plt.xticks(ticks=[0, 1], labels=['No Two Year Contract', 'Two Year Contract'])\n", + "plt.legend(title='Churn', labels=['No Churn', 'Churn'])\n", + "plt.show()\n", + "\n", + "# You can also analyze the base contract type if needed, but the one-hot encoded ones are good for initial view\n", + "# If you want to see the original contract types (Month-to-month, One year, Two year)\n", + "# df_original = pd.read_csv('WA_Fn-UseC_-Telco-Customer-Churn.csv') # Reload original for specific view if desired\n", + "# sns.countplot(x='Contract', hue='Churn', data=df_original)\n", + "# plt.title('Churn by Contract Type (Original)')\n", + "# plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "bb927168-a633-4d93-941b-96aa5cea90d2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "sns.countplot(x='InternetService_Fiber optic', hue='Churn', data=df)\n", + "plt.title('Churn by Fiber Optic Internet Service')\n", + "plt.xlabel('Fiber Optic Internet (0: No, 1: Yes)')\n", + "plt.ylabel('Number of Customers')\n", + "plt.xticks(ticks=[0, 1], labels=['No Fiber Optic', 'Fiber Optic'])\n", + "plt.legend(title='Churn', labels=['No Churn', 'Churn'])\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "sns.countplot(x='InternetService_No', hue='Churn', data=df)\n", + "plt.title('Churn by No Internet Service')\n", + "plt.xlabel('No Internet Service (0: Yes, 1: No)') # Note: check if 0 or 1 represents 'No Internet Service'\n", + "plt.ylabel('Number of Customers')\n", + "plt.xticks(ticks=[0, 1], labels=['Has Internet', 'No Internet Service'])\n", + "plt.legend(title='Churn', labels=['No Churn', 'Churn'])\n", + "plt.show()\n", + "\n", + "# You might also want to look at the original 'InternetService' categories if you remember them\n", + "# For example, if 'InternetService_DSL' was also created, you can plot that too.\n", + "# df.columns will show you all newly created columns for InternetService if you are unsure." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "52bed65e-124c-49d7-b61c-c3b1da52addc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "sns.kdeplot(x='tenure', hue='Churn', data=df, fill=True, common_norm=False)\n", + "plt.title('Churn by Tenure')\n", + "plt.xlabel('Tenure (Months)')\n", + "plt.ylabel('Density')\n", + "plt.legend(title='Churn', labels=['No Churn', 'Churn'])\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "sns.kdeplot(x='MonthlyCharges', hue='Churn', data=df, fill=True, common_norm=False)\n", + "plt.title('Churn by Monthly Charges')\n", + "plt.xlabel('Monthly Charges')\n", + "plt.ylabel('Density')\n", + "plt.legend(title='Churn', labels=['No Churn', 'Churn'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "098cbc89-e34f-4242-9a4d-f82721847560", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate the correlation matrix\n", + "correlation_matrix = df.corr()\n", + "\n", + "# Print the correlation matrix (optional, can be very large)\n", + "# print(\"Correlation Matrix:\")\n", + "# print(correlation_matrix)\n", + "\n", + "# Plotting the heatmap\n", + "plt.figure(figsize=(20, 16)) # Adjust figure size for better readability\n", + "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", linewidths=.5)\n", + "plt.title('Correlation Matrix of Features')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "3f9a4262-e39b-44de-b813-a289bce03c07", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Shape of X_train: (5634, 30)\n", + "Shape of X_test: (1409, 30)\n", + "Shape of y_train: (5634,)\n", + "Shape of y_test: (1409,)\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Define features (X) and target (y)\n", + "X = df.drop('Churn', axis=1) # X contains all columns except 'Churn'\n", + "y = df['Churn'] # y contains only the 'Churn' column\n", + "\n", + "# Split the data into training and testing sets\n", + "# test_size=0.2 means 20% of the data will be used for testing\n", + "# random_state ensures reproducibility (you get the same split every time you run it)\n", + "# stratify=y ensures that the proportion of churn (0s and 1s) is the same in both training and testing sets\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)\n", + "\n", + "# Print the shapes of the resulting sets to verify the split\n", + "print(\"Shape of X_train:\", X_train.shape)\n", + "print(\"Shape of X_test:\", X_test.shape)\n", + "print(\"Shape of y_train:\", y_train.shape)\n", + "print(\"Shape of y_test:\", y_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "3c800518-ea60-487d-b66c-9bc4642a6e36", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numerical features in X_train scaled.\n", + "Numerical features in X_test scaled.\n" + ] + } + ], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "# Identify numerical columns to scale (excluding boolean columns created by one-hot encoding)\n", + "# We only need to scale 'tenure', 'MonthlyCharges', 'TotalCharges', and 'SeniorCitizen' (if treated as numerical)\n", + "# The bool columns are already 0/1 and don't need scaling in the same way.\n", + "numerical_cols = ['tenure', 'MonthlyCharges', 'TotalCharges']\n", + "\n", + "# Initialize the StandardScaler\n", + "scaler = StandardScaler()\n", + "\n", + "# Fit the scaler on the training data and transform X_train\n", + "# IMPORTANT: Fit ONLY on training data to prevent data leakage from the test set\n", + "X_train[numerical_cols] = scaler.fit_transform(X_train[numerical_cols])\n", + "\n", + "# Transform X_test using the scaler fitted on X_train\n", + "X_test[numerical_cols] = scaler.transform(X_test[numerical_cols])\n", + "\n", + "print(\"Numerical features in X_train scaled.\")\n", + "print(\"Numerical features in X_test scaled.\")\n", + "\n", + "# You can optionally inspect a few rows to see the scaled values (they will be around 0)\n", + "# print(\"\\nX_train head after scaling:\")\n", + "# print(X_train[numerical_cols].head())" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "54c47b37-2f04-4ee2-9025-227ec2c1518e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Logistic Regression model trained successfully!\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "\n", + "# Initialize the Logistic Regression model\n", + "# random_state ensures reproducibility\n", + "model = LogisticRegression(random_state=42, solver='liblinear') # 'liblinear' solver is good for small datasets and L1/L2 regularization\n", + "\n", + "# Train the model using the training data\n", + "model.fit(X_train, y_train)\n", + "\n", + "print(\"Logistic Regression model trained successfully!\")" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "798c4441-d202-46db-8d5f-5a964c71be1e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model Accuracy: 0.8041\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.85 0.89 0.87 1035\n", + " 1 0.65 0.56 0.60 374\n", + "\n", + " accuracy 0.80 1409\n", + " macro avg 0.75 0.72 0.74 1409\n", + "weighted avg 0.80 0.80 0.80 1409\n", + "\n", + "\n", + "Confusion Matrix:\n", + "[[925 110]\n", + " [166 208]]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Make predictions on the test set\n", + "y_pred = model.predict(X_test)\n", + "\n", + "# Calculate Accuracy\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "print(f\"Model Accuracy: {accuracy:.4f}\\n\")\n", + "\n", + "# Display Classification Report (Precision, Recall, F1-score)\n", + "# This provides detailed metrics for each class (0: No Churn, 1: Churn)\n", + "print(\"Classification Report:\")\n", + "print(classification_report(y_test, y_pred))\n", + "\n", + "# Display Confusion Matrix\n", + "# This shows correct vs. incorrect predictions for each class\n", + "conf_matrix = confusion_matrix(y_test, y_pred)\n", + "print(\"\\nConfusion Matrix:\")\n", + "print(conf_matrix)\n", + "\n", + "# Visualize Confusion Matrix for better understanding\n", + "plt.figure(figsize=(6, 5))\n", + "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues',\n", + " xticklabels=['Predicted No Churn', 'Predicted Churn'],\n", + " yticklabels=['Actual No Churn', 'Actual Churn'])\n", + "plt.title('Confusion Matrix')\n", + "plt.ylabel('Actual Label')\n", + "plt.xlabel('Predicted Label')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "bc981909-2594-4798-830c-f37cb6435028", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ROC AUC Score: 0.8425\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import roc_curve, roc_auc_score\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np # For potential use later, or if needed here\n", + "\n", + "# Get the predicted probabilities for the positive class (Churn = 1)\n", + "# model.predict_proba() returns probabilities for both classes [prob_0, prob_1]\n", + "y_pred_proba = model.predict_proba(X_test)[:, 1]\n", + "\n", + "# Calculate ROC curve points (False Positive Rate, True Positive Rate)\n", + "fpr, tpr, thresholds = roc_curve(y_test, y_pred_proba)\n", + "\n", + "# Calculate the Area Under the ROC Curve (AUC)\n", + "auc_score = roc_auc_score(y_test, y_pred_proba)\n", + "print(f\"ROC AUC Score: {auc_score:.4f}\\n\")\n", + "\n", + "# Plot the ROC curve\n", + "plt.figure(figsize=(8, 6))\n", + "plt.plot(fpr, tpr, label=f'Logistic Regression (AUC = {auc_score:.2f})')\n", + "plt.plot([0, 1], [0, 1], 'k--', label='Random (AUC = 0.50)') # Baseline for random guess\n", + "plt.xlabel('False Positive Rate (1 - Specificity)')\n", + "plt.ylabel('True Positive Rate (Recall)')\n", + "plt.title('ROC Curve')\n", + "plt.legend(loc='lower right')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "e36a7c42-2419-4d3f-ba65-875885b55857", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top Features by Absolute Coefficient (Logistic Regression):\n", + " Feature Coefficient Absolute_Coefficient\n", + "26 Contract_Two year -1.327830 1.327830\n", + "4 tenure -1.251444 1.251444\n", + "11 InternetService_Fiber optic 0.924178 0.924178\n", + "5 PhoneService -0.774728 0.774728\n", + "25 Contract_One year -0.690373 0.690373\n", + "8 TotalCharges 0.529047 0.529047\n", + "14 OnlineSecurity_Yes -0.402752 0.402752\n", + "28 PaymentMethod_Electronic check 0.375083 0.375083\n", + "6 PaperlessBilling 0.368071 0.368071\n", + "20 TechSupport_Yes -0.352481 0.352481\n", + "9 MultipleLines_No phone service -0.317391 0.317391\n", + "10 MultipleLines_Yes 0.309638 0.309638\n", + "22 StreamingTV_Yes 0.272835 0.272835\n", + "24 StreamingMovies_Yes 0.271990 0.271990\n", + "3 Dependents -0.226012 0.226012\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Get the coefficients from the trained model\n", + "coefficients = model.coef_[0]\n", + "\n", + "# Get the feature names from X_train\n", + "feature_names = X_train.columns\n", + "\n", + "# Create a DataFrame to easily view and sort feature importances\n", + "feature_importance_df = pd.DataFrame({\n", + " 'Feature': feature_names,\n", + " 'Coefficient': coefficients\n", + "})\n", + "\n", + "# Sort by absolute coefficient value to see the strongest influences\n", + "feature_importance_df['Absolute_Coefficient'] = abs(feature_importance_df['Coefficient'])\n", + "feature_importance_df = feature_importance_df.sort_values(by='Absolute_Coefficient', ascending=False)\n", + "\n", + "print(\"Top Features by Absolute Coefficient (Logistic Regression):\")\n", + "print(feature_importance_df.head(15)) # Display top 15 features\n", + "\n", + "# Optionally, visualize the top features\n", + "plt.figure(figsize=(12, 8))\n", + "sns.barplot(x='Absolute_Coefficient', y='Feature', data=feature_importance_df.head(15), palette='viridis')\n", + "plt.title('Top 15 Feature Importances (Logistic Regression Coefficients)')\n", + "plt.xlabel('Absolute Coefficient Value')\n", + "plt.ylabel('Feature')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "b45b8542-3008-479a-99f0-15f62640e9d8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random Forest Classifier model trained successfully!\n" + ] + } + ], + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "\n", + "# Initialize the Random Forest Classifier\n", + "# n_estimators: The number of trees in the forest. More trees generally lead to better performance but take longer.\n", + "# random_state: For reproducibility\n", + "# class_weight: 'balanced' helps handle imbalanced datasets (like churn, where 'No Churn' is more frequent)\n", + "rf_model = RandomForestClassifier(n_estimators=100, random_state=42, class_weight='balanced')\n", + "\n", + "# Train the Random Forest model using the training data\n", + "rf_model.fit(X_train, y_train)\n", + "\n", + "print(\"Random Forest Classifier model trained successfully!\")" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "c5c55dac-5c69-4ee9-9da0-303ec4a28496", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random Forest Model Accuracy: 0.7906\n", + "\n", + "Random Forest Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.83 0.90 0.86 1035\n", + " 1 0.64 0.49 0.55 374\n", + "\n", + " accuracy 0.79 1409\n", + " macro avg 0.73 0.69 0.71 1409\n", + "weighted avg 0.78 0.79 0.78 1409\n", + "\n", + "\n", + "Random Forest Confusion Matrix:\n", + "[[932 103]\n", + " [192 182]]\n" + ] + }, + { + "data": { + "image/png": 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6tUSvw9OjNA0bNsT48ePh6uqKkydPKsvL80319ddfR+fOnbFs2TLlMExxCQkJuHXrFoAnP4/9+/crP/ifWrVqFYyNjTW6xNLJyQlnz55VKdu/fz+ysrLKvI+trS0GDBiA3r174/Lly3j06FGp9Z52lRd/X8XHxyMxMbFC31eDBw9G9+7dMXHiRJWhsWfJZDIIIUrsqbB06VIUFhaqlGmyl2XPnj2IjIzE+PHjsWfPHlhYWKBXr17Iy8t76bZJu7BHoBqztLREaGgoxowZgzVr1uCjjz5Ct27dsGnTJgwZMgTvv/8+/v77b0yePBl2dnYvvAvh5MmT0alTJ3To0AEhISEoLCzEtGnTYGJiovKNp0OHDvDz88PYsWORkZGBNm3a4OzZswgLC4Obmxs+/vhjTT31FxYZGYkOHTqgbdu2GDVqFAwMDDB//nycP38ea9eu/c9vZE5OTvjmm28wbtw4XLt2TTlX486dOzh+/LjyG+/Zs2fx5Zdf4oMPPoCLiwsMDAywf/9+nD17VuVbo6urK2JjY7Fu3TrUq1cPhoaGcHV1LfPxV61ahU6dOqFz584IDAxE586dYWlpieTkZGzduhVr167FiRMnULduXYSFhWHbtm1o27YtJk6cCCsrK/z444/49ddfERUVBQsLC429rh9//DEmTJiAiRMnwtvbGxcvXsS8efNKPIanpye6deuG5s2bw9LSEomJiYiJiYGXl5fKvJBnNWrUCJ999hnmzp0LHR0ddO7cGTdu3MCECRPg4OCAESNGaOx5FNeyZUts2bLluXXMzc3xzjvvYPr06ahZsyacnJwQFxeHZcuWldh5sVmzZgCAxYsXw8zMDIaGhnB2di73hlfJycn46KOP4O3tjbCwMOjo6GDdunV45513MGbMGMyePbtc7ZGWk3iyIqmhrOWDQgiRk5NTYpnX1KlThZOTk5DL5aJJkyZiyZIlpS7JAiC++OKLEm0Wn+kthBC//PKLaN68uTAwMBB169YVU6dOLbXNnJwcMXbsWOHo6Cj09fWFnZ2dGDx4sEhLSyvxGE9nZ/9XTNevXxcAxPTp08t8jYT4d/b7Tz/99Nx6v//+u2jXrp0wMTERRkZG4s033xRbt25VqfO811yIJysZ2rZtK8zNzYVcLheOjo7i/fffF3v37hVCCHHnzh0xYMAA0bhxY2FiYiJMTU1F8+bNxaxZs5Q/JyGEuHHjhujYsaMwMzMTAISjo+NzYxfiyWs8Z84c4eXlJczNzYWenp6wt7cX7777rvj1119V6p47d050795dWFhYCAMDA9GiRQuxYsUKtV63p6/7s/XLWjWQm5srxowZIxwcHISRkZHw9vYWp0+fLvFe+uqrr4SHh4ewtLQUcrlc1KtXT4wYMULcu3evxGM8q7CwUEybNk00bNhQ6Ovri5o1a4qPPvpIuXzxKW9vb/Haa6+VeM369++v1mtb1vvyWaXN/E9KShLvvfeesLS0FGZmZqJTp07i/Pnzpf4uzZ49Wzg7OwtdXV2V17es2J+ee7pqoKCgQHh7ewtbW1uRnJysUm/69OkCgNi8efN/Pleip2RCCFH56QcRERFVBZwjQEREpMWYCBAREWkxJgJERERajIkAERGRFmMiQEREpMWYCBAREWkxJgJERERa7JXcWdDI7UupQyCqcGnx86QOgajCGVbwp5QmPy9yTlXP38lXMhEgIiJSi4wd43wFiIiItBh7BIiISHuV89LPryImAkREpL04NMChASIiIm3GHgEiItJeHBpgIkBERFqMQwMcGiAiItJm7BEgIiLtxaEBJgJERKTFODTAoQEiIqLKlpmZieDgYDg6OsLIyAitW7dGfHy88rwQAuHh4bC3t4eRkRF8fHxw4cIFlTZyc3MxdOhQ1KxZEyYmJvD390dSUlK5Y2EiQERE2ksm09xRDgMHDsSePXsQExODc+fOoWPHjmjfvj3++ecfAEBUVBRmzpyJefPmIT4+HgqFAh06dEBmZqayjeDgYGzevBmxsbE4dOgQsrKy0K1bNxQWFpbvJRBCiHLdoxrgRYdIG/CiQ6QNKvyiQ62/1lhbOYcj1KuXkwMzMzP8/PPP6Nq1q7K8ZcuW6NatGyZPngx7e3sEBwdj7NixAJ58+7e1tcW0adMwaNAgpKenw8bGBjExMejVqxcA4Pbt23BwcMD27dvh5+endtzsESAiItKA3NxcZGRkqBy5ubkl6hUUFKCwsBCGhoYq5UZGRjh06BCuX7+OlJQUdOzYUXlOLpfD29sbhw8fBgCcOHEC+fn5KnXs7e3RrFkzZR11MREgIiLtpcGhgcjISFhYWKgckZGRJR7SzMwMXl5emDx5Mm7fvo3CwkKsXr0ax44dQ3JyMlJSUgAAtra2KveztbVVnktJSYGBgQEsLS3LrKMuJgJERKS9ZDoaO0JDQ5Genq5yhIaGlvqwMTExEEKgdu3akMvlmDNnDvr06QNdXd1/Qys270AIUaKsOHXqFMdEgIiISAPkcjnMzc1VDrlcXmrd+vXrIy4uDllZWfj7779x/Phx5Ofnw9nZGQqFAgBKfLNPTU1V9hIoFArk5eUhLS2tzDrqYiJARETaS6JVA0+ZmJjAzs4OaWlp2LVrF3r06KFMBvbs2aOsl5eXh7i4OLRu3RoA4O7uDn19fZU6ycnJOH/+vLKOurihEBERaS+JNhTatWsXhBBo1KgR/vrrL4wePRqNGjXCJ598AplMhuDgYERERMDFxQUuLi6IiIiAsbEx+vTpAwCwsLBAUFAQQkJCYG1tDSsrK4waNQqurq5o3759uWJhIkBERFTJns4fSEpKgpWVFd577z1MmTIF+vr6AIAxY8YgJycHQ4YMQVpaGjw9PbF7926YmZkp25g1axb09PQQEBCAnJwc+Pr6Ijo6WmWegTq4jwBRNcV9BEgbVPg+At7faKytnLiJGmurMrFHgIiItJcOLzrEyYJERERajD0CRESkvXj1QSYCRESkxV5w2d+rhKkQERGRFmOPABERaS8ODTARICIiLcahAQ4NEBERaTP2CBARkfbi0AATASIi0mIcGuDQABERkTZjjwAREWkvDg0wESAiIi3GoQEODRAREWkz9ggQEZH24tAAEwEiItJiHBrg0AAREZE2Y48AERFpLw4NMBEgIiItxkSAQwNERETarEr0COzbtw/79u1DamoqioqKVM4tX75coqiIiOiVx8mC0icCkyZNwjfffAMPDw/Y2dlBxh8KERFVFg4NSJ8ILFy4ENHR0fj444+lDoWIiEjrSJ4I5OXloXXr1lKHQURE2oi90NJPFhw4cCDWrFkjdRhERKSNZDqaO6opyXsEHj9+jMWLF2Pv3r1o3rw59PX1Vc7PnDlTosiIiIhefZInAmfPnkXLli0BAOfPn1c5x4mDRERUofg5I20iUFhYiPDwcLi6usLKykrKUIiISAvxC6fEcwR0dXXh5+eH9PR0KcMgIiLSWpLPbnB1dcW1a9ekDoOIiLSQTCbT2FFdSZ4ITJkyBaNGjcK2bduQnJyMjIwMlYOIiKjCyDR4VFOSTxbs1KkTAMDf318loxJCQCaTobCwUKrQiIiIXnmSJwIHDhyQOgQiItJS1blLX1MkTwS8vb2lDoGIiLQUE4EqkAgcPHjwueffeeedSoqEiIhI+0g+WdDHx6fE0bZtW+VBRERUUaRaNVBQUIDx48fD2dkZRkZGqFevHr755hsUFRUp6wghEB4eDnt7exgZGcHHxwcXLlxQaSc3NxdDhw5FzZo1YWJiAn9/fyQlJZUrFskTgbS0NJUjNTUVO3fuRKtWrbB7926pwyMioleYVInAtGnTsHDhQsybNw+JiYmIiorC9OnTMXfuXGWdqKgozJw5E/PmzUN8fDwUCgU6dOiAzMxMZZ3g4GBs3rwZsbGxOHToELKystCtW7dyTbSXCSFEuaKvJAcPHsSIESNw4sSJct/XyO3LCoiIqGpJi58ndQhEFc6wggewLXrHaKyt9LUfq123W7dusLW1xbJly5Rl7733HoyNjRETEwMhBOzt7REcHIyxY8cCePLt39bWFtOmTcOgQYOQnp4OGxsbxMTEoFevXgCA27dvw8HBAdu3b4efn59asUjeI1AWGxsbXL58WeowiIjoVabBfQRyc3NL7IWTm5tb6sO+9dZb2LdvH65cuQIAOHPmDA4dOoQuXboAAK5fv46UlBR07NhReR+5XA5vb28cPnwYAHDixAnk5+er1LG3t0ezZs2UddQh+WTBs2fPqtwWQiA5ORlTp05FixYtJIqKiIi0gSZXDURGRmLSpEkqZWFhYQgPDy9Rd+zYsUhPT0fjxo2hq6uLwsJCTJkyBb179wYApKSkAABsbW1V7mdra4ubN28q6xgYGMDS0rJEnaf3V4fkiUDLli0hk8lQfITizTffxPLlyyWKioiIqHxCQ0MxcuRIlTK5XF5q3XXr1mH16tVYs2YNXnvtNZw+fRrBwcGwt7dH//79lfWKJypPN9t7HnXqPEvyROD69esqt3V0dGBjYwNDQ0OJIiIiIm2hyR4BuVxe5gd/caNHj8ZXX32FDz/8EMCT6+7cvHkTkZGR6N+/PxQKBYAn3/rt7OyU90tNTVX2EigUCuTl5SEtLU2lVyA1NRWtW7dWO27J5wg4OjqqHA4ODkwCiIioUki1auDRo0fQ0VH9CNbV1VUuH3R2doZCocCePXuU5/Py8hAXF6f8kHd3d4e+vr5KneTkZJw/f75ciYDkPQIAsG/fPuzbtw+pqakqaygBcHiAiIheOd27d8eUKVNQt25dvPbaazh16hRmzpyJwMBAAE8SlODgYERERMDFxQUuLi6IiIiAsbEx+vTpAwCwsLBAUFAQQkJCYG1tDSsrK4waNQqurq5o37692rFInghMmjQJ33zzDTw8PGBnZ8ftHomIqNJI9Zkzd+5cTJgwAUOGDEFqairs7e0xaNAgTJw4UVlnzJgxyMnJwZAhQ5CWlgZPT0/s3r0bZmZmyjqzZs2Cnp4eAgICkJOTA19fX0RHR0NXV1ftWCTfR8DOzg5RUVH4+GP111/+F+4jQNqA+wiQNqjofQSs+6/VWFv3V/bWWFuVSfI5Anl5eeUayyAiIiLNkTwRGDhwINasWSN1GEREpIWkmixYlUgyR+DZdZZFRUVYvHgx9u7di+bNm0NfX1+l7syZMys7PCIi0hLV+QNcUyRJBE6dOqVyu2XLlgCA8+fPq5TzB0RERFSxJEkEDhw4IMXDEhERqeAXTgnnCBQWFuLs2bPIyckpce7Ro0c4e/ZsiT0FiIiINEqDFx2qriRLBGJiYhAYGAgDA4MS5+RyOQIDAzmJkIiIqIJJlggsW7YMo0aNKnXTA11dXYwZMwaLFy+WIDIiItIWXDUg4c6Cly9fxptvvlnm+VatWiExMbESIyIiIm1TnT/ANUWyHoHs7GxkZGSUeT4zMxOPHj2qxIiIiIi0j2SJgIuLCw4fPlzm+UOHDsHFxaUSIyIiIm3DoQEJE4E+ffpg/PjxOHv2bIlzZ86cwcSJE5VXWCIiIqoITAQknCMwYsQI7NixA+7u7mjfvj0aN24MmUyGxMRE7N27F23atMGIESOkCo+IiEgrSJYI6OvrY/fu3Zg1axbWrFmDgwcPQgiBhg0bYsqUKQgODi6x3TAREZFGVd8v8hojWSIAPEkGxowZgzFjxkgZBhERaanq3KWvKZJffZCIiIikI2mPABERkZTYI8BEgIiItBgTAQ4NEBERabUq1SMghADADI2IiCoJP26qRo/AqlWr4OrqCiMjIxgZGaF58+aIiYmROiwiInrFcUOhKtAjMHPmTEyYMAFffvkl2rRpAyEE/vjjD3z++ee4d+8eNxUiIiKqQJInAnPnzsWCBQvQr18/ZVmPHj3w2muvITw8nIkAERFVmOr8TV5TJE8EkpOT0bp16xLlrVu3RnJysgQR0VOmxnKEDekG/3YtYGNpijOXkzAqagNOXLwFABg3qAs+8HsddRSWyMsvxKnEWwiftxXx528CACzNjTFhcFf4vtkYdWwtcf9hFrb+dhaT5m9DRtZjKZ8akdKJhHhEL1+GxIvncffuXcya8wPa+bZXnhdCYOH8edj40zpkZGTAtXkLhI6fiAYN/r0o2jfhE3Hs6GHcTU2FsbExWrR0Q/DIUXCuV1+Kp0TlwESgCswRaNCgAdavX1+ifN26dbz6oMQWTOyDdm82RuD4lfAIiMDeI5fw68KhsLexAAD8dTMVI6b9BI8PIuD7yUzcvP0AW+d/iZqWpgAAOxsL2NlYIHTWZngERODTsNXo0LopFob1lfJpEanIyXmERo0a4atxE0s9v2LZEsSsXIGvxk3Ej+s2wLpmTXw+8BNkZ2cp6zRt+hq++TYSm7dux4LFyyCEwOefBqGwsLCyngbRC5OJp1P1JbJx40b06tUL7du3R5s2bSCTyXDo0CHs27cP69evx//+979yt2nk9mUFRKpdDOX6uHtoBj4YsRg7D11Qlh+N/Qo7Dp7HpPnbStzHzMQQqYdmoPOgOfjt+JVS2323vRuWT+kH69YhKCwsqrD4tUFa/DypQ3jltHitkUqPgBAC7X3eRt+P+yFw4GcAgLy8PLR7pzWGjxyFDwI+LLWdK5cv4YN3e2Dbjj1wqFu30uJ/FRlWcL+1c/CvGmvr+uyuGmurMkneI/Dee+/h2LFjqFmzJrZs2YJNmzahZs2aOH78+AslAaQZero60NPTxeO8fJXyx7n5aO1WsrtTX08XQe+2wcPMRzh35Z8y2zU3M0RG9mMmAVQt/JOUhHv37sKrzVvKMgMDA7h7tMKZU6dKvc+jR4/w8+ZNqF2nDhQKRWWFSi9KpsGjmpJ8jgAAuLu7Y/Xq1S9039zcXOTm5qqUiaJCyHR0NRGa1sp6lIujZ64h9NPOuHz9Du7cz0BAJw+0auaIv27dVdbr/HYzrJr6CYwN9ZFyLwPdPp+H+w+zS23TysIEoZ92xrINf1TW0yB6KffuPXmvW1tbq5RbW9fE7du3VcrWrf0Rs76bgZycR3CuVw+LlqyAvoFBpcVK9KIk7xF4WZGRkbCwsFA5Cu6ckDqsV0Lg+FWQyYBru6cg/dhsfNHbG+t2JKCw6N9v83HxV+D5YSTaDpiJ3YcvYnVUIGz+f47As8xMDLF5zudIvJaMKYu3V+bTIHppxSeUCSFQfI5Zl27+WLdxM5avXI26dR0xOiS4xJcUqnq4j4CEiYCOjg50dXWfe+jp/XeHRWhoKNLT01UOPVv3SngGr77rSffQceD3sPYaCZfOE/D2xzOgr6eLG//cV9Z59DgP1/6+h+PnbmDwpDUoKCxC//+prgIxNZbjlx+GICsnF71GLkFBAYcFqHqoWdMGAHDv3j2V8gcP7sPauqZKmZmZGRwdneDu0QrfzZqD69evYf/ePZUWK70YJgISDg1s3ry5zHOHDx/G3Llzoc48RrlcDrlcrlLGYQHNevQ4D48e56GGmRHat26CcbN/LrOuDDLI9f99W5mZGGLr/C+Qm1eA94MXITevoDJCJtKI2nXqoGZNGxw9/AeaNGkKAMjPy8OJhHgMHznq+XcWAnl5eZUQJdHLkSwR6NGjR4myS5cuITQ0FFu3bkXfvn0xefJkCSKjp9p7NYFMBly5kYr6DjaIGNETf95IxapfjsDY0ABjB/rh17hzSLmXDisLE3wW8A5q29bApj0nATzpCdg2/wsYGRrgk3ErYW5iCHMTQwDA3bQsFBVJumCFCADwKDsbt27dUt7+JykJlxITYWFhATt7e/T9uB+WLVmEuo5OqOvoiGWLF8HQ0BBdunYDACT9/Td27dwOr9ZtYGlphdTUO1ixbAnkckO89Y63VE+L1FSNv8hrTJWYLHj79m2EhYVh5cqV8PPzw+nTp9GsWTOpw9J6FqaG+GaoP2rb1sCD9Ef4ed9phP2wFQUFRdDVKUIjJ1t81N0T1jVM8CD9ERIu3ET7wFlIvJYCAHBrUhdvNHcGAFzcGq7SdqMuE3Er+UFlPyWiEi5cOI+Bn/y7s+mMqEgAgH+P/2FyxFR8EvQpcnNzETF5EjIy0uHavAUWLFkOE5Mnc2EM5AY4eSIBq2NWIiM9A9Y1reHu7oFVP64tMcmQqp7q3KWvKZLuI5Ceno6IiAjMnTsXLVu2xLRp0/D222+/dLvcR4C0AfcRIG1Q0fsIuIzeqbG2/pzeSWNtVSbJegSioqIwbdo0KBQKrF27ttShAiIioorEDgEJewR0dHRgZGSE9u3bQ1e37Ml9mzZtKnfb7BEgbcAeAdIGFd0j0GjsLo21dXman8baqkySLR/s168fAgICYGVlVWIfgGcPIiKiV42Tk1OpSxC/+OILAE/2qggPD4e9vT2MjIzg4+ODCxcuqLSRm5uLoUOHombNmjAxMYG/vz+SkpLKHYtkQwPR0dFSPTQREREA6YYG4uPjVS5Kdf78eXTo0AEffPABgCfD5zNnzkR0dDQaNmyIb7/9Fh06dMDly5dhZmYGAAgODsbWrVsRGxsLa2trhISEoFu3bjhx4sRze9qLqxKrBoiIiKSgo6O5TKC0Le9L2+sGAGxsbFRuT506FfXr14e3tzeEEJg9ezbGjRuHd999FwCwcuVK2NraYs2aNRg0aBDS09OxbNkyxMTEoH37JxfJWr16NRwcHLB37174+ak/TFHttxgmIiKqCkrb8j4yMvI/75eXl4fVq1cjMDAQMpkM169fR0pKCjp27KisI5fL4e3tjcOHDwMATpw4gfz8fJU69vb2aNasmbKOutgjQEREWkuTQwOhoaEYOXKkSllpvQHFbdmyBQ8fPsSAAQMAACkpT/ZisbW1Valna2uLmzdvKusYGBjA0tKyRJ2n91cXEwEiIiINKGsY4L8sW7YMnTt3hr29vUp56Re7en7mok6d4jg0QEREWkvqiw7dvHkTe/fuxcCBA5VlCoUCAEp8s09NTVX2EigUCuTl5SEtLa3MOuqSpEfgl19+Ubuuv79/BUZCRETaTOoNhVasWIFatWqha9euyjJnZ2coFArs2bMHbm5uAJ7MI4iLi8O0adMAAO7u7tDX18eePXsQEBAAAEhOTsb58+cRFRVVrhgkSQR69uypVj2ZTKayvIKIiOhVUVRUhBUrVqB///7Q0/v341gmkyE4OBgRERFwcXGBi4sLIiIiYGxsjD59+gAALCwsEBQUhJCQEFhbW8PKygqjRo2Cq6urchWBuiRJBIqKeD16IiKSnpQXHdq7dy9u3bqFwMDAEufGjBmDnJwcDBkyBGlpafD09MTu3buVewgAwKxZs6Cnp4eAgADk5OTA19cX0dHR5dpDAJD4okMVhVsMkzbgFsOkDSp6i+EWYfs01taZSb4aa6syVYlVA9nZ2YiLi8OtW7eQl5encm7YsGESRUVERPTqkzwROHXqFLp06YJHjx4hOzsbVlZWuHfvHoyNjVGrVi0mAkREVGGknixYFUi+fHDEiBHo3r07Hjx4ACMjIxw9ehQ3b96Eu7s7ZsyYIXV4RET0CpN6+WBVIHkicPr0aYSEhEBXVxe6urrIzc2Fg4MDoqKi8PXXX0sdHhER0StN8kRAX19fmUnZ2tri1q1bAJ4sjXj6byIiooogk2nuqK4knyPg5uaGhIQENGzYEG3btsXEiRNx7949xMTEwNXVVerwiIjoFVadu/Q1RfIegYiICNjZ2QEAJk+eDGtrawwePBipqalYvHixxNERERG92iTvEfDw8FD+28bGBtu3b5cwGiIi0ibsEKgCiQAREZFUODRQBRIBZ2fn5/4grl27VonREBERaRfJE4Hg4GCV2/n5+Th16hR27tyJ0aNHSxMUERFpBXYIVIFEYPjw4aWW//DDD0hISKjkaIiISJtwaKAKrBooS+fOnbFx40apwyAiInqlSd4jUJYNGzbAyspK6jCIiOgVxg6BKpAIuLm5qXTNCCGQkpKCu3fvYv78+RJGRkRErzoODVSBRKBHjx4qPwgdHR3Y2NjAx8cHjRs3ljAyIiKiV5/kiUB4eLjUIRARkZZih0AVmCyoq6uL1NTUEuX379+Hrq6uBBEREZG24GWIq0AiIIQotTw3NxcGBgaVHA0REZF2kWxoYM6cOQCeZGNLly6Fqamp8lxhYSEOHjzIOQJERFShqvEXeY2RLBGYNWsWgCc9AgsXLlQZBjAwMICTkxMWLlwoVXhERKQFqnOXvqZIlghcv34dANC2bVts2rQJlpaWUoVCRESktSRfNXDgwAGpQyAiIi3FHoEqMFnw/fffx9SpU0uUT58+HR988IEEERERkbaQyTR3VFeSJwJxcXHo2rVrifJOnTrh4MGDEkRERESkPSQfGsjKyip1maC+vj4yMjIkiIiIiLQFhwaqQI9As2bNsG7duhLlsbGxaNq0qQQRERGRtuDQQBXoEZgwYQLee+89XL16Fe3atQMA7Nu3D2vXrsVPP/0kcXRERESvNskTAX9/f2zZsgURERHYsGEDjIyM0Lx5c+zduxfe3t5Sh0dERK8wDg1UgUQAALp27VrqhMHTp0+jZcuWlR8QERFpBeYBVWCOQHHp6emYP38+Xn/9dbi7u0sdDhER0SutyiQC+/fvR9++fWFnZ4e5c+eiS5cuSEhIkDosIiJ6henIZBo7qitJhwaSkpIQHR2N5cuXIzs7GwEBAcjPz8fGjRu5YoCIiCpcNf781hjJegS6dOmCpk2b4uLFi5g7dy5u376NuXPnShUOERGRVpKsR2D37t0YNmwYBg8eDBcXF6nCICIiLcZVAxL2CPz+++/IzMyEh4cHPD09MW/ePNy9e1eqcIiISAvpyDR3lNc///yDjz76CNbW1jA2NkbLli1x4sQJ5XkhBMLDw2Fvbw8jIyP4+PjgwoULKm3k5uZi6NChqFmzJkxMTODv74+kpKTyvQblD10zvLy8sGTJEiQnJ2PQoEGIjY1F7dq1UVRUhD179iAzM1Oq0IiIiCpUWloa2rRpA319fezYsQMXL17Ed999hxo1aijrREVFYebMmZg3bx7i4+OhUCjQoUMHlc/H4OBgbN68GbGxsTh06BCysrLQrVs3FBYWqh2LTAgh/qvSL7/8onaD/v7+atct7vLly1i2bBliYmLw8OFDdOjQoVyP/ZSR25cvHANRdZEWP0/qEIgqnGEFD2B3WXhcY21t//wNtet+9dVX+OOPP/D777+Xel4IAXt7ewQHB2Ps2LEAnnz7t7W1xbRp0zBo0CCkp6fDxsYGMTEx6NWrFwDg9u3bcHBwwPbt2+Hn56dWLGolAjo66nUcyGSycmUhZSksLMTWrVuxfPlyJgJEZWAiQNqgohOBros0lwhsGtACubm5KmVyuRxyubxE3aZNm8LPzw9JSUmIi4tD7dq1MWTIEHz66acAgGvXrqF+/fo4efIk3NzclPfr0aMHatSogZUrV2L//v3w9fXFgwcPYGlpqazTokUL9OzZE5MmTVIrbrU+4YuKitQ6NJEEAICuri569uz5QkkAERGRFCIjI2FhYaFyREZGllr32rVrWLBgAVxcXLBr1y58/vnnGDZsGFatWgUASElJAQDY2tqq3M/W1lZ5LiUlBQYGBipJQPE66nipXOvx48cwNDR8mSaIiIgkI4PmVg2EhoZi5MiRKmWl9QYAT75ge3h4ICIiAgDg5uaGCxcuYMGCBejXr9+/8RVb1SCE+M+VDurUeVa5JwsWFhZi8uTJqF27NkxNTXHt2jUAT64iuGzZsvI2R0REJBlNrhqQy+UwNzdXOcpKBOzs7EpsnNekSRPcunULAKBQKACgxDf71NRUZS+BQqFAXl4e0tLSyqyj1mugds3/N2XKFERHRyMqKgoGBgbKcldXVyxdurS8zREREWmdNm3a4PLlyyplV65cgaOjIwDA2dkZCoUCe/bsUZ7Py8tDXFwcWrduDQBwd3eHvr6+Sp3k5GScP39eWUcd5R4aWLVqFRYvXgxfX198/vnnyvLmzZvj0qVL5W2OiIhIMlJtKDRixAi0bt0aERERCAgIwPHjx7F48WIsXrxYGVdwcDAiIiLg4uICFxcXREREwNjYGH369AEAWFhYICgoCCEhIbC2toaVlRVGjRoFV1dXtG/fXu1Yyp0I/PPPP2jQoEGJ8qKiIuTn55e3OSIiIslItbFgq1atsHnzZoSGhuKbb76Bs7MzZs+ejb59+yrrjBkzBjk5ORgyZAjS0tLg6emJ3bt3w8zMTFln1qxZ0NPTQ0BAAHJycuDr64vo6Gjo6uqqHYtaywef5eHhgeDgYHz00UcwMzPDmTNnUK9ePUyaNAl79+4tc01kZeLyQdIGXD5I2qCilw/2XKq5q9xuGeihsbYqU7lf4rCwMHz88cf4559/UFRUhE2bNuHy5ctYtWoVtm3bVhExEhERVYjqfPlgTSn3ZMHu3btj3bp12L59O2QyGSZOnIjExERs3boVHTp0qIgYiYiIKoRMprmjunqhThc/Pz+1ty4kIiKiquuFR18SEhKQmJgImUyGJk2awN3dXZNxERERVThehvgFEoGkpCT07t0bf/zxh/IqSQ8fPkTr1q2xdu1aODg4aDpGIiKiCsE84AXmCAQGBiI/Px+JiYl48OABHjx4gMTERAghEBQUVBExEhERUQUpd4/A77//jsOHD6NRo0bKskaNGmHu3Llo06aNRoMjIiKqSFw18AKJQN26dUvdOKigoAC1a9fWSFBERESVgWnACwwNREVFYejQoUhISMDTvYgSEhIwfPhwzJgxQ+MBEhERUcVRq0fA0tJSZWZldnY2PD09oaf35O4FBQXQ09NDYGAgevbsWSGBEhERaRpXDaiZCMyePbuCwyAiIqp8OswD1EsE+vfvX9FxEBERkQRe6nIOOTk5JSYOmpubv1RARERElYVDAy8wWTA7OxtffvklatWqBVNTU1haWqocRERE1QWvNfACicCYMWOwf/9+zJ8/H3K5HEuXLsWkSZNgb2+PVatWVUSMREREVEHKPTSwdetWrFq1Cj4+PggMDMTbb7+NBg0awNHRET/++CP69u1bEXESERFpHIcGXqBH4MGDB3B2dgbwZD7AgwcPAABvvfUWDh48qNnoiIiIKpCOTHNHdVXuRKBevXq4ceMGAKBp06ZYv349gCc9BU8vQkRERETVQ7kTgU8++QRnzpwBAISGhirnCowYMQKjR4/WeIBEREQVRSaTaeyorso9R2DEiBHKf7dt2xaXLl1CQkIC6tevjxYtWmg0OCIioopUfT++NafcPQLF1a1bF++++y6srKwQGBioiZiIiIiokrx0IvDUgwcPsHLlSk01R0REVOF0ZDKNHdXVS+0sSEREVJ1V489vjdFYjwARERFVP+wRICIirVWdZ/tritqJwLvvvvvc8w8fPnzZWIiIiCoV84ByJAIWFhb/eb5fv34vHRARERFVHrUTgRUrVlRkHERERJWuOs/21xTOESAiIq3FPICrBoiIiLQaewSIiEhrcdXAK5oIXNn3ndQhEFW4+1l5UodAVOFq1zCo0PbZLc7XgIiISKup1SPwyy+/qN2gv7//CwdDRERUmTg0oGYi0LNnT7Uak8lkKCwsfJl4iIiIKo0O8wD1hgaKiorUOpgEEBER/bfw8HDIZDKVQ6FQKM8LIRAeHg57e3sYGRnBx8cHFy5cUGkjNzcXQ4cORc2aNWFiYgJ/f38kJSWVOxbOESAiIq2lI9PcUV6vvfYakpOTlce5c+eU56KiojBz5kzMmzcP8fHxUCgU6NChAzIzM5V1goODsXnzZsTGxuLQoUPIyspCt27dyv2l/IVWDWRnZyMuLg63bt1CXp7qzOVhw4a9SJNERESVTso5Anp6eiq9AE8JITB79myMGzdOeZ2flStXwtbWFmvWrMGgQYOQnp6OZcuWISYmBu3btwcArF69Gg4ODti7dy/8/PzUj6O8gZ86dQpdunTBo0ePkJ2dDSsrK9y7dw/GxsaoVasWEwEiItJKubm5yM3NVSmTy+WQy+Wl1v/zzz9hb28PuVwOT09PREREoF69erh+/TpSUlLQsWNHlXa8vb1x+PBhDBo0CCdOnEB+fr5KHXt7ezRr1gyHDx8uVyJQ7qGBESNGoHv37njw4AGMjIxw9OhR3Lx5E+7u7pgxY0Z5myMiIpKMJocGIiMjYWFhoXJERkaW+rienp5YtWoVdu3ahSVLliAlJQWtW7fG/fv3kZKSAgCwtbVVuY+tra3yXEpKCgwMDGBpaVlmHXWVu0fg9OnTWLRoEXR1daGrq4vc3FzUq1cPUVFR6N+//39erpiIiKiq0OTIQGhoKEaOHKlSVlZvQOfOnZX/dnV1hZeXF+rXr4+VK1fizTff/P/YVIMTQvznUIY6dYord4+Avr6+8kFsbW1x69YtAE8uQ/z030RERNpGLpfD3Nxc5SgrESjOxMQErq6u+PPPP5XzBop/s09NTVX2EigUCuTl5SEtLa3MOuoqdyLg5uaGhIQEAEDbtm0xceJE/PjjjwgODoarq2t5myMiIpKMjkymseNl5ObmIjExEXZ2dnB2doZCocCePXuU5/Py8hAXF4fWrVsDANzd3aGvr69SJzk5GefPn1fWUVe5hwYiIiKUyxcmT56M/v37Y/DgwWjQoAFWrFhR3uaIiIgkI9Ua+lGjRqF79+6oW7cuUlNT8e233yIjIwP9+/eHTCZDcHAwIiIi4OLiAhcXF0RERMDY2Bh9+vQB8KQXPigoCCEhIbC2toaVlRVGjRoFV1dX5SoCdZU7EfDw8FD+28bGBtu3by9vE0RERFotKSkJvXv3xr1792BjY4M333wTR48ehaOjIwBgzJgxyMnJwZAhQ5CWlgZPT0/s3r0bZmZmyjZmzZoFPT09BAQEICcnB76+voiOjoaurm65YpEJIYRGn10V8PeD3P+uRFTN6XBvVNICFX31wXE7rmisrSmdG2qsrcpU7h4BZ2fn585IvHbt2ksFREREVFledmz/VVDuRCA4OFjldn5+Pk6dOoWdO3di9OjRmoqLiIiIKkG5E4Hhw4eXWv7DDz8oVxMQERFVB+wQ0OCEyc6dO2Pjxo2aao6IiKjCSXnRoapCY4nAhg0bYGVlpanmiIiIqBKUe2jAzc1NZbKgEAIpKSm4e/cu5s+fr9HgiIiIKhInC75AItCjRw+VREBHRwc2Njbw8fFB48aNNRocERFRRWIe8AKJQHh4eAWEQURERFIo9xwBXV1dpKamlii/f/9+uXczIiIikhInC75Aj0BZGxHm5ubCwKBid4AiIiLSJBmq8Se4hqidCMyZMwfAk+sjL126FKampspzhYWFOHjwIOcIEBERVTNqJwKzZs0C8KRHYOHChSrDAAYGBnBycsLChQs1HyEREVEFqc5d+pqidiJw/fp1AEDbtm2xadMmWFpaVlhQRERElYGJwAvMEThw4EBFxEFEREQSKPeqgffffx9Tp04tUT59+nR88MEHGgmKiIioMshkMo0d1VW5E4G4uDh07dq1RHmnTp1w8OBBjQRFRERUGbh88AUSgaysrFKXCerr6yMjI0MjQREREVHlKHci0KxZM6xbt65EeWxsLJo2baqRoIiIiCqDTKa5o7oq92TBCRMm4L333sPVq1fRrl07AMC+ffuwdu1a/PTTTxoPkIiIqKLwokMvkAj4+/tjy5YtiIiIwIYNG2BkZITmzZtj79698Pb2rogYiYiIqIKUOxEAgK5du5Y6YfD06dNo2bLly8ZERERUKarzJD9NKfccgeLS09Mxf/58vP7663B3d9dETERERJWCcwReIhHYv38/+vbtCzs7O8ydOxddunRBQkKCJmMjIiKiClauoYGkpCRER0dj+fLlyM7ORkBAAPLz87Fx40auGCAiompHh1cfVL9HoEuXLmjatCkuXryIuXPn4vbt25g7d25FxkZERFShODRQjh6B3bt3Y9iwYRg8eDBcXFwqMiYiIiKqJGr3CPz+++/IzMyEh4cHPD09MW/ePNy9e7ciYyMiIqpQ3GK4HImAl5cXlixZguTkZAwaNAixsbGoXbs2ioqKsGfPHmRmZlZknERERBqnI5Np7Kiuyr1qwNjYGIGBgTh06BDOnTuHkJAQTJ06FbVq1YK/v39FxEhEREQV5KX2EWjUqBGioqKQlJSEtWvXaiomIiKiSsHJgoBMCCGkDkLT/n6QK3UIRBVOpzoPShKpqXaNkle71aRlx29prK2gN+pqrK3K9NI7CxIREVH19ULXGiAiInoVVOcufU1hIkBERFqL3eJ8DYiIiLQaewSIiEhryTg2wB4BIiLSXjINHi8qMjISMpkMwcHByjIhBMLDw2Fvbw8jIyP4+PjgwoULKvfLzc3F0KFDUbNmTZiYmMDf3x9JSUnlfnwmAkRERBKJj4/H4sWL0bx5c5XyqKgozJw5E/PmzUN8fDwUCgU6dOigsotvcHAwNm/ejNjYWBw6dAhZWVno1q0bCgsLyxUDEwEiItJaUm4xnJWVhb59+2LJkiWwtLRUlgshMHv2bIwbNw7vvvsumjVrhpUrV+LRo0dYs2YNACA9PR3Lli3Dd999h/bt28PNzQ2rV6/GuXPnsHfv3nLFUSXmCDx8+BDHjx9HamoqioqKVM7169dPoqiIiOhVp8kZArm5ucjNVd3QTi6XQy6Xl1r/iy++QNeuXdG+fXt8++23yvLr168jJSUFHTt2VGnH29sbhw8fxqBBg3DixAnk5+er1LG3t0ezZs1w+PBh+Pn5qR235InA1q1b0bdvX2RnZ8PMzExl4oZMJmMiQERE1UJkZCQmTZqkUhYWFobw8PASdWNjY3Hy5EnEx8eXOJeSkgIAsLW1VSm3tbXFzZs3lXUMDAxUehKe1nl6f3VJngiEhIQgMDAQERERMDY2ljocIiLSIppcNBAaGoqRI0eqlJXWG/D3339j+PDh2L17NwwNDZ8Tm2pwQoj/XOWgTp3iJJ8j8M8//2DYsGFMAoiIqNLJZDKNHXK5HObm5ipHaYnAiRMnkJqaCnd3d+jp6UFPTw9xcXGYM2cO9PT0lD0Bxb/Zp6amKs8pFArk5eUhLS2tzDrqkjwR8PPzQ0JCgtRhEBERVQpfX1+cO3cOp0+fVh4eHh7o27cvTp8+jXr16kGhUGDPnj3K++Tl5SEuLg6tW7cGALi7u0NfX1+lTnJyMs6fP6+soy7Jhwa6du2K0aNH4+LFi3B1dYW+vr7KeX9/f4kiIyKiV50U34bNzMzQrFkzlTITExNYW1sry4ODgxEREQEXFxe4uLgoh8/79OkDALCwsEBQUBBCQkJgbW0NKysrjBo1Cq6urmjfvn254pE8Efj0008BAN98802JczKZrNzrIYmIiNRVVXcWHDNmDHJycjBkyBCkpaXB09MTu3fvhpmZmbLOrFmzoKenh4CAAOTk5MDX1xfR0dHQ1dUt12PJhBBC009Aan8/yP3vSkTVnI5O1fwDRqRJtWsYVGj760/f1lhbAS3tNdZWZZJ0jkBBQQH09PRw/vx5KcMgIiItVRW2GJaapEMDenp6cHR0ZPc/ERFJoqoODVQmyVcNjB8/HqGhoXjw4IHUoRAREWkdyScLzpkzB3/99Rfs7e3h6OgIExMTlfMnT56UKDIiInrVSf5tuAqQPBHo2bOn1CEQEZGW4tBAFUgEwsLCpA6BiIhIa0meCBAREUmF/QFVIBHQ0dF5btcMVxQQEVFF4chAFUgENm/erHI7Pz8fp06dwsqVK0tczpGIiIg0q8ruLLhmzRqsW7cOP//8c7nvy50FSRtwZ0HSBhW9s+DWc3c01lZ31/Jd9a+qqLIrJzw9PbF3716pwyAioleYTKa5o7qqkolATk4O5s6dizp16kgdChER0StN8jkClpaWKpMFhRDIzMyEsbExVq9eLWFkRET0qpNx3YD0icDs2bNVbuvo6MDGxgaenp6wtLSUJigiItIK1blLX1MkTwT69+8vdQhERERaS/JEAAAePnyI48ePIzU1FUVFRSrn+vXrJ1FURET0qtPh0ID0icDWrVvRt29fZGdnw8zMTGW+gEwmYyJAREQVhkMDVWDVQEhICAIDA5GZmYmHDx8iLS1NefDSxERERBVL8h6Bf/75B8OGDYOxsbHUoRARkZZhj0AV6BHw8/NDQkKC1GEQEZEWkmnwv+pKkh6BX375Rfnvrl27YvTo0bh48SJcXV2hr6+vUtff37+ywyMiItIaklxrQEdHvY4ImUz2Qlcf5LUGSBvwWgOkDSr6WgP7Lt3TWFu+jWtqrK3KJEmPQPElgkRERFKozl36miL5HAEiIiKSjmSJwP79+9G0aVNkZGSUOJeeno7XXnsNBw8elCAyIiLSFrz6oISJwOzZs/Hpp5/C3Ny8xDkLCwsMGjQIs2bNkiAyIiLSFlw1IGEicObMGXTq1KnM8x07dsSJEycqMSIiIiLtI9mGQnfu3CmxVPBZenp6uHv3biVGRERE2oaLbyTsEahduzbOnTtX5vmzZ8/Czs6uEiMiIiJtw6EBCXsEunTpgokTJ6Jz584wNDRUOZeTk4OwsDB069ZNougIAM6eSsD6H6Px5+VE3L93F5OmzkYb73bK82kP7mPJD7Nw4vgRZGVmwrXl6/gyJBR1HBwBABnp6Vi5dD5OHD+Mu3fuwLxGDbR5px0GfPYFTE3NpHpaRCrOnErAutXR+PPSRdy/dxffRM3GW96+yvM5jx5h8Q+z8EfcfmRkpENhZ4//BfRFj/d6AXjyPo9e8gMSjh3B3TspsKhRA2282+GTQV/yfU7VgmSJwPjx47Fp0yY0bNgQX375JRo1agSZTIbExET88MMPKCwsxLhx46QKjwA8fpyDei6N4NetJyaFjlQ5J4TAxLHDoaenh0nTvoeJiQk2rI3BmGGfYdmazTAyMsb9e6m4fy8Vg74MgaNzfdxJuY3ZUd/i/r1UhEXMlOhZEal6nJOD+i4N0albT4R/NaLE+R9mR+H0ieP4etJUKOzskXDsMGZPn4KaNW3Qxrvdk/f53bv4fNgz7/Opk3H/7l2ET+X7vKqrzrP9NUWSnQWfunnzJgYPHoxdu3bhaRgymQx+fn6YP38+nJycXqhd7iyoee29mqv0CCTduoEBvfyx9MdNcKrXAABQWFiI97v44NMvgtHF/71S24nbtxtTJ4Vi2/5j0NWT/JpX1Rp3FtS8dp6uJXoEAnv/D23b++HjoM+VZYP6BcCz9dsI/Hxoqe38tm8XIsNCsf2343yfv6SK3lnwjz/TNNZWGxdLjbVVmSTdUMjR0RHbt2/HvXv3cOzYMRw9ehT37t3D9u3bXzgJoMqRl5cHADAwkCvLdHV1oa+vj/NnTpV5v+zsTBibmPKPI1Ubri3ccPj333A39Q6EEDiVcBxJf99EqzfblHmf7Kwsvs+p2qgS71JLS0u0atXqhe6bm5uL3NzcYmWAXC4v4x6kCXWdnGGrsMfSBd9jxNiJMDQywoa1q/Dg/j3cv1/63t3p6Q+xesVidO35fiVHS/TivgwJxXcR4ejVvT10dfWgoyNDyNeT4Nry9VLrp6c/RMzyRej2P77PqwMdjg1U/y2GIyMjYWFhoXL8MDtK6rBeeXp6+giLnIl//r6J//m9ha5t38CZk/F4w+st6JZyUans7CyMC/kCjk710O+ZLlaiqm7Tuh9x8fxZfDtjLhaujMXnw0fh++nf4sTxIyXqZmdl4esRX8DJuR76DxwsQbRUXjINHtVVtU8EQkNDkZ6ernJ8ETxG6rC0QsPGTbFo1U/YsucPrN+6D1NnL0RG+kMo7Gqr1HuUnY3Q4MEwMjLGpKmzoadX9v4RRFVJ7uPHWLbgewwZPhqt3/ZBfZdG+N8HfdC2fSes/3GlSt1H2dkYG/w5jIyN8M207/k+p+dasGABmjdvDnNzc5ibm8PLyws7duxQnhdCIDw8HPb29jAyMoKPjw8uXLig0kZubi6GDh2KmjVrwsTEBP7+/khKSip3LNU+EZDL5coX8unBYYHKZWpqhhqWVkj6+yauXLqI1u+0VZ7Lzs7C2OBB0NPXx+Tpc2DAnw1VIwUFBSgoKICs2MRMHR0dlauoZmdlYcywz6Cvr49vZ8zl+7w6kahLoE6dOpg6dSoSEhKQkJCAdu3aoUePHsoP+6ioKMycORPz5s1DfHw8FAoFOnTogMzMTGUbwcHB2Lx5M2JjY3Ho0CFkZWWhW7duKCwsLFcsVWKOAFVNOY8e4Z+kW8rbybf/wV9XLsHM3AK2CjvE7dsNC0tL1LK1w/Wrf2L+rGlo/U5beHi2BvD/35CGD0Lu48cIDYvEo+xsPMrOBgBY1LCErq6uJM+L6Fn/9T5v8boHFs2dCbncELZ2djhzMgG7d2zF4OGjATx5n48ZNgi5uTkInTSV7/NqRqqNgLp3765ye8qUKViwYAGOHj2Kpk2bYvbs2Rg3bhzeffddAMDKlStha2uLNWvWYNCgQUhPT8eyZcsQExOD9u3bAwBWr14NBwcH7N27F35+fmrHIsnywV9++UXtuv7+/uVun8sHNeP0yXiM+iKoRHnHLv4YM+FbbF7/I9b/GI20B/dhVdMGHTp1x0eBg5RbR5d1fwBYvWlHiSEEKh8uH9SM0yfiMXJIYIlyv67+GDtxCh7cv4clP8xGwvEjyMxIh63CDt16vo/3e/eDTCYr8/4AsGbzTijs+T5/GRW9fPDY1XSNtdWyjmGJyetyufw/e6kLCwvx008/oX///jh16hQMDQ1Rv359nDx5Em5ubsp6PXr0QI0aNbBy5Urs378fvr6+ePDgASwt/1222KJFC/Ts2ROTJk1SO25JEgGdUiaTlUYmk5W7iwNgIkDagYkAaYOKTgSOX9NcIrB91awSH8BhYWEIDw8vtf65c+fg5eWFx48fw9TUFGvWrEGXLl1w+PBhtGnTBv/88w/s7e2V9T/77DPcvHkTu3btwpo1a/DJJ5+USDw6duwIZ2dnLFq0SO24JRkaeHZsjYiISCqaTKdDQ0MxcqTqLqzP6w1o1KgRTp8+jYcPH2Ljxo3o378/4uLi/o2t2NJGIUSJsuLUqVNctZ8sSEREVBWUd/K6gYEBGjRoAA8PD0RGRqJFixb4/vvvoVAoAAApKSkq9VNTU2FrawsAUCgUyMvLQ1paWpl11FUlJgtmZ2cjLi4Ot27dUu5Y99SwYcMkioqIiF55VWiETQiB3NxcODs7Q6FQYM+ePco5Anl5eYiLi8O0adMAAO7u7tDX18eePXsQEBAAAEhOTsb58+cRFVW+vXQkTwROnTqFLl264NGjR8jOzoaVlRXu3bsHY2Nj1KpVi4kAERFVGKlWDXz99dfo3LkzHBwckJmZidjYWPz222/YuXMnZDIZgoODERERARcXF7i4uCAiIgLGxsbo06cPAMDCwgJBQUEICQmBtbU1rKysMGrUKLi6uipXEahL8kRgxIgR6N69OxYsWIAaNWrg6NGj0NfXx0cffYThw4dLHR4REZHG3blzBx9//DGSk5NhYWGB5s2bY+fOnejQoQMAYMyYMcjJycGQIUOQlpYGT09P7N69G2Zm/17aetasWdDT00NAQABycnLg6+uL6Ojoci9ZlfTqgwBQo0YNHDt2DI0aNUKNGjVw5MgRNGnSBMeOHUP//v1x6dKlcrfJVQOkDbhqgLRBRa8aOHEjQ2NtuTuZa6ytyiT5ZEF9fX3lDEdbW1vcuvVkYw8LCwvlv4mIiKhiSD404ObmhoSEBDRs2BBt27bFxIkTce/ePcTExMDV1VXq8IiI6BXGfrUq0CMQEREBOzs7AMDkyZNhbW2NwYMHIzU1FYsXL5Y4OiIieqXx8oPSzxGoCJwjQNqAcwRIG1T0HIGTNzU3R+B1x+o5R0DyoQEiIiKpSLV8sCqRPBFwdnZ+7naI165dq8RoiIhIm5RzN95XkuSJQHBwsMrt/Px8nDp1Cjt37sTo0aOlCYqIiEhLSJ4IlLVp0A8//ICEhIRKjoaIiLQJOwSqwKqBsnTu3BkbN26UOgwiInqVcdVA1U0ENmzYACsrK6nDICIieqVJPjTg5uamMllQCIGUlBTcvXsX8+fPlzAyIiJ61XHVQBVIBHr06KGSCOjo6MDGxgY+Pj5o3LixhJEREdGrjqsGuKEQUbXFDYVIG1T0hkLnkrI01pZrHVONtVWZJJ8joKuri9TU1BLl9+/fL/elFImIiMqDcwWrwNBAWR0Subm5MDCo2EyQiIi0XHX+BNcQyRKBOXPmAABkMhmWLl0KU9N/u1QKCwtx8OBBzhEgIiKqYJIlArNmzQLwpEdg4cKFKsMABgYGcHJywsKFC6UKj4iItABXDUiYCFy/fh0A0LZtW2zatAmWlpZShUJERFqKqwaqwByBAwcOSB0CERGR1pJ81cD777+PqVOnliifPn06PvjgAwkiIiIibcFVA1UgEYiLi0PXrl1LlHfq1AkHDx6UICIiItIazASkTwSysrJKXSaor6+PjIwMCSIiIiLSHpInAs2aNcO6detKlMfGxqJp06YSRERERNpCpsH/qivJJwtOmDAB7733Hq5evYp27doBAPbt24e1a9fip59+kjg6IiJ6lXHVQBVIBPz9/bFlyxZERERgw4YNMDIyQvPmzbF37154e3tLHR4REdErrUpfdOj06dNo2bJlue/Hiw6RNuBFh0gbVPRFh66kPNJYWw0VxhprqzJJPkeguPT0dMyfPx+vv/463N3dpQ6HiIheZVw1UHUSgf3796Nv376ws7PD3Llz0aVLFyQkJEgdFhER0StN0jkCSUlJiI6OxvLly5GdnY2AgADk5+dj48aNXDFAREQVrjrP9tcUyXoEunTpgqZNm+LixYuYO3cubt++jblz50oVDhERaSGZTHNHdSVZj8Du3bsxbNgwDB48GC4uLlKFQUREpNUk6xH4/fffkZmZCQ8PD3h6emLevHm4e/euVOEQEZEW4lxBCRMBLy8vLFmyBMnJyRg0aBBiY2NRu3ZtFBUVYc+ePcjMzJQqNCIi0hbMBKrWPgKXL1/GsmXLEBMTg4cPH6JDhw745Zdfyt0O9xEgbcB9BEgbVPQ+Alfv5misrfo2RhprqzJVmeWDANCoUSNERUUhKSkJa9eulTocIiJ6xfFaA1WsR0BT2CNA2oA9AqQNKrpH4Pq9xxpry7mmocbaqkxVqkeAiIhIG0RGRqJVq1YwMzNDrVq10LNnT1y+fFmljhAC4eHhsLe3h5GREXx8fHDhwgWVOrm5uRg6dChq1qwJExMT+Pv7IykpqVyxMBEgIiKtJdVcwbi4OHzxxRc4evQo9uzZg4KCAnTs2BHZ2dnKOlFRUZg5cybmzZuH+Ph4KBQKdOjQQWUyfXBwMDZv3ozY2FgcOnQIWVlZ6NatGwoLC9V/DTg0QFQ9cWiAtEFFDw3cuK+5oQEn6xcfGrh79y5q1aqFuLg4vPPOOxBCwN7eHsHBwRg7diyAJ9/+bW1tMW3aNAwaNAjp6emwsbFBTEwMevXqBQC4ffs2HBwcsH37dvj5+an12OwRICIi0oDc3FxkZGSoHLm56n0xTU9PBwBYWVkBAK5fv46UlBR07NhRWUcul8Pb2xuHDx8GAJw4cQL5+fkqdezt7dGsWTNlHXUwESAiIq2lyVUDkZGRsLCwUDkiIyP/MwYhBEaOHIm33noLzZo1AwCkpKQAAGxtbVXq2traKs+lpKTAwMAAlpaWZdZRh6QXHSIiIpKSJq8REBoaipEjR6qUyeXy/7zfl19+ibNnz+LQoUMlzsmKBSiEKFFWnDp1nsUeASIiIg2Qy+UwNzdXOf4rERg6dCh++eUXHDhwAHXq1FGWKxQKACjxzT41NVXZS6BQKJCXl4e0tLQy66iDiQAREWktqVYNCCHw5ZdfYtOmTdi/fz+cnZ1Vzjs7O0OhUGDPnj3Ksry8PMTFxaF169YAAHd3d+jr66vUSU5Oxvnz55V11MGhASIi0lpSXT74iy++wJo1a/Dzzz/DzMxM+c3fwsICRkZGkMlkCA4ORkREBFxcXODi4oKIiAgYGxujT58+yrpBQUEICQmBtbU1rKysMGrUKLi6uqJ9+/Zqx8JEgIiIqJItWLAAAODj46NSvmLFCgwYMAAAMGbMGOTk5GDIkCFIS0uDp6cndu/eDTMzM2X9WbNmQU9PDwEBAcjJyYGvry+io6Ohq6urdizcR4ComuI+AqQNKnofgaS0PI21VceyYmOtKOwRICIirSXV0EBVwsmCREREWow9AkREpLXYIcBEgIiItBiHBjg0QEREpNXYI0BERFpLxsEBJgJERKTFmAdwaICIiEibsUeAiIi0FjsEmAgQEZEW46oBDg0QERFpNfYIEBGR1uKqASYCRESkzZgHcGiAiIhIm7FHgIiItBY7BJgIEBGRFuOqAQ4NEBERaTX2CBARkdbiqgEmAkREpMU4NMChASIiIq3GRICIiEiLcWiAiIi0FocG2CNARESk1dgjQEREWourBpgIEBGRFuPQAIcGiIiItBp7BIiISGuxQ4CJABERaTNmAhwaICIi0mbsESAiIq3FVQNMBIiISItx1QCHBoiIiLQaewSIiEhrsUOAiQAREWkzZgIcGiAiItJm7BEgIiKtxVUDTASIiEiLcdUAhwaIiIi0mkwIIaQOgqq33NxcREZGIjQ0FHK5XOpwiCoE3+f0qmIiQC8tIyMDFhYWSE9Ph7m5udThEFUIvs/pVcWhASIiIi3GRICIiEiLMREgIiLSYkwE6KXJ5XKEhYVxAhW90vg+p1cVJwsSERFpMfYIEBERaTEmAkRERFqMiQAREZEWYyJQjYSHh6Nly5bK2wMGDEDPnj0rPY4bN25AJpPh9OnTlf7Y5eHk5ITZs2dLHQZVsFft96K6/H7Rq4OJwEsaMGAAZDIZZDIZ9PX1Ua9ePYwaNQrZ2dkV/tjff/89oqOj1apb2X9cfHx8IJPJEBsbq1I+e/ZsODk5vXT7GRkZGDduHBo3bgxDQ0MoFAq0b98emzZtAue/So+/F2X766+/8Mknn6BOnTqQy+VwdnZG7969kZCQUGkxED2LVx/UgE6dOmHFihXIz8/H77//joEDByI7OxsLFiwoUTc/Px/6+voaeVwLCwuNtFNRDA0NMX78eLz33nsae84A8PDhQ7z11ltIT0/Ht99+i1atWkFPTw9xcXEYM2YM2rVrhxo1amjs8Z5VWFgImUwGHR3m0P+FvxclJSQkwNfXF82aNcOiRYvQuHFjZGZm4ueff0ZISAji4uIq7LHz8vJgYGBQYe1T9cW/Zhogl8uhUCjg4OCAPn36oG/fvtiyZQuAf7stly9fjnr16kEul0MIgfT0dHz22WeoVasWzM3N0a5dO5w5c0al3alTp8LW1hZmZmYICgrC48ePVc4X7wItKirCtGnT0KBBA8jlctStWxdTpkwBADg7OwMA3NzcIJPJ4OPjo7zfihUr0KRJExgaGqJx48aYP3++yuMcP34cbm5uMDQ0hIeHB06dOqXW69K7d2+kp6djyZIlz623YMEC1K9fHwYGBmjUqBFiYmKeW//rr7/GjRs3cOzYMfTv3x9NmzZFw4YN8emnn+L06dMwNTVV1n306BECAwNhZmaGunXrYvHixcpzv/32G2QyGR4+fKgsO336NGQyGW7cuAEAiI6ORo0aNbBt2zY0bdoUcrkcN2/ehJOTEyIiIspsm/h7UZwQAgMGDICLiwt+//13dO3aFfXr10fLli0RFhaGn3/+WaX+tWvX0LZtWxgbG6NFixY4cuSI8lzx4RCgZG/b09chMjIS9vb2aNiwobIHZNOmTWW2TdqHiUAFMDIyQn5+vvL2X3/9hfXr12Pjxo3KLsiuXbsiJSUF27dvx4kTJ/D666/D19cXDx48AACsX78eYWFhmDJlChISEmBnZ1fiD1FxoaGhmDZtGiZMmICLFy9izZo1sLW1BfDkjxYA7N27F8nJydi0aRMAYMmSJRg3bhymTJmCxMREREREYMKECVi5ciUAIDs7G926dUOjRo1w4sQJhIeHY9SoUWq9Dubm5vj666/xzTfflNklvHnzZgwfPhwhISE4f/48Bg0ahE8++QQHDhwotX5RURFiY2PRt29f2NvblzhvamoKPb1/O7q+++475R/pIUOGYPDgwbh06ZJa8T/16NEjREZGYunSpbhw4QJq1aqlsba1ibb/Xpw+fRoXLlxASEhIqT1KxXuxxo0bh1GjRuH06dNo2LAhevfujYKCguc+RnH79u1DYmIi9uzZg23btmm0bXqFCHop/fv3Fz169FDePnbsmLC2thYBAQFCCCHCwsKEvr6+SE1NVdbZt2+fMDc3F48fP1Zpq379+mLRokVCCCG8vLzE559/rnLe09NTtGjRotTHzsjIEHK5XCxZsqTUOK9fvy4AiFOnTqmUOzg4iDVr1qiUTZ48WXh5eQkhhFi0aJGwsrIS2dnZyvMLFiwota1neXt7i+HDh4vHjx8LR0dH8c033wghhJg1a5ZwdHRU1mvdurX49NNPVe77wQcfiC5dupTa7p07dwQAMXPmzDIf+ylHR0fx0UcfKW8XFRWJWrVqiQULFgghhDhw4IAAINLS0pR1Tp06JQCI69evCyGEWLFihQAgTp8+Xa62tR1/L0pat26dACBOnjxZ6vniMS1dulRZduHCBQFAJCYmCiGevH7PPmchSv5u9e/fX9ja2orc3NxytU3ahz0CGrBt2zaYmprC0NAQXl5eeOeddzB37lzleUdHR9jY2ChvnzhxAllZWbC2toapqanyuH79Oq5evQoASExMhJeXl8rjFL/9rMTEROTm5sLX11ftuO/evYu///4bQUFBKnF8++23KnG0aNECxsbGasVRnFwuxzfffIPp06fj3r17pcbdpk0blbI2bdogMTGx1PbE/08ElMlkaj1+8+bNlf+WyWRQKBRITU1VN3wAgIGBgUo7mmz7VcbfC1Uv8961s7MDgHK/v1xdXUudF6CJtunVwcmCGtC2bVssWLAA+vr6sLe3LzHpycTEROV2UVER7Ozs8Ntvv5Vo60UnuRkZGZX7PkVFRQCedIN6enqqnNPV1QUAjczA/+ijjzBjxgx8++23pa4YKP6HUQhR5h9LGxsbWFpalpkoFFf8ZyGTyZTP+2n37LPP8dmu66eMjIxKjed5bRN/L4pr2LAhgCdJRPHx/dI8+3o9ff89+94tHkNp793ir7E6bZP2YY+ABpiYmKBBgwZwdHRUa+bz66+/jpSUFOjp6aFBgwYqR82aNQEATZo0wdGjR1XuV/z2s1xcXGBkZIR9+/aVev7pt4LCwkJlma2tLWrXro1r166ViOPpJKqmTZvizJkzyMnJUSuO0ujo6CAyMhILFixQTsJ7qkmTJjh06JBK2eHDh9GkSZMy2+rVqxd+/PFH3L59u8T57Oxstcc6n34bTU5OVpZx7bbm8PdCVcuWLdG0aVN89913pX7oPjtp9b/Y2NggJSVFJRnge5deFBMBCbRv3x5eXl7o2bMndu3ahRs3buDw4cMYP368ci3x8OHDsXz5cixfvhxXrlxBWFgYLly4UGabhoaGGDt2LMaMGYNVq1bh6tWrOHr0KJYtWwYAqFWrFoyMjLBz507cuXMH6enpAJ7MPo6MjMT333+PK1eu4Ny5c1ixYgVmzpwJAOjTpw90dHQQFBSEixcvYvv27ZgxY0a5n3PXrl3h6emJRYsWqZSPHj0a0dHRWLhwIf7880/MnDkTmzZteu7Eq4iICDg4OMDT0xOrVq3CxYsX8eeff2L58uVo2bIlsrKy1IqpQYMGcHBwQHh4OK5cuYJff/0V3333XbmfG2nGq/57IZPJsGLFCly5cgXvvPMOtm/fjmvXruHs2bOYMmUKevToofZr5ePjg7t37yIqKgpXr17FDz/8gB07dqh9f6JnMRGQgEwmw/bt2/HOO+8gMDAQDRs2xIcffogbN24oZzP36tULEydOxNixY+Hu7o6bN29i8ODBz213woQJCAkJwcSJE9GkSRP06tVLOe6np6eHOXPmYNGiRbC3t1f+0Rk4cCCWLl2K6OhouLq6wtvbG9HR0cpvPqampti6dSsuXrwINzc3jBs3DtOmTXuh5z1t2rQSS7169uyJ77//HtOnT8drr72GRYsWYcWKFSrLuIqztLTE0aNH8dFHH+Hbb7+Fm5sb3n77baxduxbTp09Xex25vr4+1q5di0uXLqFFixaYNm0avv322xd6bvTytOH34o033kBCQgLq16+PTz/9FE2aNIG/vz8uXLhQrl0wmzRpgvnz5+OHH35AixYtcPz4cbVX8xAVx8sQExERaTH2CBAREWkxJgJERERajIkAERGRFmMiQEREpMWYCBAREWkxJgJERERajIkAERGRFmMiQEREpMWYCBBVgPDwcJULywwYMAA9e/as9Dhu3LgBmUxWofvQF3+uL6Iy4iSi0jERIK0xYMAAyGQyyGQy6Ovro169ehg1ahSys7Mr/LG///57REdHq1W3sj8UfXx8EBwcXCmPRURVDy9DTFqlU6dOWLFiBfLz8/H7779j4MCByM7OxoIFC0rUzc/PV+uqeepQ9/oHRESVjT0CpFXkcjkUCgUcHBzQp08f9O3bF1u2bAHwbxf38uXLUa9ePcjlcgghkJ6ejs8++wy1atWCubk52rVrhzNnzqi0O3XqVNja2sLMzAxBQUElLq5UfGigqKgI06ZNQ4MGDSCXy1G3bl1MmTIFAJQXtnFzc4NMJlO5ANOKFSvQpEkTGBoaonHjxpg/f77K4xw/fhxubm4wNDSEh4cHTp069dKv2dixY9GwYUMYGxujXr16mDBhAvLz80vUW7RoERwcHGBsbIwPPvigxGV1/yt2IpIGewRIqxkZGal8qP31119Yv349Nm7cCF1dXQBPLqFsZWWF7du3w8LCAosWLYKvry+uXLkCKysrrF+/HmFhYfjhhx/w9ttvIyYmBnPmzEG9evXKfNzQ0FAsWbIEs2bNwltvvYXk5GRcunQJwJMP8zfeeAN79+7Fa6+9BgMDAwDAkiVLEBYWhnnz5sHNzQ2nTp3Cp59+ChMTE/Tv3x/Z2dno1q0b2rVrh9WrV+P69esYPnz4S79GZmZmiI6Ohr29Pc6dO4dPP/0UZmZmGDNmTInXbevWrcjIyEBQUBC++OIL/Pjjj2rFTkQSEkRaon///qJHjx7K28eOHRPW1tYiICBACCFEWFiY0NfXF6mpqco6+/btE+bm5uLx48cqbdWvX18sWrRICCGEl5eX+Pzzz1XOe3p6ihYtWpT62BkZGUIul4slS5aUGuf169cFAHHq1CmVcgcHB7FmzRqVssmTJwsvLy8hhBCLFi0SVlZWIjs7W3l+wYIFpbb1LG9vbzF8+PAyzxcXFRUl3N3dlbfDwsKErq6u+Pvvv5VlO3bsEDo6OiI5OVmt2Mt6zkRU8dgjQFpl27ZtMDU1RUFBAfLz89GjRw/MnTtXed7R0RE2NjbK2ydOnEBWVhasra1V2snJycHVq1cBAImJifj8889Vznt5eeHAgQOlxpCYmIjc3Fz4+vqqHffdu3fx999/IygoCJ9++qmyvKCgQDn/IDExES1atICxsbFKHC9rw4YNmD17Nv766y9kZWWhoKAA5ubmKnXq1q2LOnXqqDxuUVERLl++DF1d3f+MnYikw0SAtErbtm2xYMEC6Ovrw97evsRkQBMTE5XbRUVFsLOzw2+//VairRo1arxQDEZGRuW+T1FREYAnXeyenp4q554OYQghXiie5zl69Cg+/PBDTJo0CX5+frCwsEBsbCy+++67595PJpMp/69O7EQkHSYCpFVMTEzQoEEDteu//vrrSElJgZ6eHpycnEqt06RJExw9ehT9+vVTlh09erTMNl1cXGBkZIR9+/Zh4MCBJc4/nRNQWFioLLO1tUXt2rVx7do19O3bt9R2mzZtipiYGOTk5CiTjefFoY4//vgDjo6OGDdunLLs5s2bJerdunULt2/fhr29PQDgyJEj0NHRQcOGDdWKnYikw0SA6Dnat28PLy8v9OzZE9OmTUOjRo1w+/ZtbN++HT179oSHhweGDx+O/v37w8PDA2+99RZ+/PFHXLhwoczJgoaGhhg7dizGjBkDAwMDtGnTBnfv3sWFCxcQFBSEWrVqwcjICDt37kSdOnVgaGgICwsLhIeHY9iwYTA3N0fnzp2Rm5uLhIQEpKWlYeTIkejTpw/GjRuHoKAgjB8/Hjdu3MCMGTPUep53794tsW+BQqFAgwYNcOvWLcTGxqJVq1b49ddfsXnz5lKfU//+/TFjxgxkZGRg2LBhCAgIgEKhAID/jJ2IJCT1JAWiylJ8smBxYWFhKhP8nsrIyBBDhw4V9vb2Ql9fXzg4OIi+ffuKW7duKetMmTJF1KxZU5iamor+/fuLMWPGlDlZUAghCgsLxbfffiscHR2Fvr6+qFu3roiIiFCeX7JkiXBwcBA6OjrC29tbWf7jjz+Kli1bCgMDA2FpaSneeecdsWnTJuX5I0eOiBYtWggDAwPRsmVLsXHjRrUmCwIocYSFhQkhhBg9erSwtrYWpqamolevXmLWrFnCwsKixOs2f/58YW9vLwwNDcW7774rHjx4oPI4z4udkwWJpCMTogIGFomIiKha4IZCREREWoyJABERkRZjIkBERKTFmAgQERFpMSYCREREWoyJABERkRZjIkBERKTFmAgQERFpMSYCREREWoyJABERkRZjIkBERKTF/g+Wuzr9MMjfCwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Make predictions on the test set using the Random Forest model\n", + "y_pred_rf = rf_model.predict(X_test)\n", + "\n", + "# Calculate Accuracy\n", + "accuracy_rf = accuracy_score(y_test, y_pred_rf)\n", + "print(f\"Random Forest Model Accuracy: {accuracy_rf:.4f}\\n\")\n", + "\n", + "# Display Classification Report\n", + "print(\"Random Forest Classification Report:\")\n", + "print(classification_report(y_test, y_pred_rf))\n", + "\n", + "# Display Confusion Matrix\n", + "conf_matrix_rf = confusion_matrix(y_test, y_pred_rf)\n", + "print(\"\\nRandom Forest Confusion Matrix:\")\n", + "print(conf_matrix_rf)\n", + "\n", + "# Visualize Confusion Matrix for better understanding\n", + "plt.figure(figsize=(6, 5))\n", + "sns.heatmap(conf_matrix_rf, annot=True, fmt='d', cmap='Blues',\n", + " xticklabels=['Predicted No Churn', 'Predicted Churn'],\n", + " yticklabels=['Actual No Churn', 'Actual Churn'])\n", + "plt.title('Random Forest Confusion Matrix')\n", + "plt.ylabel('Actual Label')\n", + "plt.xlabel('Predicted Label')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "62324555-8e90-483b-b075-15fea67802be", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random Forest ROC AUC Score: 0.8276\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import roc_curve, roc_auc_score\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Get the predicted probabilities for the positive class (Churn = 1) from Random Forest\n", + "y_pred_proba_rf = rf_model.predict_proba(X_test)[:, 1]\n", + "\n", + "# Calculate ROC curve points\n", + "fpr_rf, tpr_rf, thresholds_rf = roc_curve(y_test, y_pred_proba_rf)\n", + "\n", + "# Calculate AUC for Random Forest\n", + "auc_score_rf = roc_auc_score(y_test, y_pred_proba_rf)\n", + "print(f\"Random Forest ROC AUC Score: {auc_score_rf:.4f}\\n\")\n", + "\n", + "# Plot the ROC curve for Random Forest\n", + "plt.figure(figsize=(8, 6))\n", + "plt.plot(fpr_rf, tpr_rf, label=f'Random Forest (AUC = {auc_score_rf:.2f})')\n", + "plt.plot([0, 1], [0, 1], 'k--', label='Random (AUC = 0.50)') # Baseline\n", + "plt.xlabel('False Positive Rate (1 - Specificity)')\n", + "plt.ylabel('True Positive Rate (Recall)')\n", + "plt.title('Random Forest ROC Curve')\n", + "plt.legend(loc='lower right')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "fc690565-a580-49a6-aec1-a0bb8f972707", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random Forest ROC AUC Score: 0.8276\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import roc_curve, roc_auc_score\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Get the predicted probabilities for the positive class (Churn = 1) from Random Forest\n", + "y_pred_proba_rf = rf_model.predict_proba(X_test)[:, 1]\n", + "\n", + "# Calculate ROC curve points\n", + "fpr_rf, tpr_rf, thresholds_rf = roc_curve(y_test, y_pred_proba_rf)\n", + "\n", + "# Calculate AUC for Random Forest\n", + "auc_score_rf = roc_auc_score(y_test, y_pred_proba_rf)\n", + "print(f\"Random Forest ROC AUC Score: {auc_score_rf:.4f}\\n\")\n", + "\n", + "# Plot the ROC curve for Random Forest\n", + "plt.figure(figsize=(8, 6))\n", + "plt.plot(fpr_rf, tpr_rf, label=f'Random Forest (AUC = {auc_score_rf:.2f})')\n", + "plt.plot([0, 1], [0, 1], 'k--', label='Random (AUC = 0.50)') # Baseline\n", + "plt.xlabel('False Positive Rate (1 - Specificity)')\n", + "plt.ylabel('True Positive Rate (Recall)')\n", + "plt.title('Random Forest ROC Curve')\n", + "plt.legend(loc='lower right')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "7aa7c33c-9416-4f54-afda-1078593a9d5f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top Features by Importance (Random Forest):\n", + " Feature Importance\n", + "8 TotalCharges 0.182048\n", + "4 tenure 0.165658\n", + "7 MonthlyCharges 0.149320\n", + "26 Contract_Two year 0.053581\n", + "11 InternetService_Fiber optic 0.041023\n", + "28 PaymentMethod_Electronic check 0.040239\n", + "25 Contract_One year 0.028645\n", + "0 gender 0.026218\n", + "14 OnlineSecurity_Yes 0.025060\n", + "6 PaperlessBilling 0.024556\n", + "20 TechSupport_Yes 0.024123\n", + "2 Partner 0.021758\n", + "16 OnlineBackup_Yes 0.019828\n", + "3 Dependents 0.019035\n", + "18 DeviceProtection_Yes 0.018162\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Get feature importances from the trained Random Forest model\n", + "feature_importances_rf = rf_model.feature_importances_\n", + "\n", + "# Get the feature names from X_train\n", + "feature_names = X_train.columns\n", + "\n", + "# Create a DataFrame for better visualization\n", + "feature_importance_df_rf = pd.DataFrame({\n", + " 'Feature': feature_names,\n", + " 'Importance': feature_importances_rf\n", + "})\n", + "\n", + "# Sort features by importance\n", + "feature_importance_df_rf = feature_importance_df_rf.sort_values(by='Importance', ascending=False)\n", + "\n", + "print(\"Top Features by Importance (Random Forest):\")\n", + "print(feature_importance_df_rf.head(15)) # Display top 15 features\n", + "\n", + "# Visualize the top features\n", + "plt.figure(figsize=(12, 8))\n", + "sns.barplot(x='Importance', y='Feature', data=feature_importance_df_rf.head(15), palette='magma')\n", + "plt.title('Top 15 Feature Importances (Random Forest)')\n", + "plt.xlabel('Importance')\n", + "plt.ylabel('Feature')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5d5d6106-68ba-47e1-a218-954b12c1dba3", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "anaconda-panel-2023.05-py310", + "language": "python", + "name": "conda-env-anaconda-panel-2023.05-py310-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}